Revised staging system for primary nodal lymphomas.
\\n\\n
Released this past November, the list is based on data collected from the Web of Science and highlights some of the world’s most influential scientific minds by naming the researchers whose publications over the previous decade have included a high number of Highly Cited Papers placing them among the top 1% most-cited.
\\n\\nWe wish to congratulate all of the researchers named and especially our authors on this amazing accomplishment! We are happy and proud to share in their success!
Note: Edited in March 2021
\\n"}]',published:!0,mainMedia:{caption:"Highly Cited",originalUrl:"/media/original/117"}},components:[{type:"htmlEditorComponent",content:'IntechOpen is proud to announce that 191 of our authors have made the Clarivate™ Highly Cited Researchers List for 2020, ranking them among the top 1% most-cited.
\n\nThroughout the years, the list has named a total of 261 IntechOpen authors as Highly Cited. Of those researchers, 69 have been featured on the list multiple times.
\n\n\n\nReleased this past November, the list is based on data collected from the Web of Science and highlights some of the world’s most influential scientific minds by naming the researchers whose publications over the previous decade have included a high number of Highly Cited Papers placing them among the top 1% most-cited.
\n\nWe wish to congratulate all of the researchers named and especially our authors on this amazing accomplishment! We are happy and proud to share in their success!
Note: Edited in March 2021
\n'}],latestNews:[{slug:"intechopen-supports-asapbio-s-new-initiative-publish-your-reviews-20220729",title:"IntechOpen Supports ASAPbio’s New Initiative Publish Your Reviews"},{slug:"webinar-introduction-to-open-science-wednesday-18-may-1-pm-cest-20220518",title:"Webinar: Introduction to Open Science | Wednesday 18 May, 1 PM CEST"},{slug:"step-in-the-right-direction-intechopen-launches-a-portfolio-of-open-science-journals-20220414",title:"Step in the Right Direction: IntechOpen Launches a Portfolio of Open Science Journals"},{slug:"let-s-meet-at-london-book-fair-5-7-april-2022-olympia-london-20220321",title:"Let’s meet at London Book Fair, 5-7 April 2022, Olympia London"},{slug:"50-books-published-as-part-of-intechopen-and-knowledge-unlatched-ku-collaboration-20220316",title:"50 Books published as part of IntechOpen and Knowledge Unlatched (KU) Collaboration"},{slug:"intechopen-joins-the-united-nations-sustainable-development-goals-publishers-compact-20221702",title:"IntechOpen joins the United Nations Sustainable Development Goals Publishers Compact"},{slug:"intechopen-signs-exclusive-representation-agreement-with-lsr-libros-servicios-y-representaciones-s-a-de-c-v-20211123",title:"IntechOpen Signs Exclusive Representation Agreement with LSR Libros Servicios y Representaciones S.A. de C.V"},{slug:"intechopen-expands-partnership-with-research4life-20211110",title:"IntechOpen Expands Partnership with Research4Life"}]},book:{item:{type:"book",id:"5860",leadTitle:null,fullTitle:"Current Perspective to Predict Actual Evapotranspiration",title:"Current Perspective to Predict Actual Evapotranspiration",subtitle:null,reviewType:"peer-reviewed",abstract:"Evapotranspiration is the largest outgoing water flux from the Earth's surface; its accurate quantification is critical for the crop development in conditions of the climate changes from recent decades, and it can contribute to a greater understanding of a range of agricultural ecosystem processes. To evaluate the hydric requirements of the crops, it was agreed that they should be reported to a maximum global evapotranspiration called potential evapotranspiration. To estimate this variable, a variety of methods were developed, each with its benefits as well as trade-offs. Their use, however, is laborious due to their complexity and of the large number of parameters required. In this book, specialists' concerns worldwide to develop simple but reliable methodologies - with less data requirement - which will give accurate and appropriate results - are presented. In addition, a study of the physics of the moisture evaporation process from porous media to elucidate what are the mechanisms of moisture migration from granular biopesticides is presented in the last chapter.",isbn:"978-953-51-3174-8",printIsbn:"978-953-51-3173-1",pdfIsbn:"978-953-51-4827-2",doi:"10.5772/65621",price:119,priceEur:129,priceUsd:155,slug:"current-perspective-to-predict-actual-evapotranspiration",numberOfPages:116,isOpenForSubmission:!1,isInWos:null,isInBkci:!1,hash:"cfbe21ff67263a8b0346e4e79fef9ebd",bookSignature:"Daniel Bucur",publishedDate:"May 24th 2017",coverURL:"https://cdn.intechopen.com/books/images_new/5860.jpg",numberOfDownloads:7192,numberOfWosCitations:4,numberOfCrossrefCitations:2,numberOfCrossrefCitationsByBook:0,numberOfDimensionsCitations:4,numberOfDimensionsCitationsByBook:0,hasAltmetrics:0,numberOfTotalCitations:10,isAvailableForWebshopOrdering:!0,dateEndFirstStepPublish:"October 12th 2016",dateEndSecondStepPublish:"November 2nd 2016",dateEndThirdStepPublish:"January 29th 2017",dateEndFourthStepPublish:"April 29th 2017",dateEndFifthStepPublish:"June 28th 2017",currentStepOfPublishingProcess:5,indexedIn:"1,2,3,4,5,6",editedByType:"Edited by",kuFlag:!1,featuredMarkup:null,editors:[{id:"50794",title:"Prof.",name:"Daniel",middleName:"G",surname:"Bucur",slug:"daniel-bucur",fullName:"Daniel Bucur",profilePictureURL:"https://mts.intechopen.com/storage/users/50794/images/system/50794.jfif",biography:"Daniel Bucur is currently a professor of Land Improvement at the Pedotechnics Department, University of Applied Life Sciences and Environment in Iasi, Romania.\r\nHe completed his doctorate at the Technical University of Iasi in 1998.\r\nHis major research areas include water excess removal, irrigation, soil erosion control, climate changes, and sustainable land management. In recent years, he has been in charge of many national and international research projects, including Soil Erosion and Conservation Measures, Effect of Sewage Sludge Application on Quality Indices of Soil Vulnerable to Degradation, Sustainable Development of Soil Resources from the Areas with Drainage Works, and Impact of the Hydro-climatic and Pedo-geomorphological Risks on the Environment in Small Catchment.\r\nHe has published more than 150 papers in reviewed journals, 5 book chapters, and 9 books apart from more than 30 unreviewed papers and reports.",institutionString:"University of Applied Life Sciences and Environment in Iasi",position:null,outsideEditionCount:0,totalCites:0,totalAuthoredChapters:"5",totalChapterViews:"0",totalEditedBooks:"3",institution:{name:"University of Agricultural Sciences and Veterinary Medicine of Cluj-Napoca",institutionURL:null,country:{name:"Romania"}}}],equalEditorOne:null,equalEditorTwo:null,equalEditorThree:null,coeditorOne:null,coeditorTwo:null,coeditorThree:null,coeditorFour:null,coeditorFive:null,topics:[{id:"833",title:"Climatology",slug:"earth-science-climatology"}],chapters:[{id:"54992",title:"Comparison of Evapotranspiration Methods Under Limited Data",doi:"10.5772/intechopen.68495",slug:"comparison-of-evapotranspiration-methods-under-limited-data",totalDownloads:1809,totalCrossrefCites:1,totalDimensionsCites:2,hasAltmetrics:0,abstract:"A limited number of parameters or a single meteorological parameter was used in this study to estimate evapotranspiration. The main objectives of this study are as follows. (1) The Penman-Monteith method was used to estimate ET. The empirical formula published by the Food and Agriculture Organization (FAO) was applied via substitution to compare situations that were missing certain meteorological parameters. (2) Radiation-based methods and temperature-based methods were compared with the Penman-Monteith method to estimate ET and discuss their applicability in the study area. With Tainan Weather Station of Taiwan as the study area, this study selected the Penman-Monteith method as well as six other radiation-based estimation formulas: Makkink, Turc, Jensen-Haise, Priestley-Taylor, Doorenbos-Pruit, and Abtew methods. The other four temperature-based estimation formulas, namely, Thornthwaite, Blaney-Criddle, Hamon, and Linacre methods, were used to estimate ET and compare the differences and the results were compared with the Penman-Monteith method. The results showed that there was little effect on estimating ET using the Penman-Monteith method when the wind speed data was missing or insufficient. The Turc method was the best among the six radiation-based estimation formulas, while the Linacre method was the best temperature-based estimation formula. Generally speaking, radiation-based estimation formulas were more accurate than temperature-based estimation formulas.",signatures:"Hsin-Fu Yeh",downloadPdfUrl:"/chapter/pdf-download/54992",previewPdfUrl:"/chapter/pdf-preview/54992",authors:[{id:"180104",title:"Dr.",name:"Hsin-Fu",surname:"Yeh",slug:"hsin-fu-yeh",fullName:"Hsin-Fu Yeh"}],corrections:null},{id:"55220",title:"Assessment and Prediction of Evapotranspiration Based on Scintillometry and Meteorological Datasets",doi:"10.5772/intechopen.68538",slug:"assessment-and-prediction-of-evapotranspiration-based-on-scintillometry-and-meteorological-datasets",totalDownloads:1387,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"Two methods are used for estimating the evapotranspiration (ET) rate: scintillometry and meteorological measurements using the FAO-PM56 model with the reference evapotranspiration for the crop (ETO) and the specific coefficient (Kc) for corn at its stage development. Measurements were done on a field with homogeneous corn crop at the stage of 3 months before the final harvest (65 % of maximum plant growth). The two methods are compared with environmental parameters to determine the most influential on the final result of ET.",signatures:"Antonin Poisson, Angel Fernandez, Dario G. Gomez, Régis Barillé\nand Benoit Chorro",downloadPdfUrl:"/chapter/pdf-download/55220",previewPdfUrl:"/chapter/pdf-preview/55220",authors:[{id:"198019",title:"Prof.",name:"Regis",surname:"Barille",slug:"regis-barille",fullName:"Regis Barille"},{id:"199215",title:"Dr.",name:"Antonin",surname:"Poisson",slug:"antonin-poisson",fullName:"Antonin Poisson"},{id:"199216",title:"Dr.",name:"Angel",surname:"Fernandez",slug:"angel-fernandez",fullName:"Angel Fernandez"},{id:"199217",title:"Mr.",name:"Benoit",surname:"Chorro",slug:"benoit-chorro",fullName:"Benoit Chorro"},{id:"205039",title:"Dr.",name:"Dario",surname:"Gomez",slug:"dario-gomez",fullName:"Dario Gomez"}],corrections:null},{id:"54972",title:"Sensitivity of Evapotranspiration Models to Onsite and Offsite Meteorological Data for a Ponderosa Pine Forest",doi:"10.5772/intechopen.68435",slug:"sensitivity-of-evapotranspiration-models-to-onsite-and-offsite-meteorological-data-for-a-ponderosa-p",totalDownloads:1092,totalCrossrefCites:0,totalDimensionsCites:1,hasAltmetrics:0,abstract:"Evapotranspiration (ET) is a major component of the water budget in most forests, in many cases exceeding 70% of annual precipitation. Due to limitations in time and resources, input data necessary to model ET are not always available for a study site, but offsite data from meteorological networks may be a suitable substitute. In this study, we evaluated three models for estimating ET, Priestly-Taylor (P-T), Shuttleworth-Wallace (S-W), and Penman-Monteith with dynamic stomatal resistance (P-M-d), in a ponderosa pine (Pinus ponderosa) forest in northern Arizona where eddy covariance data exist for comparison. We tested the sensitivity of the models to the use of offsite meteorological data from a weather station and offsite soil moisture data from two snow monitoring sites in the SNOTEL network. Onsite data are required for accurate ET estimation with the P-M-d model because of its complexity. Acceptable accuracy in ET estimation required onsite net radiation data for the P-T model and onsite vapor pressure deficit data for the S-W model; other input data can be obtained from nearby offsite weather stations. Errors in ET estimation produced by the use of offsite soil moisture data varied between two nearby SNOTEL sites. Recommendations about the use of offsite data are presented.",signatures:"Wonsook Ha, Abraham E. Springer, Frances C. O'Donnell and\nThomas E. Kolb",downloadPdfUrl:"/chapter/pdf-download/54972",previewPdfUrl:"/chapter/pdf-preview/54972",authors:[{id:"198958",title:"Dr.",name:"Wonsook",surname:"Ha",slug:"wonsook-ha",fullName:"Wonsook Ha"},{id:"205040",title:"Prof.",name:"Abraham",surname:"Springer",slug:"abraham-springer",fullName:"Abraham Springer"},{id:"205044",title:"Dr.",name:"Frances",surname:"O'Donnell",slug:"frances-o'donnell",fullName:"Frances O'Donnell"},{id:"205045",title:"Prof.",name:"Thomas",surname:"Kolb",slug:"thomas-kolb",fullName:"Thomas Kolb"}],corrections:null},{id:"55248",title:"Evapotranspiration in Northern Agro-Ecosystems: Numerical Simulation and Experimental Comparison",doi:"10.5772/intechopen.68347",slug:"evapotranspiration-in-northern-agro-ecosystems-numerical-simulation-and-experimental-comparison",totalDownloads:1494,totalCrossrefCites:1,totalDimensionsCites:1,hasAltmetrics:0,abstract:"Evapotranspiration and near-surface soil moisture dynamics are key-entangled variables regulating flux at the surface-atmosphere interface. Both are central in improving mass and energy balances in agro ecosystems. However, under the extreme conditions of high-latitude soils and weather pattern variability, the implementation of such coupled liquid and vapor phase numerical simulation remain to be tested. We consider the nonisothermal solution of the vapor flux equation that accounts for the thermally driven water vapor transport and phase changes. Fully coupled flux model outputs are compared and contrasted against field measurements of soil temperature, heat flux, water content, and evaporation in a subarctic agroecosystem in Alaska. Two well-defined hydro-meteorological situations were selected: dry and wet periods. Numerical simulation was forced by time series of incoming global solar radiation and atmospheric surface layer thermodynamic parameters: surface wind speed, ambient temperature, relative humidity, precipitation, and soil temperature and soil moisture. In this simulation, soil parameters changing in depth and time are considered as dynamically adjusted boundary conditions for solving the set of coupled differential equations. Results from this evaluation give good correlation of modeled and observed data in net radiation (Rnet) (R2 of 0.92, root mean square error (RMSE) of 45 W m−2), latent heat (0.70, RMSE of 53 W m−2), and sensible heat (R2 = 0.63, RMSE = 32 W m−2) during the dry period. On the other hand, a poor agreement was obtained in the radiative fluxes and turbulent fluxes during the wet period due to the lack of representation in the radiation field and differences in soil dynamics across the landscape.",signatures:"Watcharee Ruairuen, Gilberto J. Fochesatto, Marco Bittelli, Elena B.\nSparrow, Mingchu Zhang and William Schnabel",downloadPdfUrl:"/chapter/pdf-download/55248",previewPdfUrl:"/chapter/pdf-preview/55248",authors:[{id:"200621",title:"Prof.",name:"Gilberto",surname:"Fochesatto",slug:"gilberto-fochesatto",fullName:"Gilberto Fochesatto"},{id:"200648",title:"Dr.",name:"Watcharee",surname:"Ruairuen",slug:"watcharee-ruairuen",fullName:"Watcharee Ruairuen"}],corrections:null},{id:"55086",title:"Moisture Evaporation from Granular Biopesticides Containing Quiescent Entomopathogenic Nematodes",doi:"10.5772/intechopen.68519",slug:"moisture-evaporation-from-granular-biopesticides-containing-quiescent-entomopathogenic-nematodes",totalDownloads:1412,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"The moisture evaporation process from granular biopesticides (GBs) containing entomopathogenic nematodes (EPNs) has influence in the shelf-life of these biological products, but the approach to design GBs with desired transport properties lacks of theoretical support to get closer in a better way to formulations design of long-term storage. In this chapter we review the state of art in theoretical studies about the physics of the moisture evaporation to elucidate what are the mechanisms of drying of GBs. We found that several external and internal factors influence the transport process of moisture exchange among others phenomenon that happened in a porous media such as GBs; consequently, complex and highly dynamic interactions between medium properties, transport processes, and boundary conditions result in a wide range of evaporation behaviors. The theory of drying process in two stages for porous materials with high moisture content seems to be a good starting point to explore further the drying of GBs at different scales and mechanistic and correlative models of evaporation are available to analyze the desiccation in different stages of the elaboration process, which is also of interest in the subject area of science and technology of the formulation of EPNs.",signatures:"Carlos Inocencio Cortés-Martínez, Jaime Ruiz-Vega and Gabino\nAlberto Martínez-Gutiérrez",downloadPdfUrl:"/chapter/pdf-download/55086",previewPdfUrl:"/chapter/pdf-preview/55086",authors:[{id:"198823",title:"D.Sc.",name:"Carlos",surname:"Cortés-Martínez",slug:"carlos-cortes-martinez",fullName:"Carlos Cortés-Martínez"},{id:"200181",title:"Dr.",name:"Jaime",surname:"Ruiz-Vega",slug:"jaime-ruiz-vega",fullName:"Jaime Ruiz-Vega"},{id:"200182",title:"Dr.",name:"Gabino",surname:"Martínez-Gutiérrez",slug:"gabino-martinez-gutierrez",fullName:"Gabino Martínez-Gutiérrez"}],corrections:null}],productType:{id:"1",title:"Edited Volume",chapterContentType:"chapter",authoredCaption:"Edited by"},subseries:null,tags:null},relatedBooks:[{type:"book",id:"5209",title:"River Basin Management",subtitle:null,isOpenForSubmission:!1,hash:"09b5a27ccab9d67afa66f2f0a14fb1a4",slug:"river-basin-management",bookSignature:"Daniel Bucur",coverURL:"https://cdn.intechopen.com/books/images_new/5209.jpg",editedByType:"Edited by",editors:[{id:"50794",title:"Prof.",name:"Daniel",surname:"Bucur",slug:"daniel-bucur",fullName:"Daniel Bucur"}],equalEditorOne:null,equalEditorTwo:null,equalEditorThree:null,productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"6973",title:"Advanced Evapotranspiration Methods and Applications",subtitle:null,isOpenForSubmission:!1,hash:"7c54751778dc2ff4a19cd84f1bf0c706",slug:"advanced-evapotranspiration-methods-and-applications",bookSignature:"Daniel Bucur",coverURL:"https://cdn.intechopen.com/books/images_new/6973.jpg",editedByType:"Edited by",editors:[{id:"50794",title:"Prof.",name:"Daniel",surname:"Bucur",slug:"daniel-bucur",fullName:"Daniel Bucur"}],equalEditorOne:null,equalEditorTwo:null,equalEditorThree:null,productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"5301",title:"Tropical Forests",subtitle:"The Challenges of Maintaining Ecosystem Services while Managing the Landscape",isOpenForSubmission:!1,hash:"818e94b80f9ae07a70326fa70c7df615",slug:"tropical-forests-the-challenges-of-maintaining-ecosystem-services-while-managing-the-landscape",bookSignature:"Juan A. 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Ziboon and Jawad K. Ali",dateSubmitted:"June 5th 2018",dateReviewed:"September 6th 2018",datePrePublished:"December 31st 2018",datePublished:"April 3rd 2019",book:{id:"7293",title:"Fractal Analysis",subtitle:null,fullTitle:"Fractal Analysis",slug:"fractal-analysis",publishedDate:"April 3rd 2019",bookSignature:"Sid-Ali Ouadfeul",coverURL:"https://cdn.intechopen.com/books/images_new/7293.jpg",licenceType:"CC BY 3.0",editedByType:"Edited by",editors:[{id:"103826",title:"Dr.",name:"Sid-Ali",middleName:null,surname:"Ouadfeul",slug:"sid-ali-ouadfeul",fullName:"Sid-Ali Ouadfeul"}],productType:{id:"1",title:"Edited Volume",chapterContentType:"chapter",authoredCaption:"Edited by"}},authors:[{id:"261659",title:"Prof.",name:"Jawad",middleName:null,surname:"Ali",fullName:"Jawad Ali",slug:"jawad-ali",email:"jawadkali@theiet.org",position:null,institution:{name:"Institution of Engineering and Technology",institutionURL:null,country:{name:"United Kingdom"}}},{id:"262048",title:"Dr.",name:"Hadi",middleName:null,surname:"Ziboon",fullName:"Hadi Ziboon",slug:"hadi-ziboon",email:"haditarishziboon@yahoo.co.uk",position:null,institution:null}]}},chapter:{id:"64430",slug:"fractal-geometry-an-attractive-choice-for-miniaturized-planar-microwave-filter-design",signatures:"Hadi T. Ziboon and Jawad K. Ali",dateSubmitted:"June 5th 2018",dateReviewed:"September 6th 2018",datePrePublished:"December 31st 2018",datePublished:"April 3rd 2019",book:{id:"7293",title:"Fractal Analysis",subtitle:null,fullTitle:"Fractal Analysis",slug:"fractal-analysis",publishedDate:"April 3rd 2019",bookSignature:"Sid-Ali Ouadfeul",coverURL:"https://cdn.intechopen.com/books/images_new/7293.jpg",licenceType:"CC BY 3.0",editedByType:"Edited by",editors:[{id:"103826",title:"Dr.",name:"Sid-Ali",middleName:null,surname:"Ouadfeul",slug:"sid-ali-ouadfeul",fullName:"Sid-Ali Ouadfeul"}],productType:{id:"1",title:"Edited Volume",chapterContentType:"chapter",authoredCaption:"Edited by"}},authors:[{id:"261659",title:"Prof.",name:"Jawad",middleName:null,surname:"Ali",fullName:"Jawad Ali",slug:"jawad-ali",email:"jawadkali@theiet.org",position:null,institution:{name:"Institution of Engineering and Technology",institutionURL:null,country:{name:"United Kingdom"}}},{id:"262048",title:"Dr.",name:"Hadi",middleName:null,surname:"Ziboon",fullName:"Hadi Ziboon",slug:"hadi-ziboon",email:"haditarishziboon@yahoo.co.uk",position:null,institution:null}]},book:{id:"7293",title:"Fractal Analysis",subtitle:null,fullTitle:"Fractal Analysis",slug:"fractal-analysis",publishedDate:"April 3rd 2019",bookSignature:"Sid-Ali Ouadfeul",coverURL:"https://cdn.intechopen.com/books/images_new/7293.jpg",licenceType:"CC BY 3.0",editedByType:"Edited by",editors:[{id:"103826",title:"Dr.",name:"Sid-Ali",middleName:null,surname:"Ouadfeul",slug:"sid-ali-ouadfeul",fullName:"Sid-Ali Ouadfeul"}],productType:{id:"1",title:"Edited Volume",chapterContentType:"chapter",authoredCaption:"Edited by"}}},ofsBook:{item:{type:"book",id:"11680",leadTitle:null,title:"Immune Checkpoint Inhibitors - New Insights and Recent Progress",subtitle:null,reviewType:"peer-reviewed",abstract:"\r\n\tImmune checkpoint inhibitors (ICI) such as anti-PD-1 and anti-PD-L1 are major FDA-approved monoclonal antibodies that are utilized for many hard-to-treat cancers. Though these drugs have shown progression-free survival in many cancer types, the patient response to ICI is still low i.e. <40% indicating that several immune checkpoint molecules within the tumor microenvironment are playing a role in the respective treatment dynamics. Of these, Natural killer (NK) cells immune checkpoint molecules are emerging as new targets of therapy. Several NK receptors and immune checkpoints have been documented to play a role in immune escape and tumor progression. Therefore, identification and targeting of NK immune checkpoint molecules to restore cell cytotoxicity and induction of robust anti-tumor response is an area of cutting-edge research globally. On the other hand, the identification of NK markers as potential predictive and prognostic biomarkers can serve as an important tool for the stratification of patients on immunotherapy. Therefore, knowledge on NK cell-based immune checkpoints can pave the way for personalized cancer therapeutics.
",isbn:"978-1-80356-591-0",printIsbn:"978-1-80356-590-3",pdfIsbn:"978-1-80356-592-7",doi:null,price:0,priceEur:0,priceUsd:0,slug:null,numberOfPages:0,isOpenForSubmission:!1,isSalesforceBook:!1,isNomenclature:!1,hash:"65dc94eb0a8dd733522f67d95b2c2d48",bookSignature:"Dr. Afsheen Raza",publishedDate:null,coverURL:"https://cdn.intechopen.com/books/images_new/11680.jpg",keywords:"Inhibitory Receptors, NK Cells, Activating Receptors, Tumor Immune Escape, Cancer Immunotherapy, Mechanisms of Targeting, Checkpoint Cells Targeting, Clinical Trials, Biomarkers, Immune Checkpoint Cells, Immune Checkpoint Inhibitors, Future Perspectives",numberOfDownloads:null,numberOfWosCitations:0,numberOfCrossrefCitations:null,numberOfDimensionsCitations:null,numberOfTotalCitations:null,isAvailableForWebshopOrdering:!0,dateEndFirstStepPublish:"March 16th 2022",dateEndSecondStepPublish:"May 25th 2022",dateEndThirdStepPublish:"July 24th 2022",dateEndFourthStepPublish:"October 12th 2022",dateEndFifthStepPublish:"December 11th 2022",dateConfirmationOfParticipation:null,remainingDaysToSecondStep:"3 months",secondStepPassed:!0,areRegistrationsClosed:!0,currentStepOfPublishingProcess:4,editedByType:null,kuFlag:!1,biosketch:"Dr. Raza has been trained in Cancer Biology and Therapeutics at Harvard Medical School, USA, and in Molecular Biology at Aga Khan University. She has more than 10 years of research experience and 30+ peer-reviewed publications in high-impact journals. She serves as Academic Editor for the PLOS ONE Journal and has acted as a reviewer for several journals including the Journal of Translational Medicine, the Journal of Cancer Management and Research, and the Journal of Cancer Drug Resistance.",coeditorOneBiosketch:null,coeditorTwoBiosketch:null,coeditorThreeBiosketch:null,coeditorFourBiosketch:null,coeditorFiveBiosketch:null,editors:[{id:"339296",title:"Dr.",name:"Afsheen",middleName:null,surname:"Raza",slug:"afsheen-raza",fullName:"Afsheen Raza",profilePictureURL:"https://mts.intechopen.com/storage/users/339296/images/system/339296.jpg",biography:"Dr. Afsheen Raza is a research scientist with extensive experience in cutting-edge molecular biology/immunology research and cancer clinical trials currently working at the Translational Cancer Research Institute of National Center of Cancer Care and Research (NCCCR) and Hamad Medical Corporation, Qatar. She is trained in Cancer Biology and Therapeutics at Harvard Medical School, USA, and in Molecular Biology at Aga Khan University. She has extensive experience in conducting large study grants and clinical trials. Her primary research focuses on studying tumor-host immune interactions to immunotherapeutic strategies and is also engaged in establishing immune-monitoring platforms/analytical tools to evaluate novel immune-modulators and cancer antigen-specific immune cells that will serve as a foundation for translational research. Apart from 10 years of research experience and 39+ peer-reviewed publications in high-impact journals, Dr. Raza has authored a book chapter and is a reviewer for several journals. She is Internationally recognized for her scientific contribution to cancer immunology and immunotherapy – Academic Editor for PLOS ONE journal, Guest Editor for prestigious journal of Frontiers in Immunology and Special Collection in Biomarker Insight for SAGE Publishing. 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From chapter submission and review, to approval and revision, copyediting and design, until final publication, I work closely with authors and editors to ensure a simple and easy publishing process. I maintain constant and effective communication with authors, editors and reviewers, which allows for a level of personal support that enables contributors to fully commit and concentrate on the chapters they are writing, editing, or reviewing. I assist authors in the preparation of their full chapter submissions and track important deadlines and ensure they are met. I help to coordinate internal processes such as linguistic review, and monitor the technical aspects of the process. As an ASM I am also involved in the acquisition of editors. 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It constitutes for approximately 25% of patients with NHL [1]. The incidence of NHL is 19.5 per 100,000 men and women per year. Approximately 2.1% of men and women will be diagnosed with NHL at some point based on 2012–2014 SEER database [2] (SEER data). The incidence of DLBCL is approximately 7 cases per 100,000 persons per year. Males have a higher incidence with (M/F) incidence ratio of 1.5–1.6. Incidence is higher among whites than blacks or Asians and increases steeply with age. The overall incidence of DLBCL has declined 0.5% per year during 1992–2001 [2]. This decline was observed predominantly in men aged 25–54, on contrary in the elderly, the incidence of DLBCL increased 1.4% per year during the same time-period.
DLBCL is a mature B cell neoplasm arising from germinal center and post germinal center B cells. Etiology of DLBCL is complex and multifactorial. DLBCL can arise de-novo or from transformation of indolent diseases like chronic lymphocytic lymphoma/small lymphocytic lymphoma (so-called Richter’s transformation), follicular lymphoma, and marginal zone lymphoma. Those that originate from previous hematological malignancies are generally more aggressive and carry a poor prognosis. Chemical substances such as pesticides, herbicides, alkylating agents, ionizing radiation have been implicated as risk factors. An association has been found between inherited immune deficiency disorders such as ataxia-telangiectasia, Wiskott-Aldrich syndrome, common variable immunodeficiency, severe combined immunodeficiency, X-linked lymphoproliferative disorder [3]. Patients with acquired immunodeficiency states such as AIDS, organ or stem cell transplantation, autoimmune or rheumatologic diseases also have a higher incidence of DLBCL [4].
DLBCL is composed of large B cells with a diffuse growth pattern arising from mature B cells at different stages of differentiation. Normal B cell development takes place in the bone marrow and results in the transformation of a B-progenitor cell into mature B cell. Mature B cells have undergone immunoglobulin VDJ gene rearrangement and express a complete IgM antibody molecule on the cell surface [4]. After release from the bone marrow, antigen naïve mature B cells are exposed to antigen in the interfollicular area of the secondary lymphoid tissues. Majority then migrate into the germinal center. Mature antigen exposed B cells proliferate in the center of a primary follicle to form the germinal center. The centroblasts mature into centrocytes as they transition into light zone of the germinal center. In the germinal center, B cell undergoes class-switch recombination and somatic hypermutation. Centroblasts are thought to give rise to germinal center B cell (GCB) DLBCL. After transition through the germinal center, B cells can become memory cells or plasmablasts which undergo further development to become plasma cells. Plasmablasts are thought to give rise to activated B cell like (ABC) DLBCL [4].
The cell of origin classification (COO) has been the most significant development in the understanding of DLBCL biology. The gold standard test to identify COO is Gene expression profiling (GEP). GEP divides DLBCL into germinal center B cell (GCB), activated B cell (ABC) or unclassifiable (Type 3) types. GCB DLBCL is derived from normal GC centroblasts. Various mechanisms have been elucidated that drives pathogenesis of these subclasses based on COO [5]. GCB like tumors contain the (14;18) translocation (IgH/BCL-2 fusion gene) typical of follicular lymphoma and amplifications of the locus on chromosome 2 which codes for the c-Rel oncogene. BCL2 is dysregulated by t (14;18), PTEN deletions and amplification of miR-17-92 leading to deregulation of PI3K/mTOR pathway which are activated further promoting cell survival, proliferation and growth. GCB is further characterized by gain or amplification of MDM2, a negative regulator of the tumor suppressor p53 as well as deletions of the known tumor suppressor genes TP73 and ING1 that lead to genomic stability. The GEP of ABC DLBCL suggests that it is derived from B cells that are in the process of differentiating into plasma cells. Most of the genes expressed by normal GCB cells are down regulated in ABC DLBCL. There is upregulation of many genes normally expressed by plasma cells including XBP-1, amplification of BCL2, CD79A/CD79B ITAM mutation/deletion leading to chronic active BCR signaling, CARD11/A20 mutation, MYD88 mutation, STAT3 activation which lead to NFkB activation, FOXP1 activation. ABC-like DLBCL is associated with loss of 6q21, trisomy 3, and gains of 3q and 18q21–22. This locus on 6q encodes suppressor gene PRDM1 (Blimp-1) which is a master regulator in the differentiation of mature B lymphocytes to plasma cells, loss of which may lead to inhibition of terminal differentiation. ABC DLBCL has high expression and constitutive activity of the nuclear factor kappa B (NF-ĸB) complex involved in the B cell receptor signaling pathway. This classification not only defined subgroups with distinct biology and pathogenesis but also identified groups of patients with different outcomes after treatment [4]. In a study done at British Columbia looking at outcomes in patients treated with R-CHOP, there were 56% patients with GCB subtype and 32% with ABC subtype. The ABC group experienced significantly inferior outcomes as compared to the GCB group [6]. A third type, type III DLBCL (Unclassifiable as per GEP profiling) is also identified in which tumor cells have gene expression profiles that do not resemble either germinal center or post germinal center B cells [4, 7].
DLBCL with MYC gene rearrangement in addition to BCL2 and/or BCL6 gene rearrangements by Fluorescent in Situ Hybridization (FISH) or standard cytogenetics are known as double-hit lymphomas. MYC is rearranged in 5–15% of DLBCL and is frequently associated with BCL2 or to a lesser extent, BCL6 translocation. They are more aggressive and have a much poorer prognosis. Double-hit lymphomas are now recognized as a distinct entity in the 2016 WHO classification [8]. MYC and BCL2 are the key regulators of cellular proliferation and apoptosis, respectively. Dysregulation of MYC and BCL2 can cause chromosomal translocation or gene amplification but it may also occur by transcriptional upregulation downstream of NFkB pathway signaling [9]. This leads to a highly aggressive clinical behavior with very high Ki67 and overlapping pathologic features with Burkitt’s lymphoma. These patients have an inferior prognosis compared to those with DLBCL without these mutations. FISH for MYC, BCL2 and BCL6 gene rearrangements should be tested for patients with expression of MYC and either BCL2 or BCL6 by IHC and a GCB like immunophenotype to identify these double- (or triple-hit) lymphomas [10]. They have very poor outcomes with standard R-CHOP-based chemotherapy [11]. While the cases identified by FISH positive results are called double- (or triple-hit) lymphomas, those patients with high expression of MYC and BCL2 protein by Immunohistochemistry (IHC) alone in the absence of gene rearrangements by FISH are labeled as double expressor and they seem to have an intermediate prognosis.
In a study on 193 patients who were double expressor the 3 year OS rate was 46 vs. 75% and the 3 year PFS rate was 46 vs. 65% [11].
Under light microscopy, the normal architecture of lymph nodes is completely effaced by the sheets of atypical lymphoid cells. The tumor cells resemble normal centroblasts or immunoblasts with nuclei size at least twice the size of a small lymphocyte. While the centroblasts are large, noncleaved cells, with round to oval nuclei with multiple nucleoli and thin rim of basophilic cytoplasm, the immunoblasts are larger cells with more prominent nucleoli and abundant cytoplasm. Other less common cytological variants include multilobated and anaplastic forms. However the clinical significance of less common forms is debatable. Due to inter- and intra-observer variability in the characterization of DLBCL based on the appearance of tumor cells, all the morphological subtypes are grouped as one category in the current WHO classification except for plasmablastic lymphoma. The plasmablastic lymphoma displays immunophenotype characteristics which allows its distinction from other morphological subtypes of DLBCL (Figures 1–3).
Lymph node sections showing GC type DLBCL (a) The H&E stained sections of lymph node showing diffuse infiltration of atypical lymphoid cells that are large in size with irregular nuclear contours, vesicular chromatin, and some with prominent nucleoli (X10 and X40 magnification). (b) On immunohistochemistry, CD20 highlights the infiltrating cells (X20 magnification) (c) cells are negative for MUM1 (major subset) (X20 magnification).
Lymph node sections showing ABC type DLBCL (a) The H&E stained sections showing diffuse infiltration of large atypical lymphoid cells with irregular nuclear contours and vesicular chromatin (X40 magnification). On immunohistochemistry cells are (b) CD20 positive (X20 magnification) (c) MUM1 positive (X20 magnification) (d) CD 79A positive (X20 magnification).
Lymph node sections showing very aggressive DLBCL on immunohistochemistry. (a) bcl-2 positive (X20 magnification) (b) bcl-6 positive (X20 magnification) (c) ki 67 proliferation index is approximately 70-80% positive (X20 magnification).
Histopathological and immunohistochemistry slides of diffuse large B cell Lymphoma showing characteristics of DLBCL of germinal center origin (GC) in Figure 1 and activated B cell origin (ABC) in Figure 2.
The revised WHO classification 2016 [8] classifies DLBCL NOS into GCB and ABC/non-GC subtypes based on cell of origin. The use of IHC algorithm is accepted [8]. We also now have a better understanding of MYC alterations in DLBCL. These are included in a new category of “High grade B cell lymphoma with MYC and BCL2 and/or BCL6 translocations”. Co-expression of MYC and BCL2 is considered a new prognostic marker (double-expressor lymphoma). High grade lymphoma, NOS replaces B cell lymphoma unclassifiable (BCLU) category. It includes blastoid appearing large B cell lymphomas and cases lacking MYC and BCL2 or BCL6 that would formerly have been called BCLU.
As the name suggests this variant is characterized by the predominance of infiltrating reactive T cells and macrophages (histiocytes). Presence of <10% cellularity, has been suggested to label this diagnosis. This pathological subtype does not appear to affect the outcome when adjusted for IPI. In a study of 40 patients comprising of predominantly middle-aged males, splenomegaly, bone marrow involvement, and hepatomegaly were present in 60, 43, and 40%, respectively [12]. The International Prognostic Index (IPI) (Table 3) was ≥2 in 77% of the patients. Tumor cells were uniformly positive for CD20 and negative for CD5, CD10, CD15, and CD138. Although these patients were relatively young, the use of combination chemotherapy, led to complete remission in only 40%, with an overall survival of 50% at 3 years. On multivariate analysis, only the IPI and deletions or point mutations in p53 were predictive of survival. In another study, the 5-year overall or event-free survival between this variant and DLBCL was not different among the IPI matched patients [13].
The tumor cells in plasmablastic lymphoma have large eccentrically placed nuclei, usually with single placed nucleoli and abundant basophilic cytoplasm. However these cells are distinct immunophenotypically. Instead of pan B cell markers which are present in typical DLBCL (CD 20, CD 79a), these tumors comprise of late B cell and express plasma cell markers like CD 138. MYC rearrangement is present in up to 50% of cases and 70% of these patients are Epstein-Barr virus (EBV) positive. Some tumors in this subtype are distinct genetically and clinically. For example oropharyngeal plasmablastic lymphomas occur most frequently in HIV-patients and are positive for EBV. Another rare variant of plasmablastic lymphoma is characterized by rearrangements of the ALK tyrosine kinase gene [7].
Primary large B cell lymphoma of the mediastinum is a distinct clinicopathological entity that arises from the thymic (medullary) B cell. It has clinical and pathologic features that differ from DLBCL.
This is variously known as intravascular lymphomatosis, angiotropic large cell lymphoma, and malignant angioendotheliomatosis. It usually presents with disseminated intravascular proliferation of large lymphoid cells involving small blood vessels without an obvious extravascular tumor mass or leukemia. It commonly affects central nervous system, kidneys, lungs, and skin, but virtually any site may be involved.
It manifests as red or bluish (violaceous) nodules or tumors on one or both legs, usually below the knee; 10–15% develop outside of the lower extremities. Contrary to other cutaneous B cell lymphomas, these tumors frequently disseminate to extracutaneous sites and pursue an aggressive course. MYD88 L265P mutations are seen in ~50% of cases.
Also known as pyothorax-associated DLBCL, it usually develops in patients with a long standing history of pyothorax; however it may also arise at other sites with chronic inflammation [14]. It is seen worldwide but is more common in Japan and China. Clinically, it is an aggressive tumor. These tumors are almost always EBV-positive and are believed to arise from EBV-infected post germinal center B cells. The pattern of EBV gene expression present in this type of lymphoma (LMPI and EBNA2 positivity) suggests the role of local immunosuppression within the sites of chronic inflammation.
This is also an EBV-positive large B cell lymphoma with a T cell-rich background which is clinically and pathologically distinct from DLBCL [15]. The usual manifestations are cough and fever (60%), rash/nodules (40%), malaise and weight loss (35%), neurological abnormalities and dyspnea (30%), or chest pain (15%) [16]. Extranodal involvement is common. The lungs are commonly affected. Other commonly involved sites include kidney, liver, brain, and skin. Lymph nodes and splenic involvement is rare. Histologically, the infiltrates are either angiocentric or angioinvasive. Often extensive necrosis is present with only a few atypical large B cells in a pleomorphic background of lymphocytes, plasma cells, and histiocytes. The large atypical B cells represent the neoplastic component and show evidence of EBV infection with in situ hybridization. Pulmonary nodules exhibit central necrosis and cavitation.
EBV-positive DLBCL, NOS is a variant of DLBCL that replaced the entity, EBV-positive DLBCL of the elderly and was added in the 2016 WHO classification. It may affect persons of all ages [17, 18, 19, 20, 21]. This is seen in patients without known immunodeficiency or prior lymphoma. It is seen most commonly in Asian countries where it accounts for 8–10% of DLBCL among patients without a known immunodeficiency. The majority of patients present with extranodal disease, with or without nodal involvement. While the initial reports were in adults >50 years old, this entity has been increasingly recognized in younger patients [17, 22].
It is considered a provisional entity in the 2016 revision of the WHO classification. This is characterized by the presence of isolated circumscribed ulcerative lesions, typically affecting elderly individuals [23, 24]. Its association with immunosuppression is not clear. Usually, the oropharynx is affected but lesions may also occur in the skin or in the gastrointestinal tract. Histologically, a polymorphous inflammatory infiltrate mixed with scattered EBV-infected B cells is seen in the lesions, which frequently include cells resembling Hodgkin/Reed-Sternberg cells both morphologically and immunophenotypically. This entity is distinguished from Hodgkin lymphoma by its extranodal presentation and has a benign disease course which is characterized by frequent spontaneous regressions and its excellent response to conservative treatment.
As noted above, the classification of DLBCL NOS, into GCB vs. ABC subtypes is important for the prognostication. The prognosis of GCB-type DLBCL is considered to be better than ABC-type DLBCL. In the rituximab era the 5-year survival of GC type DLBCL is 87–92% as compared to 44% in the ABC-type DLBCL [7, 25]. Moreover, response to novel therapies may be different for the two subtypes. The classification into GCB- vs. ABC-type is best conducted by genomic expression profiling [26]. The DNA microarray is an effective tool to characterize the molecular features of DLBCL and specific genes associated with response to therapy. Though microarray GEP are gold standard for profiling of DLBCL to determine COO, they are expensive and not readily available. Moreover, they have poor flexibility and reproducibility in evaluating low quality RNA samples from formalin-fixed paraffin-embedded (FFPE) tissues and for high quality data, they require RNA extraction from the frozen tissues [27]. Thus their implementation in the routine clinical practice is limited [28]. IHC-based methods are rapid, cost effective and thus are widely used in the clinical practices. Different algorithms have been developed to improve the accuracy. These algorithms use different combinations of antibodies to identify germinal center or activated B cell-related proteins [4, 7, 29]. The relatively simple and most well-known is the Hans algorithm which is based upon the application of 3 antibodies, CD10, BCL6, IRF4/MUM1 and has a reasonable correlation with the GEP [30]. Cases are considered positive if 30% or more of the tumor cells are stained with an antibody (CD10, BCL6, and MUM1). The overall concordance with gene expression array is 80%. The Choi algorithm added FOXP1 and GCET 1 to Hans algorithm and showed 93% concordance with GEP [25, 31]. A Tally classifier substituted BCL6 for the LMO2 antibody which predicted COO better than rest of the IHC algorithms [32]. However, it was not superior in predicting the outcome. In a study on 108 patients, it was shown that Hans and Choi algorithms predicted OS and PFS significantly better than the Tally method [33]. Other algorithms use combinations of other markers (Muris et al.: BCL2, CD10, MUM1 [34]), (Natkunam et al.: LMO2 [35]), (Nyman et al. 50: MUM1, CD10, GCET1, MUM1, FOXP1, LMO2 [36]) and have been described in detail in Figure 4.
Immunohistochemistry algorithms for the characterization of diffuse large B-cell lymphoma on the basis of cell of origin. (a) Hans algorithm; (b) Choi algorithm; (c) Nyman algorithm; (d) Visco-young algorithm; (e) Muris algorithm; and (f) Tally algorithm.
However, the utility of IHC methodology is also limited by its poor concordance to GEP, inferior accuracy and reproducibility and a lack of prognostic utility. IHC algorithms do not recognize the 10–15% of tumors and are not always reproducible [37]. Lymph2Cx is a 20-gene version of a Nanostring code set for a COO typing assay of DLBCL. This represents GEP like platform that can run on FFPE tissue. Twenty genes have been selected out of 93 candidate genes [38, 39] to identify COO using this platform. In NanoString technology, digitally colored code sets are attached to the sequence-specific probes to directly measure mRNA [28, 40]. This technique offers highly sensitive, quantitative and reproducible results on FFPE and frozen tissue samples. This requires a very small amount of RNA and covers a large number of genes enabling complex genetic analysis. Studies have demonstrated strong concordance between patient-matched frozen and FFPE materials. It showed 98% concordance for ABC/GCB and 95% in the unclassifiable cases when compared with GEP [38]. In a study on 82 patients, who were treated with R-CHOP the concordance rate between Lymph2Cx assay and Hans algorithm was 73.6%. The outcome of Lymph2Cx-defined ABC (77.1%) was significantly poor as compared to the GCB type (96.6%). On contrary, there was no difference in the outcome of two groups classified by the Hans algorithm [41].
Patients typically present with a rapidly enlarging single or multiple masses. In case of lymph nodes, enlargement usually involves cervical or the abdominal lymph nodes. The primary mediastinal DLBCL presents as a mediastinal mass. Patients with early stage (I/II) disease often presents with extranodal involvement. These comprise of about 40% of cases [42], while remainder 60% present with stages III/IV disease [43]. Extranodal disease is often seen in elderly patients with poor performance status and lower disease burden [42]. In a series published by Guillermo et al. extranodal gastrointestinal tract involvement was noted to be the most frequent in 12% of all cases, with majority of the lesions being in stomach; other regions included 4.5% soft tissue, 2.5% central nervous system (CNS), 2% each of liver and bone, 1% of skin, breast, kidney, testis/ovaries, and the remainder <1% each of thyroid, bone marrow, lung, prostate, uterus and pericardium [44]. Presenting symptoms may be related to the rapidly enlarging mass depending upon the site of the mass; B symptoms such as fever, night sweats, weight loss may be seen in about 30% of patients [43]. Some may present with hypercalcemia of unknown origin with imaging work up leading to diagnosis of lymphoma. Others may present with oncologic emergencies such as spinal cord compression, superior vena cava syndrome, acute airway obstruction, CNS mass lesions, renal failure due to hydronephrosis and liver failure.
Diagnosis of DLBCL needs an expert hematopathologist with expertise in hematologic malignancies. An incisional or excisional lymph node biopsy is recommended when possible, to establish the diagnosis. This allows evaluation of the lymph node architectural details. Core needle biopsy is not encouraged. FNA is not suitable for the initial diagnosis although it may be sufficient to establish the relapse.
It is essential for the differentiation of various subtypes of DLBCL. This is established either by flow cytometry or IHC. Flow cytometry can be employed in determining bone marrow involvement [45] when PET/CT is not readily available for staging and in determining CNS involvement by CSF flow cytometry [46]. Immunophenotype findings are usually combined with morphologic findings to arrive at a diagnosis. Tumor cells in DLBCL generally express pan B cell antigens (CD19, CD20, CD22, and CD79a) as well as CD45. The typical immunophenotype is CD20+, CD45+, and CD3−. The panel should include CD20, CD3, CD5, CD10, CD45, BCL2, BCL6, Ki-67, IRF4/MUM1, and MYC. 50–75% of tumors express surface and cytoplasmic monoclonal immunoglobulin (Ig). The proliferative fraction of cells is usually higher than 40% and may occasionally be >90%. CD5 positive tumors are associated with a more aggressive disease and a higher incidence of CNS involvement and a worse prognosis. CD10+ and BCL6+ indicates GCB lymphoma while MUM1+ indicates ABC lymphoma. The three most common translocations noted in DLBCL include MYC, BCL2 and BCL6. MYC is an oncogene involved in pathogenesis of aggressive lymphomas based on partner gene translocation. MYC protein is a transcription regulator for cellular proliferation acting on metabolic and angiogenic mechanism. Genetic translocation involving MYC are considered primary events in 5–15% of DLBCL [47] and in around 20% on first relapse [48]. In DLBCL frequently the partner gene is BCL-2 or to a lesser extent BCL-6 or both, in the so-called double-hit or triple-hit lymphomas. Overexpression of MYC protein can be tested with IHC which can occur independent of translocation in 30% of cases; however for confirmation of specific translocation FISH studies are required [49]. Both, overexpression and translocation confer adverse outcome as documented in different studies [50]. More information on this translocation and their effect on outcome is detailed in Sections 2.3 and 6.2.
Initial work up includes thorough physical examination with special attention to node bearing areas and evaluation of performance status (PS) and constitutional symptoms. Appropriate site for excisional/incisional biopsy should be earmarked as stated above. Laboratory assessments include complete blood count (CBC) with differential, complete metabolic profile (CMP), lactate dehydrogenase (LDH) and Beta-2 microglobulin. Additional tests including uric acid and phosphorus, in patients with high tumor burden. Hepatitis B virus (HBV) testing is also warranted as there is an increased risk of HBV reactivation in patients who may require Rituximab. Positron emission tomography (PET)/computed tomography (CT) scan is recommended for initial staging as upstaging can result in altered therapy. Also baseline PET/CT is necessary to confirm the response on the post treatment PET scans. A systematic review and meta-analysis by Adams et al. showed that sensitivity and specificity of PET/CT for detection of bone marrow involvement ranged from 70.8 to 95.8% and from 99.0 to 100%, respectively [51]. There were 3.1% patients who were PET negative but had bone marrow involvement on bone marrow biopsy. On contrary 12.5% patients with negative bone marrow biopsies had marrow involvement on PET scan and PET/CT [51]. Bone marrow biopsy is not needed if the PET/CT is negative unless finding another concomitant lymphoma is important in treatment decision. Another study showed that the incidence of bone marrow involvement was 3.6% in 192 patients with stage I and II DLBCL [52]. Echocardiogram or multigated acquisition (MUGA) scan if required if anthracycline-based regimen is being considered. In selected cases discussion of fertility issues and sperm banking should be considered. Consider lumbar puncture if there is suspicion of CNS disease or if patient is at high risk of CNS involvement such in patients with testicular lymphoma, aggressive histology, human immunodeficiency virus (HIV) lymphoma, double-expressor lymphoma and in patients with 4–6 factors on the prognostic score which is discussed in the section on CNS prophylaxis. The role of various imaging modalities has been reviewed in detail elsewhere [53].
Ann Arbor staging system was originally introduced for Hodgkin’s lymphoma and was later adopted for NHL. Lister et al. classified patients with NHL into stages I (localized) to IV (extensive) disease [54]. Patients are classified into A or B depending on the absence or presence of B symptoms, respectively. B symptoms mainly include fevers, drenching night sweats or weight loss of 10% or more within 6 months of diagnosis. DLBCL is a non-contiguous disease while Hodgkin’s lymphoma involves contiguous sites hence the Ann Arbor staging has limited utility in DLBCL. In 2014, the Lugano classification was proposed (Table 1) [55]. According to this classification, patients with stage I or II disease can be grouped and considered as having limited disease while patients with Ann Arbor stage III or IV disease can be grouped as advanced stage disease. The suffix A and B is only reserved for Hodgkin’s lymphoma. The X for bulky disease is now replaced with the recording of the largest nodal diameter by CT scan. Limited evidence suggests that 6–10 cm should be considered as bulky disease in the rituximab era for DLBCL. National comprehensive cancer network (NCCN) considers more than or equal to 7.5 cm as bulky disease. A single nodal mass of 10 cm or greater than third of the transthoracic diameter is the definition of bulky disease only for Hodgkin’s lymphoma.
Stage | Involvement | Extranodal (E) status |
---|---|---|
I | Single lymph node or a group of adjacent nodes | One extranodal lesion without nodal involvement |
II | Two or more lymph nodal groups on the same side of the diaphragm | Stage I or II by nodal involvement with limited contiguous extranodal extension |
II bulky1 | II as above with “bulky” disease | Not applicable |
III | Lymph nodes on both sides of the diaphragm or lymph nodes above the diaphragm with splenic involvement | Not applicable |
IV | Wide spread extralymphatic involvement | Not applicable |
Revised staging system for primary nodal lymphomas.
The decision to treat stage II bulky disease as limited or advanced disease is determined by the histology and IPI.
Staging has limited prognostic value due to the heterogeneity of the disease. To fully incorporate prognostic information several models have been developed to predict survival. The staging should generally be used with these prognostic models for accurate information.
In oncology, the focus of imaging modalities is drifting from morphological to functional imaging and combined PET/CT is making its foray in each step of DLBCL management. Bone marrow evaluation is a part of staging that upstages DLBCL to stage IV if positive. Focal positivity on PET/CT scan can obviate the need for bone marrow biopsy in staging these patients. In a study where it was compared to standard bone marrow biopsy, PET/CT showed higher sensitivity, accuracy and negative predictive value (94, 98 and 98%, respectively, for PET/CT vs. 24, 80 and 81% for bone marrow examination) [56]. Similarly PET/CT has established its role in response assessment (see Section 7.6). Interim PET/CT can be used as a predictive marker for prognosis with PET response in the interim denoting better outcomes. In a study [57] negative PET/CT after 2 cycles when compared to those who had positive scans, showed significantly higher CR (97.3 vs. 33.3%), 3-year PFS (75.8 vs. 38.2%) and 3-year OS rates (93.5 vs. 55.6%). This advantage was also seen in those patients whose PET/CT was negative after 4 cycles and showed higher CR (96.9 vs. 16.2%), 3-year PFS (75.3 vs. 24.7%) and 3-year OS rate (91.6 vs. 49.4%).
Includes wide range of pathologies that cause lymphadenopathy such as infectious mononucleosis, Carcinoma, anaplastic large cell lymphoma, gray zone lymphoma, Burkitt’s lymphoma, rarely pathologies that cause small blue round cells such as Ewing’s sarcoma may be in the differential diagnosis.
Several distinct subtypes of large B cell lymphoma need to be distinguished from DLBCL, NOS (see sec 2.6 above) [8].
Primary mediastinal (thymic) B cell lymphoma
Gray zone lymphoma.
T cell/histiocytes rich large B cell lymphoma.
DLBCL associated with chronic inflammation.
Primary cutaneous lymphomas, leg type.
ALK positive large B cell lymphoma.
EBV-positive DLBCL NOS.
Primary cutaneous B cell lymphomas.
Primary DLBCL of the CNS.
Lymphomatoid granulomatosis.
Intravascular large B cell lymphoma.
Staging in DLBCL has a limited value. The original IPI was developed to identify variables that could predict OS and PFS (Table 2). The factors included were age >60 years, elevated serum lactate dehydrogenase (LDH), Eastern Cooperative group (ECOG) performance status ≥2, clinical stage III or IV, more than 1 involved extranodal disease sites. One point was given for each of the characteristics ranging from zero to five. Five-year survival rates worsened as the scores increased. Five-year overall survival rates for patients with scores of zero to one, two, three, four to five were 73, 51, 43, 26%, respectively [58] (project TIN-HsLPF). This was before the rituximab era. The utility of IPI was reassessed in a retrospective analysis of patients with DLBCL treated with R-CHOP in the province of British Columbia to assess the value of IPI [5]. They redistributed the IPI into revised IPI which identified 3 distinct prognostic groups of very good (score-0), good (scores 1, 2) and poor (scores 3, 4, 5) with a 4 year OS of 94, 79 and 55%, respectively. The NCCN incorporated detailed information about the variables in the original IPI and the location of extranodal disease is used rather than the number of extranodal disease as the lymphomatous involvement in major organs (bone marrow, CNS, liver/GI tract or lung) appeared to be a stronger predictor for a worse prognosis. It stratifies patients into four risk groups low—0–1 points, low-intermediate risk—2–3 points, high-intermediate risk—4–5 points and high risk—≥6 points with OS of 94, 72, 54, 35%, respectively. Both the R-IPI and the NCCN-IPI predict clinical outcome with accuracy and the use of R-IPI or the NCCN-IPI routinely to better understand the prognosis of these patients is recommended [59].
Original IPI (1 point to each) | Age adjusted IPI (1 point to each) | NCCN IPI |
---|---|---|
Stage III or IV disease | Stage III or IV disease | Stage III or IV disease—1 point |
Elevated serum LDH | Elevated serum LDH | 1LDH ratio > 1–3—1 point LDH ratio > 3—2 points |
PS of 2, 3, or 4 | PS of 2, 3, or 4 | PS of 2 or more—2 points |
Age greater than 60 years | Age 41–60 years—1 point 61–75 years—2 points >75 years—3 points | |
More than 1 extranodal site | Extranodal sites involving bone marrow, CNS, liver/GI tract or lung—1 point | |
Low risk—0–1 | Low risk—0 | Low risk—0–1 |
Low-intermediate risk—2 | Low-intermediate risk—1 | Low-intermediate risk—2–3 |
High-intermediate risk—3 | High-intermediate risk—2 | High-intermediate risk—4–5 |
High risk—4 or 5 | High risk—3 | High risk—6 or above |
Original and modified International Prognostic Index.
Ratio of patient’s LDH level to the labs upper limit of normal.
Several strategies with intense regimens have been tried to mitigate this risk. Table 3 illustrates the studies of these regimens. Additional randomized control trials are needed to evaluate the efficacy of intense regimens. Based on these small data sets, R-CHOP is associated with inferior outcome. Current literature indicates better outcomes when treated with DA-EPOCH-R in this group of patients [60]. The regimen is a dose adjusted regimen combining etoposide, prednisone, vincristine, cyclophosphamide and doxorubicin in an infusional manner targeting prolonged drug exposure to reduce resistance and dynamic dose adjustments allowing for highest acceptable doses.
Study | Number of patients | Treatment | PFS | OS |
---|---|---|---|---|
Petrich et al. [44] Induction therapy with HDSCT | 311 | R-CHOP (32%) Hyper CVAD/MA (2%) R-EPOCH (21%) R-CODOX-M/IVAC (14%) | 10.9 months PFS (R-CHOP): 7.8 months vs. 26.6 months (intensive regimen p = 0.001) | 21.9 months (p = 0.14) |
Oki et al. [43] | 129 | R-CHOP R-Hyper CVAD/MA R-EPOCH | 25% 32% 67% | OS with R-EPOCH vs. R-CHOP (p = 0.057) |
Dunleavy et al. [45] | 52 | DA-REPOCH | 79% (14 months follow up) | 77% |
Howlett et al. [46] | 394 | R-CHOP R-EPOCH R-Hyper-CVAD/MC R-CODOX-M/R-IVAC | 12.1 months 18.9 months 18.9 month | | |
Intense regimen studies for MYC rearranged with/without BCL2 rearrangement.
Treatment for DLBCL includes chemo-immunotherapy with an anthracycline backbone. Options differ for patients with limited vs. advanced disease.
Limited stage DLBCL which is usually Ann Arbor stage I or II ( usually non-bulky stage II which may be included in one irradiation field) accounts for 30-40% of patients with DLBCL. Combined modality therapy is considered the standard of care for these patients. This was initially established by a large randomized SWOG 8736 trial which was conducted in the pre-rituximab era. The trial compared 3 cycles of CHOP plus RT (radiotherapy) vs. 8 cycles of CHOP alone in localized stage IE, non-bulky stage IIE aggressive lymphoma. The PFS for patients receiving CHOP plus RT and for patients receiving CHOP alone were 77 and 64%, p = 0.03, respectively. The 5 year OS for patients receiving CHOP plus RT vs. CHOP alone were 82 and 72%, p = 0.02, respectively [61]. However, further follow up showed that the advantage negated. Patients with RT had more late relapses while patients with CHOP alone had increased toxicity. Addition of rituximab to combination chemo showed improved responses in patients with early stage disease. In a multicenter randomized clinical trial, MInT, which comprised of atleast 2/3rd early stage patients, 3-year event-free survival (EFS) in R-Chemo arm (79% [95% CI 75–83]) was higher as compared to chemo alone arm (59% [54–64]) and 3-year overall survival (OS) in R-chemo arm was also higher than the chemo alone arm (93 vs. 84%) [62]. The SWOG S0014 study [63] was a phase II study where patients with limited stage disease and at least 1 adverse feature, based on stage modified-IPI were given rituximab with 3 cycles of CHOP followed by involved field radiation therapy (IFRT). The study showed 2-year PFS of 93% and 4 years PFS of 88%. OS was 95% at 2 years and 93% at 4 years. These results were better than SWOG 8736 trial where CHOP+ RT without rituximab was given. R-CHOP × 3 followed by RT remains the standard of care for patients with limited stage non-bulky disease while R-CHOP × 6 cycles with or without RT remains the standard for patients with limited stage bulky disease (NCCN guidelines).
60–70% of patients present with advanced disease. R-CHOP every 21 days is the standard of care for this group of patients. About 60% of patients are cured with this approach. The beginnings of modern chemotherapy dates back to the use of nitrogen mustard with remarkable tumor response in a patient at Yale in 1942. The initial use of Adriamycin containing drug combinations (CHOP) was reported in 1979 by Miller et al. in 45 patients with localized NHL [61]. In Phase III trials, a complete remission (CR) rate was 53% and the survival rate was 30% after 12 years of follow up [64]. Several intense regimens such as m-BACOD; proMACe-CytaBOM and MACOP-B were investigated to improve on the results of CHOP. SWOG and ECOG did a prospective randomized phase III trial to compare these with CHOP and found no difference between these regimens but higher toxicity with the intense regimens [65]. It remained the standard of care for two decades until the introduction of first monoclonal antibody Rituximab which improved the OS by 10–15%. In the landmark GELA trial, 399 DLBCL patients 60–80 years old were randomly assigned to receive either 8 cycles of CHOP every 3 weeks vs. 8 cycles of CHOP plus rituximab every 3 weeks. There was an improvement in all endpoints including complete response rate, event-free and overall survival without significant increase in toxicity. R-CHOP became the standard of care [66]. (Table 4). Recent follow up of the study reported 10 year OS of 43.5%. The Mabthera International trial (MlnT) studied R-CHOP for 6 cycles vs. CHOP for 6 cycles in young patients 18–60 years who had IPI score of 0 or 1, advanced disease or stage I bulky disease. The EFS was 79 vs. 58% and OS of 93 vs. 84% which established 6 cycles of R-CHOP as the standard of care in advanced stage disease. Eight cycles of R-CHOP 21 has not been compared with 6 cycles of R-CHOP 21, 6 cycles is recommended in most patients (NCCN guidelines).
History |
|
Physical examination |
|
Diagnosis |
|
| |
Bulky disease |
|
Splenic involvement- |
|
Hepatic involvement |
|
Bone marrow involvement |
|
| |
|
Summary of updated recommendations for the initial evaluation, staging, response assessment and follow up evaluation of patients with DLBCL as suggested in Lugano classification.
An attempt to intensify R-CHOP-21 by giving it every 14 days in a dose dense manner has been tried in several trials. The first trial by Cunningham et al. assigned 1080 patients to R-CHOP 21 × 8 or R-CHOP 14 × 6 along with two more infusions of rituximab along with G-CSF support. There was no significant improvement in OS and PFS [67]. Another study, LNH03-6B also showed no difference in EFS in elderly patients treated with R-CHOP-14. R-CHOP-21 has thus remained the standard of care.
Maintenance Rituximab has shown some benefit in some subtypes of lymphoma. This was tested in ECOG intergroup 4494 study comparing CHOP vs. R-CHOP in elderly patients. Patient who had a CR had a second randomization to maintenance rituximab every 6 months for 2 years vs. no maintenance. There was no difference in OS or PFS. The maintenance was only useful in patients who did not receive it during induction. Based on these results, there is no role for maintenance Rituximab in DLBCL therapy [68].
High-dose therapy with autologous stem cell rescue (HDT/ASCR) has shown significant improvement in OS and PFS in pre-rituximab era [69, 70]. However in the era of chemo-immunotherapy with addition of rituximab to chemotherapy, the indication for HDT/ASCR has significantly become limited with many studies showing no statistical significant advantage of proceeding to transplant in first remission except may be in patients with high risk score [71, 72].
Conventionally, very elderly patients are not considered candidates for aggressive therapy for various reasons. This population is not represented well in the clinical trials that form the basis for standard treatment. To address this issue GELA study group undertook a phase II study where 149 patients age 80 years and above were administered reduced dose CHOP with conventional dose rituximab (so-called R-mini-CHOP). The extended follow up from this study revealed 4-year OS and PFS rates of 49 and 41% with neutropenia being most frequent high grade toxicity [73]. Comprehensive geriatric assessment may help in identifying patients suitable for chemotherapy [74].
Supportive care is imperative to mitigate the toxic effects of the chemotherapy. Care must be taken during initial cycles of chemotherapy and patients should have prophylactic allopurinol to prevent tumor lysis syndrome with highly effective regimens used currently. Patients should be screened for and appropriately treated for underlying hepatitis B infection if rituximab use is contemplated [75].
Assessment of response to therapy is accomplished by PET scans. Interim PET scans after 2 cycles may have prognostic significance. In a study 2-year PFS and OS were shown to be significantly better for the patients with PET negative disease after 2 cycles of therapy than those with positive scans [69]. Interpretation of PET scans should be done according to 5-point scoring system—Deauville criteria [76]. As per Deauville criteria score of 1, 2 or 3 with or without residual mass is considered a complete response, while a score of 4 or 5 with reduced uptake from baseline, represents responding disease when PET-CT is performed in the interim or residual disease if the PET-CT is performed at the end of the treatment. A score of 4 or 5 with no significant change in FDG uptake from baseline at interim or end of treatment is regarded as no response or stable disease. New lesions or a score of 4 and 5 with increase in intensity of uptake from baseline at interim or end of treatment, signify disease progression [77]. There is not enough evidence that this can be used to change the therapy when performed in the interim. Re-biopsy should be performed if contemplating change of therapy due to positive scans, since false positive scans may be encountered [78]. Additional imaging with MRI or biopsy is also recommended when bone marrow only findings are evident on PET-CT.
Routine imaging in patients after complete remission (CR) without any symptoms can safely be deterred, in a study by Guppy et al. only 6% relapses were noted in asymptomatic patients as against 86% in those who had symptoms [79]. However, imaging can also pick up changes early on when disease recurs. Although imaging can diagnose recurrence earlier, it has not been shown to alter the outcomes. The current work up and follow up recommendations for DLBCL are summarized in Table 4.
The rate of secondary CNS involvement is 3–5% but it is much higher with certain risk factors. Risk factors for CNS involvement include [80] elevated LDH, >1 extranodal site, involvement of testis, renal, breast, epidural space or adrenal gland, high CNS-IPI or MYC + BCL2/BCL6 gene rearrangement. Patients with 3 or more of these risk factors have a risk of CNS recurrence of as high as 25%. Prognosis is very poor with CNS recurrence and death is inevitable with median overall survival of 2–5 months. Hence patients at high risk of CNS recurrence should be considered for intrathecal chemotherapy with methotrexate or ara-C or high-dose IV methotrexate with leucovorin rescue. The intrathecal chemotherapy can be incorporated once in each cycle; alternatively, IV high-dose methotrexate can be given on Day 15 of 21-day R-CHOP. CNS prophylaxis has been reviewed elsewhere in detail [81].
Patients with relapsed/refractory disease have traditionally been treated with HDT/ASCR as per PARMA trial in the pre-rituximab era [82]. However, many chemotherapy regimen combinations with rituximab have since been shown to be active. For instance, R-ICE (rituximab, ifosfamide, carboplatin and etoposide) when given in out-patient setting has shown ORR of 71% with an estimated 1-year EFS rate and OS rate of 60 and 72%, respectively [83]. More recently lenalidomide monotherapy in a phase II trial in patients not eligible for transplant, showed improvement in RR, PFS and OS in non-GCB subtype DLBCL [84]. Brentuximab vedotin, a CD30-directed antibody-drug conjugate has shown ORR of 44% (CR17%) in a planned subset analysis in a phase II study [85]. Bruton’s tyrosine kinase (BTK) inhibitor ibrutinib is proposed to be active in DLBCL and is being tried in combination with R-ICE in relapsed patients [86] (clinical trials.gov-NCT02955628).
Many novel targeted agents are under trial and have been reviewed elsewhere [5]. A brief description of novel immune and cellular therapies has been presented below and in Table 5. Some novel therapeutic strategies being tested in double-hit lymphoma include the BCL2 inhibitor, PI3K inhibitor and mTOR inhibitor. The INKa/ARF deletion cause genomic instability. Constitutive activation of NFkB is being targeted in several trials of proteasome inhibitors, immunomodulatory agents, and B cell receptor signaling pathway inhibitors.
Drug | MOA (target) | Eligibility (and design) | Phase | Subjects (N) | Results |
---|---|---|---|---|---|
Pixantrone [95] | Aza-anthracenedione | Ist line CHOP-R vs. CPOP-R | II | N = 124 | ORR 82% for the CPOP-R arm vs. 90% for the CHOP-R arm, and median PFS not reached in the CPOP-R arm and was 40 months in the CHOP-R arm; median OS not reached in either arm. OS inferior for CPOP-R (hazard ratio 2.37, p = 0.029), with more deaths occurring in the CPOP-R arm (30% vs. 14%) |
Liposomal vincristine [96] | Chemotherapy | Refractory/relapsed | II | N = 60 | ORR: 95%; (CR/CRu: 92%, PR: 3%) 5 years OS 87% and PFS 81% |
Obintuzumab Plus Lenalidomide plus CHOP [97] | Anti-CD 20 | Refractory/relapsed | I | N = 6 | CR 100%; neutropenia (grade 3: 50%, grade 4: 33%), thrombocytopenia (grade 3: 17%), and Rash (grade 2: 17%). |
Veltuzumab plus Milatuzumab [98] | Anti-CD20 plus anti-CD74 | Heavily pretreated NHL | II | N = 7 | PD in all DLBCL: 100% |
Blinatumomab [99] | Single chain bispecific T cell engaging antibody anti-CD19 and anti-CD3 mAb | Refractory/relapsed | II | N = 25 stepwise (9–28–112 μg/d with weekly dose increases; n = 23) or flat (112 μg/d; n = 2) | ORR 43%, CR 19%. Three patients had late CR in follow up without other treatment |
I-131 tositumomab [100] | Anti-CD20 radio-immunotherapy | Previously untreated DLBCL (with R-CHOP) | 15 | CR rate increased from 60% post-CHOP to 80% post TST/I-131 TST. At 120.0 months, median DOR was 58.4 months. PFS and time to treatment failure were 63.0 months. OS was not reached. Grade 3/4 hematologic adverse events were decreased absolute neutrophil count (47%), white blood cell count (40%), platelet count (27%), and hemoglobin (20%) | |
90Y-epratuzumab tetraxetan [101] | Radiolabeled humanized anti-CD22 mAb | Consolidation therapy after first line R-CHOP in DLBCL in untreated patients aged 60–80 years | II | 71 | 2 year event-free survival was 75%; grade 3–4 thrombocytopenia in 84% and neutropenia in 79% |
Brentuximab vedotin (SGN-35) [102] | Antitubulin monomethyl auristatin E (MMAE) anti-CD30 mAb conjugate | Refractory/relapsed | II | 49 DLBCL | ORR 49% for DLBCL, including 17% CR with a DOR of 16.6 months |
Lenalidomide [103] | Immunomodulator | Lenalidomide as maintenance therapy vs. placebo in elderly patients with DLBCL who achieved a complete response (CR) or partial response (PR) to R-CHOP induction | III | 650 | At 39 months median PFS was not reached for lenalidomide maintenance vs. 58.9 months for placebo. At 52 months OS was similar between the two arms. Most common grade 3 or 4 adverse events associated with lenalidomide vs. placebo maintenance were neutropenia (56 vs. 22%) and cutaneous reactions (5 vs. 1%), respectively |
Bortezomib [104] | Proteasome inhibitor | Previously untreated non-GCB DLBCL (R-CHOP vs. VR-CHOP) | II | 206 | PFS 25% with R-CHOP and 18% with VR-CHOP. 2-year PFS rates were 77.6% with R-CHOP and 82.0% with VR-CHOP; ORR with R-CHOP and VR-CHOP was 98% and 96%, respectively. 2-year OS was 88.4 and 93.0% |
Panobinostat [105] | Deacetylase inhibitor | Refractory/relapsed | II | 40 | 28% response. DOR 14.5 months. MEF2B positive were significantly associated with response |
Ipilimumab [106] | CTLA-4 inhibitor | Refractory/relapsed | I | 18 | 2 patients had clinical responses, 1 CR at 31+ months |
Nivolumab [93] | PD-1 inhibitor | Refractory/relapsed | I | 11 | ORRs 36% (CR, 18%; PR, 18%) |
Pembrolizumab [107] | PD-L1 inhibitor | PMBCL | Ib | 19 | ORR 41% (12% CR and 29% PR). 35% SD. DOR not reached |
Fostamatinib [108] | Spleen oral tyrosine kinase (Syk) inhibitor | Refractory/relapsed | II | 68 | The most common treatment-related adverse events of all patients were diarrhea (21% total, 6% grade 3/4), nausea (19% total, 3% grade 3/4), and, fatigue (18% total, 9% grade 3/4). The ORR rate was 3% across both arms and clinical benefit (≥stable disease) was achieved for 13% of all patients |
Enzastaurin [109] | Protein kinase beta inhibitor | For maintenance among high risk patients after CR to first line therapy | III | 758 | At 48 months, DFS hazard ratio for Enzastaurin vs. placebo was 70 vs. 71%, respectively |
Novel therapies undergoing clinical trials for the treatment of DLBCL.
Chimeric antigen receptor (CAR) confers antigen specificity to T cells for antigens expressed by lymphoma cells in a non-MHC restricted fashion. The typical CAR T cell in clinical practice has an antigen binding pocket or single chain variable fragment (scFv) derived from an immunoglobulin molecule and a spacer or a hinge region and a range of different co-stimulatory molecules (CD 28, OX 40, 4-1BB). CD19 is expressed during all stages of B cell differentiation and is absent in any other cell types. Kochenderfer et al. reported the initial results on 15 patients with advanced B cell malignancies of which 8 achieved complete remissions (CR), 4 achieved partial remissions (PR) [87]. Some of the patients had a durable response. This led to the single arm, phase II JULIET study of CTL09 in adult patients with relapsed or refractory DLBCL. The overall response rate (ORR) was 45 with 37% achieved a complete response, and 80% achieving a partial response (PR), respectively [88]. This overall response rate was impressive in this heavily pretreated population. 57% of all treated patients experienced cytokine release syndrome (CRS) and 26% experienced grade 3, 4 CRS. The CAR T cell therapy received FDA breakthrough designation for treatment for relapsed refractory lymphoma in the United States based on the interim results of the JULIET trial. United States FDA finally approved axicabtagene ciloleucel for DLBCL following 2 prior therapies based on phase II Zuma-1 study [89] that showed 82% ORR and 54% CR rate. Development of the CAR T cells takes time and that becomes a limitation of this therapy in patients with rapidly progressive disease. Also cytokine release syndrome (CRS) and neurotoxicity (grade 3 or more CRS in Zuma-1 in 13% and neurotoxicity in 28% patients) can be life threatening and requires considerable expertise and critical care support which may be a limitation to the wide use of CAR T cells in the community hospital setting [90]. The use of humanized anti IL-6 receptor antibody tocilizumab have been successfully used to manage these toxicities. Pretreating these patients with lymphotoxic agents such as cyclophosphamide or fludarabine is helpful for the survival of the infused T cells. Targeting of normal B cells results in B cell aplasia which may require intermittent infusion of immunoglobulin as prophylaxis from infectious complications. Upregulation of PD-1 expression has been shown among responders to CD19 CAR T cells. This may be vital in developing further strategies including combination therapies [91].
Checkpoint proteins such as PD-1 on T cells and PD-L1 on tumor cells help keep immune responses in check. The binding of PD-L1 to PD 1 keeps T cells from killing tumor cells in the body. Blocking the binding of PD-L1 to PD-1 with an immune checkpoint inhibitor allows T cell to kill tumor cells. PD L-1 expression has been variable in different subsets of lymphomas. PD-L1 expression in follicular lymphomas is seen but the role in DLBCL is not that clear [92]. Lesokhin et al. did a phase 1b study of Nivolumab every 2 weeks in patients with relapsed refractory B cell, T cell, Multiple myeloma patients. 11 patients had DLBCL. ORR were 36% in the DLBCL patients [93]. Genetic alterations in 9p24.1 are known to upregulate PD-L1 and PD-L2 expression. This is seen in Hodgkin’s lymphoma and also in patients with primary mediastinal B cell lymphoma. This was studied in a phase 1b trial of pembrolizumab in relapsed refractory primary mediastinal B cell lymphoma. ORR of 41% was seen among the 18 patients enrolled with 35% of patients had stable disease [94]. Patients with EBV-associated DLBCL and T cell rich B cell lymphomas express high levels of PD-L1 and warrant further studies with checkpoint inhibitors.
Members of the class
Membership of the mycolic acid-containing actinobacterial (MACA) group has expanded considerably over the past 20 years with revisions to the classification of existing species and the publication of copious new mycolate species and genera [2]. This substantial and metabolically diverse group therefore warrants further attention in the search for valuable biosurfactants. This chapter provides an overview of the current knowledge on biosurfactants produced by members of this group and describes approaches to the recovery, screening and biosurfactant-producing strains from the environment and their growth requirements. Methodologies applied to screen for biosurfactant production and for extraction, purification, and structural elucidation of biosurfactant compounds are also described. Current and potential future applications of biosurfactants derived from MACA are examined with particular focus on potential biomedical and environmental possibilities.
Microbial biosurfactants are amphipathic compounds, with both hydrophilic (polar) and hydrophobic (non-polar) moieties. The hydrophobic portion has saturated, unsaturated, or hydroxylated long-chain fatty acids and the hydrophilic portion can contain amino acids, carbohydrate, carboxyl acid, peptides, phosphate, or alcohol [3]. Biosurfactants may be categorised according to molecular weight (low or high), ionic charge (anionic, cationic, neutral, or non-ionic) or according to chemical composition and structure. The main classes of biosurfactants include fatty acids, glycolipids, lipopeptides, lipoproteins, neutral lipids, phospholipids, and polymeric biosurfactants. Their amphipathic nature enables biosurfactants to partition at water-air, oil-air, or oil-water interfaces thereby reducing surface and/or interfacial tension. They exhibit many other useful properties including de-/emulsification, dispersion, foaming, lubrication, softening, stabilisation, viscosity reduction and wetting [4].
Biosurfactants may be located intracellularly, on the cell surface (cell-bound) or excreted extracellularly (free) [5] and are produced during growth on both hydrophilic and hydrophobic substrates, to reduce surface or interfacial properties of the microbial cell or the surrounding environment. Biosynthesis of these compounds is required for gliding, motility, swarming, and biofilm formation. Biosurfactants also mediate between cells and hydrophobic compounds, enabling enhanced solubilisation and uptake across the cell membrane for utilisation as a substrate for growth and energy (Figure 1).
Emulsification of hydrocarbons by microbial biosurfactants to enhance bioavailability.
Many microbially derived biosurfactants are already used in diverse industries including agriculture, bioremediation, cosmetics, food, healthcare and medicine, and the petrochemical industry (Figure 2). In addition to being multifunctional, biosurfactants have several advantages over chemically synthesised surfactants. They are less/non-toxic and biodegradable, have higher surface activity and lower critical micelle concentrations (CMC), greater biocompatibility and selectivity, they function over wide pH, salinity, and temperature ranges, and can be produced using renewable and waste substrates [6]. These unique eco-friendly features make biosurfactants particularly attractive options as industries focus on longer-term sustainability and working towards a circular economy.
Various sectors of application for microbial biosurfactants.
The MACA form a phylogenetically coherent group that resides in the order
Mycolic acids, which are high molecular weight 3-hydroxy fatty acids with a long alkyl branch in the 2-position, represent the major lipid constituents of the cell envelope of these organisms. They show structural variations from relatively simple mixtures of saturated and unsaturated compounds in corynebacteria to highly complex mixtures in mycobacteria. Mycolic acids also vary in the number of carbons on the 2-alkyl-branch from C22–C38 in corynebacteria to C60–C90 in mycobacteria [9]. Mycolic acids play an essential role in the architecture and functions of the cell envelope, where attached to the cell wall arabinogalactan they help to form a barrier that contributes to impermeability and resilience and conveys hydrophobicity to the cell surface. Trehalose mycolates, also termed cord factors, play an important role in pathogenicity in mycobacterial species that cause infection [9]. The presence and carbon chain length of mycolic acids can be used as taxonomic markers for the identification and classification of actinobacteria to the order
Members of order
Genus | Micro-morphology | Acid-fastness | Aerial hyphae | Visible colonies (days) | Strictly aerobic |
---|---|---|---|---|---|
Pleomorphic rods, often club-shaped in palisade or angular arrangements | Some weakly acid-fast | Absent | 1–2 | No | |
Short rods and cocci | No | Absent | 1–3 | Yes | |
Rods, cocci and/or moderately branching hyphae | Partially acid-alcohol fast | Absent | 1–3 | Yes | |
Cocci occur singly, in pairs, tetrads or in groups | Slightly acid–alcohol-fast | Absent | 2 | Yes | |
Pleomorphic bacilli and cocci | Partially acid-fast | Absent | 5–7 | No | |
Short rods | Acid-alcohol fast | Absent | 1–3 | Yes | |
Rods, occasionally branched filaments that fragment to rods and cocci | Strongly acid-fast | Rare | 2–40 | Yes | |
Mycelia that fragment into rods and cocci | Partially acid-fast | Present | 1–5 | Yes | |
Rods to extensive substrate mycelia that fragment to irregular rods and cocci | Partially acid-fast | Absent | 1–3 | Yes | |
Rods | Acid-alcohol fast | Absent | 3–4 | Yes | |
Acute angled branched mycelia | No | Only visible under the microscope | 10–21 | No | |
Coccoid | ND | Absent | 7–14 | Yes | |
Irregular rods | ND | Absent | ND | Yes | |
Single rods or in pairs or masses, sometimes rudimentary filaments and coccobacillary forms | Partially alcohol-acid fast | Absent | 1–3 | Yes | |
Thin rods or cocci in pairs or clusters | ND | Present | 1–4 | Yes |
General phenotypic features of mycolate genera classified in the order
ND, not determined.
Adapted from [2].
The appearance of (a)
Chemotaxonomy is the study of the distribution of various cell wall components to classify and identify strains and is particularly useful to differentiate between the various mycolic acid-containing genera. Cell wall markers typically used to differentiate between MACA genera are summarised in Table 2. Some of the methods used to analyse these chemotaxonomic markers provide quantitative or semi-quantitative data, as in the case of fatty acids, whereas other techniques provide only qualitative data as in the case of muramic acid type and phospholipid pattern.
Genus | Mycolic acids (chain length) | Fatty acids* | Phospholipid type | Major menaquinone(s) | Muramic acid type | gDNA G + C (mol%) |
---|---|---|---|---|---|---|
22–38 | S,U | I | MK-8(H2) | Acetylated | 51–67 | |
34–38 | S,U,T | II | MK-8(H2) | Acetylated | 65.5–73 | |
46–66 | S,U,T | II | MK-9(H2) | Glycolated | 63–69 | |
30–38 | II | MK-8 | Acetylated | 49.3–61.8 | ||
α+-mycolate | S,U | I | MK-9 | Acetylated | 58.6 | |
44–52 | S,U, T | II | MK-8(H2) | Glycolated | 64.7 | |
60–90 | S,U,T | II | MK-9(H2) | Glycolated | 57–73 | |
48–60 | S,U,T | II | MK-8(H4, Ѡ-cycl) | Glycolated | 63–72 | |
30–54 | S,U,T | II | MK-8(H2) | Glycolated | 63–73 | |
α+-mycolate | T | 68–72 | ||||
58–64 | S,U,T | II | MK-8(H4, Ѡ-cycl) | Glycolated | 67.5 | |
43–49 | S,U | II | SQA-8(H4, Ѡ-cycl) SQB(H4, dicycl) | Glycolated | 63.7 | |
42–52 | S,U | II | MK-9(H2) | Glycolated | 67.5–71.6 | |
64–78 | S,U,T | II | MK-9 | Glycolated | 67–78 | |
50–56 | S,U,T | II | MK-9(H2) | Glycolated | 64–65 |
Chemotaxonomic features of mycolate genera classified in the order
S, straight-chain saturated fatty acids; U, straight-chain unsaturated fatty acids; T, tuberculostearic acid.
Adapted from [2].
Reliable identification of MACA strains to species level depends upon phylogenetic analysis of the gene encoding 16S rRNA and DNA:DNA homology determination provides definitive delineation of species with 70% homology and above signifying membership of same species [11]. Increasingly, whole-genome sequencing (WGS) is becoming a standard technique and comparative genomic analysis is providing useful insights to the relatedness and divergence of MACA species [11]. Protein sequences from
In addition to
Types and key structural features of various biosurfactants produced by MACA. (Adapted from [
MACA are widely distributed in the environment including natural habitats such as mangroves, soil, freshwater, and deep ocean sediments as well as man-made sites such as activated sludge foams, biofilters, industrial wastewater and indoor building materials. Although predominantly saprophytic, many species are opportunistic pathogens forming parasitic associations with plants and animals, including humans, notably immunocompromised individuals. Several members of the genus
MACA capable of producing various biosurfactants have been isolated from environments (Table 3) including oil-contaminated soils [24, 25], water from oil wells [26], wastewater from the rubber industry [21], activated sludge, and effluent and sediment from pesticide manufacturing facilities [23]. The ability of MACA to produce biosurfactants in these habitats appears to be driven by the environmental conditions to which they are exposed whereby the biosurfactants act as mediators for the biodegradation of hydrophobic carbon substrates. Genes involved in biosynthesis of rhamnolipids by
MACA species | Source of isolation | Biosurfactant type | References |
---|---|---|---|
Deep-sea hydrothermal field | Di-rhamnolipid (DRL) | [15] | |
Water and sediments collected from oil-polluted seasonal ponds | Methylated ester | [16] | |
Oil contaminated seawater | Rhamnolipid | [17] | |
Activated sludge foam | THL | [18] | |
HS-11 | Oil contaminated soil | Glycolipid | [19] |
Agricultural soil | Glycolipid | [20] | |
Water polluted by rejections of 2-mercaptobenzothiazole and its derivatives used in the rubber industry | Fatty acid methyl esters | [21] | |
Fell field soil | Rhamnose-containing glycolipid | [22] | |
Effluent-sediment collected from a pesticide manufacturing facility | THLs | [23] |
Various environmental sources of biosurfactant-producing MACA.
Isolation of biosurfactant producers largely relies on selective isolation strategies, utilising hydrophobic compounds as sole carbon sources for energy and growth. Typically, strains are isolated and cultivated using mineral salt medium containing essential trace elements supplemented with a hydrocarbon substrate such as crude oil, diesel, n-alkanes, n-hexadecane, paraffin, polyaromatic hydrocarbons (PAHs), or vegetable oils such as olive oil and rapeseed oil, as the sole carbon source. These may be incorporated into the liquid or solid medium, spread across the agar surface or soaked onto a filter in the lid of petri dishes. Besides the selectivity of the culture medium, pre-enrichment techniques utilising hydrophobic compounds as the sole carbon source, can be used [27]. The principle of enrichment is to provide growth conditions that are favourable for the organisms of interest but not for competing organisms. This selective advantage allows target populations to expand through a series of passages, maximising the chances of successful recovery at the isolation stage. Incorporating antibiotics into the isolation media may provide a useful additional selective pressure to eliminate or reduce unwanted fungi and bacteria.
The ability of an organism to grow on hydrophobic compounds is a good indicator of biosurfactant production but is not a guarantee. It is therefore important that isolates of interest are tested in pure culture for biosurfactant production using further screening assays. It is also possible that biosurfactant-producing organisms may be present in an environment but not enriched by in the conditions provided or indeed producers may be recovered from the environment but not synthesize biosurfactants under the culture conditions imposed. Mining genomes for cryptic biosurfactant biosynthesis pathways, and metagenomic screening of DNA from environmental samples promise an alternative approach to biosurfactant discovery that may circumvent some of the issues associated with culture-dependent strategies [28].
A variety of methods, both qualitative and quantitative, have been applied to screen microbial cultures and cell-free media for total (intracellular, surface-bound, and freely released) and freely released biosurfactants, respectively. As biosurfactants are structurally diverse, complex molecules, most of these methods are indirect, reliant on physico-chemical properties such as emulsification, surface activity or hydrophobicity. Commonly reported screening methods used to detect biosurfactant production amongst MACA strains are listed in Table 4. Besides the bacterial adhesion to hydrocarbons (BATH) assay [37] other tests based on cell surface hydrophobicity include salt aggregation [38] and hydrocarbon overlay [39] assays. The atomized oil assay [40] may be used to directly screen colonies growing on primary isolation plates and is therefore useful as an initial screen for novel-producing strains recovered from the environment. The microplate assay [41] which relies on the wetting properties of biosurfactants and the penetration assay [42], which relies on the reduction of interfacial tension are also considered useful for screening large numbers of strains. Recently, a rapid, high throughput assay that utilises Victoria pure blue BO dye, and is based on surface-active properties, has been developed for quantitative screening, but has not yet been applied to MACA [43].
Detection property | Screening method | MACA species | Reference |
---|---|---|---|
Surface activity | Oil spreading | [29] | |
[30] | |||
[31] | |||
Drop collapse/ modified drop collapse | [20] | ||
[29] | |||
Surface and interfacial tension measurement | [14, 26, 29] | ||
[20, 30, 32] | |||
[18] | |||
[31, 33] | |||
[17] | |||
Emulsification | Emulsification assay | [34] | |
Emulsification index | [14, 22, 35] | ||
[30, 32] | |||
[18] | |||
[31, 33] | |||
[17] | |||
Cell-surface hydrophobicity | Microbial adhesion to hydrocarbons (MATH)/BATH assay | [22] | |
[36] | |||
[33] | |||
[17] |
Examples of screening methods used to detect biosurfactant production by MACA.
These assays are simpler and more rapid than chemical analytical procedures, and most enable larger-scale screening for biosurfactant production. However, perhaps owing to the general and indirect nature of these assays and various limitations associated with some, test results between assays are not always congruent and no one assay is considered definitive for biosurfactant production. It is thus advisable to use several methods in combination, adopting simple methods to undertake preliminary screening of large strains collections prior to further investigation of those found to be most promising. The development of high-throughput screening, metabolic profiling technologies, and whole-genome analysis promise a more thorough investigation of potential biosurfactant producing strain in the future [28].
Crude biosurfactant extracts may be obtained from cell cultures (cell-associated and free surfactants) or cell-free broth (free surfactant only) by acidification and solidification followed by solvent extraction of the precipitate. In the case of MACA commonly used solvents include MTBE, dichloromethane, or varying ratios of chloroform–methanol or MTBE–chloroform [44]. Various analytical techniques are used in combination to detect, quantify, and characterise biosurfactants. Thin layer chromatography (TLC) is a straightforward method to separate biosurfactant fractions present in crude extracts. Samples are spotted at the base of a silica plate before development in a solvent system, then air-dried and sprayed with a particular reagent to detect certain chemical groups based on spot colour and/or
High-performance liquid chromatography-mass spectrometry (HPLC-MS) allows more precise and accurate characterisation and quantitation of biosurfactant compounds. Isocratic HPLC-UV has been reported for structural and yield determination of THLs produced by
A combination of Fourier transform infrared spectroscopy (FTIR), NMR, and liquid chromatography-mass spectrometry (LC-MS) enabled structural characterisation of a novel cyclic lipopeptide, Coryxin, produced by
Biosurfactants produced by rhodococci and related MACA have been investigated primarily for their potential application in oil remediation but are otherwise under-studied and under-exploited. However, research studies reveal various potential applications for these molecules, including in environmental and medical fields as summarised in Figure 5.
Promising medical and environmental applications for biosurfactants produced by MACA.
Biosurfactants produced by microorganisms are reported to have various potential biomedical and pharmaceutical applications which have been reviewed widely [1, 51, 52]. This stems from an array of biological properties including anti-adhesion and antibiofilm, anti-inflammatory, antimicrobial (anti-bacterial, anti-fungal and anti-viral), antioxidant, anti-tumour, and wound healing activities. Other potential applications include adjuvants for antigens in vaccines, pulmonary surfactants, drug delivery systems, enhanced vehicles for gene therapy and in dermatological care. Biosurfactants also have several applications in therapeutic dentistry [53]. Daptomycin, a cyclic lipopeptide produced by the actinobacterium
Strain (origin) | Biosurfactant | Biomedical properties | Reference |
---|---|---|---|
Purified Coryxin (lipopeptide) | Antibacterial activity, biofilm inhibition and disruption of pre-formed biofilms of Gram-positive | [48] | |
Aliphatic macrolide (Brasilinolide) | Moderately antifungal against | [56] | |
THL | Anti-tumour activity: cytotoxic effects on human tumour cell lines BV-173 and SKW-3, and to a lesser extent, HL-60. Mediated cell death by the induction of partial apoptotic DNA laddering | [57] | |
Complex of amino lipids; neutral lipids (mycolic and | Anti-adhesive activity against Gram-negative bacteria | [58] | |
Purified STL-1 | [59, 60] | ||
Complex of trehalose mono- and di-mycolates; neutral lipids (cetyl alcohol, palmitic acid, methyl ether of | Antibacterial activity against Gram-positive bacteria | [58] | |
Anti-adhesive activity against Gram-negative bacteria and fungus | |||
THL | Antibacterial activity against | [61] | |
Extracellular complex of glycolipids (crude extracts and purified fractions) | Antiviral activity against HSV-1 and human coronavirus HCoV-OC43. Antiproliferation activity against human prostatic carcinoma cell line PC3 | [62] | |
Crude trehalolipids | Anti-adhesive activity against exponentially growing Gram-positive bacteria | [63] | |
Mixture of TDM, diacyltrehalose and monoacyltrehalose isolated by column chromatography | [64] | ||
[65] | |||
Glycolipid | [66] | ||
Monoacyltrehalose fraction (MAT) | [67] | ||
Analogues of STL-3 | Inhibited growth and induced the differentiation of human HL-60 promyelocytic leukaemia cell line | [66] | |
Purified oligosaccharide lipids | Antimicrobial activity against Gram-positive bacterial strain of | [67] |
Biomedical research on biosurfactants produced by MACA.
The amphipathic nature of biosurfactants makes them suitable for anti-adhesion and anti-biofilm applications such as the development of anti-adhesive coatings for intra-urinary devices that are prone to the formation of intractable biofilms, to prevent or delay the onset of biofilm growth by pathogens such as
Glycolipid bearing mycolic acids, such as trehalose dimycolate (TDM) have attracted extensive investigation as they play a central role in pathogenesis during infection by intracellular pathogens such as
Although biologics including surfactants are generally regarded as less toxic than synthesized pharmaceuticals not much work has focussed on this with respect to MACA surfactants. However, a THL from
Biosurfactants have a range of promising, and increasingly important, applications in the environmental, industrial, and agricultural sectors (Table 6). These include bioremediation of both organic pollutants (especially hydrocarbons) and metals, microbial enhanced oil recovery (MEOR), cleaning and maintenance of tanks and pipelines in the petroleum industry, wastewater treatment, and agricultural applications such as promotion of plant growth/health and inhibition of phytopathogenic fungi [1, 78]. MACA-derived surfactants have been investigated in some of these contexts, although the focus is on well-known species such as
Application | Examples of MACAs | Reference/s |
---|---|---|
Bioremediation: enhanced hydrocarbon solubility and degradation | [15] [33] [34] [32] [17] [29] [23] | |
Bioremediation: soil washing | [30] [71] | |
MEOR | [72] [73] [74] [24] | |
Bio-demulsification: treatment of water-oil emulsions generated during processing of petroleum | [75] | |
Paraffin control in oil transport pipelines | [76] | |
Bioflocculation (e.g., for oil recovery from wastewater) | [77] |
Various potential environmental applications of biosurfactants produced by MACA.
Pollution of soils with organic and inorganic chemical compounds is a major environmental issue. Biosurfactants are used to improve the solubility of hydrocarbon organic compounds, either to make them available for subsequent biodegradation or to facilitate removal by soil washing. A remediation agent called JE1058BS containing biosurfactant from
The properties and actions of biosurfactants make them particularly relevant to the petroleum industry. MEOR is perhaps the most well-known application in this area. Biosurfactants, or biosurfactant-producing microorganisms, are used to extract some of the oil remaining in reservoirs after primary and secondary processing has been carried out. Mechanisms include reduction of capillary forces holding the oil in porous rock, stabilisation of desorbed oil in water and increased viscosity of oil for easier removal [83].
Biosurfactants may also be used to de-emulsify water–oil emulsions that form during oil production in the oilfields, as well as during transportation, and processing and offer a more ecologically friendly solution than chemically synthesized de-emulsifiers. A lipopeptide bio-demulsifier produced by
Biosurfactants have been shown to reduce phytotoxicity of heavy metals, and pre-treatment of seeds could allow plants to be grown successfully in contaminated soil, facilitating phytoremediation of the environment. Crude biosurfactant from
The use of biosurfactants in environmental and industrial applications is limited by the current high costs of production, and the large amounts of biosurfactant required. However, using waste and/or renewable substrates would be cheaper, and a highly purified product is not essential so costs of downstream processing can also be reduced. In addition, different approaches such as selective stimulation of biosurfactant producers
Currently, commercial production of biosurfactants is not economically competitive with chemical surfactant production as there are various challenges to overcome. Bioprocesses presently achieve low biosurfactant productivity and yield and substrates are expensive [6]. Foam formation can cause serious operational issues and downstream biosurfactant recovery can be technically involved and costly. Development work to optimise bioprocesses should focus on enhancing biosurfactant yield and potency. Approaches include the search and discovery of novel biosurfactant-producing organisms and strain improvement by various genetic engineering methods and/or stress-fermentation including co-cultivation [84]. Yield can also be enhanced through the optimisation of culture conditions and costs reduced through the introduction of renewable or waste products [6, 28, 77] as cheaper feed stocks. The effects of biosurfactants on human health and the environment also require further assessment to ensure safe production and use.
Biosurfactants offer an attractive proposition for biotechnological application across various sectors and are considered superior to synthetic surfactants. Diverse MACA produce biosurfactants with interesting properties that have been explored in the context of biomedicine and environmental remediation. However, many MACA have not yet been investigated for biosurfactant production and various potential applications are yet to receive significant research. Rapid, reliable methods for high throughput screening for biosurfactant production are essential as are robust standard methods for biosurfactant purification and characterisation. Efforts to evaluate and expand the knowledge of structural characteristics and gene regulation of biosurfactants are warranted to improve their effectiveness and productivity. Commercial-scale production will need to employ various existing and new strategies to become economic and sustainable. Cutting-edge technologies such high-throughput omics-based tools should accelerate the development of commercial production of biosurfactants. Furthering our understanding of biosurfactants produced by MACA will facilitate their commercial exploitation thereby contributing to a sustainable bio-based economy.
The authors declare that there is no conflict of interest.
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\\n\\nGiven that conference papers and presentations generally pass through some sort of peer or editorial review, we consider them to be published in the accepted scholarly sense, particularly if they are published as a part of conference proceedings.
\\n\\nAll submitted manuscripts originating from a previously published conference paper must contain at least 50% of new original content to be accepted for review and considered for publication.
\\n\\nAuthors are required to report any links their manuscript might have with their earlier conference papers and presentations in a note to the Academic Editor, as well as in the manuscript itself. Additionally, Authors should obtain any necessary permissions from the publisher of their conference paper if copyright transfer occurred during the publishing process. Failure to do so may prevent Us from publishing an otherwise worthy work.
\\n\\n2. NEWSPAPER & MAGAZINE ARTICLES
\\n\\nNewspaper and magazine articles usually do not pass through any extensive peer or editorial review and we do not consider them to be published in the scholarly sense. Articles appearing in newspapers and magazines rarely possess the depth and structure characteristic of scholarly articles.
\\n\\nSubmitted manuscripts stemming from a previous newspaper or magazine article will be accepted for review and considered for publication. However, Authors are strongly advised to report any such publication in an accompanying note to the External Editor.
\\n\\nAs with the conference papers and presentations, Authors should obtain any necessary permissions from the newspaper or magazine that published the work, and indicate that they have done so in a note to the External Editor.
\\n\\n3. GREY LITERATURE
\\n\\nWhite papers, working papers, technical reports and all other forms of papers which fall within the scope of the ‘Luxembourg definition’ of grey literature do not pass through any extensive peer or editorial review and we do not consider them to be published in the scholarly sense.
\\n\\nAlthough such papers are regularly made publicly available via personal websites and institutional repositories, their general purpose is to gather comments and feedback from Authors’ colleagues in order to further improve a manuscript intended for future publication.
\\n\\nWhen submitting their work, Authors are required to disclose the existence of any publicly available earlier drafts in a note to the Academic Editor. In cases where earlier drafts of the submitted version of the manuscript are publicly available, any overlap between the versions will generally not be considered an instance of self-plagiarism.
\\n\\n4. SOCIAL MEDIA, BLOG & MESSAGE BOARD POSTINGS
\\n\\nWe feel that social media, blogs and message boards are generally used with the same intention as grey literature, to formulate ideas for a manuscript and gather early feedback from like-minded researchers in order to improve a particular piece of work before submitting it for publication. Therefore, we do not consider such internet postings to be publication in the scholarly sense.
\\n\\nNevertheless, Authors are encouraged to disclose the existence of any internet postings in which they outline and describe their research or posted passages of their manuscripts in a note to the Academic Editor. Please note that we will not strictly enforce this request in the same way that we would instructions we consider to be part of our conditions of acceptance for publication. We understand that it may be difficult to keep track of all one’s internet postings in which the researcher´s current work might be mentioned.
\\n\\nIn cases where there is any overlap between the Author´s submitted manuscript and related internet postings, we will generally not consider it to be an instance of self-plagiarism. This also holds true for any co-Author as well.
\\n\\nFor more information on this policy please contact permissions@intechopen.com.
\\n\\nPolicy last updated: 2017-03-20
\\n"}]'},components:[{type:"htmlEditorComponent",content:'A significant number of working papers, early drafts, and similar work in progress are openly shared online between members of the scientific community. It has become common to announce one’s own research on a personal website or a blog to gather comments and suggestions from other researchers. Such works and online postings are, indeed, published in the sense that they are made publicly available. However, this does not mean that if submitted for publication by IntechOpen they are not original works. We differentiate between reviewed and non-reviewed works when determining whether a work is original and has been published in a scholarly sense or not.
\n\nThe significance of Peer Review cannot be overstated when it comes to defining, in our terms, what constitutes a published scientific work. Peer Review is widely considered to be the cornerstone of modern publishing processes and the key value-adding contribution to a scholarly manuscript that a publisher can make.
\n\nOther than the issue of originality, research misconduct is another major issue that all publishers have to address. IntechOpen’s Retraction & Correction Policy and various publication ethics guidelines identify both redundant publication and (self)plagiarism to fall within the definition of research misconduct, thus constituting grounds for rejection or the issue of a Retraction if the work has already been published.
\n\nIn order to facilitate the tracking of a manuscript’s publishing history and its development from its earliest draft to the manuscript submitted, we encourage Authors to disclose any instances of a manuscript’s prior publication, whether it be through a conference presentation, a newspaper article, a working paper publicly available in a repository or a blog post.
\n\nA note to the Academic Editor containing detailed information about a submitted manuscript’s previous public availability is the preferred means of reporting prior publication. This helps us determine if there are any earlier versions of a manuscript that should be disclosed to our readers or if any of those earlier versions should be cited and listed in a manuscript’s references.
\n\nSome basic information about the editorial treatment of different varieties of prior publication is laid out below:
\n\n1. CONFERENCE PAPERS & PRESENTATIONS
\n\nGiven that conference papers and presentations generally pass through some sort of peer or editorial review, we consider them to be published in the accepted scholarly sense, particularly if they are published as a part of conference proceedings.
\n\nAll submitted manuscripts originating from a previously published conference paper must contain at least 50% of new original content to be accepted for review and considered for publication.
\n\nAuthors are required to report any links their manuscript might have with their earlier conference papers and presentations in a note to the Academic Editor, as well as in the manuscript itself. Additionally, Authors should obtain any necessary permissions from the publisher of their conference paper if copyright transfer occurred during the publishing process. Failure to do so may prevent Us from publishing an otherwise worthy work.
\n\n2. NEWSPAPER & MAGAZINE ARTICLES
\n\nNewspaper and magazine articles usually do not pass through any extensive peer or editorial review and we do not consider them to be published in the scholarly sense. Articles appearing in newspapers and magazines rarely possess the depth and structure characteristic of scholarly articles.
\n\nSubmitted manuscripts stemming from a previous newspaper or magazine article will be accepted for review and considered for publication. However, Authors are strongly advised to report any such publication in an accompanying note to the External Editor.
\n\nAs with the conference papers and presentations, Authors should obtain any necessary permissions from the newspaper or magazine that published the work, and indicate that they have done so in a note to the External Editor.
\n\n3. GREY LITERATURE
\n\nWhite papers, working papers, technical reports and all other forms of papers which fall within the scope of the ‘Luxembourg definition’ of grey literature do not pass through any extensive peer or editorial review and we do not consider them to be published in the scholarly sense.
\n\nAlthough such papers are regularly made publicly available via personal websites and institutional repositories, their general purpose is to gather comments and feedback from Authors’ colleagues in order to further improve a manuscript intended for future publication.
\n\nWhen submitting their work, Authors are required to disclose the existence of any publicly available earlier drafts in a note to the Academic Editor. In cases where earlier drafts of the submitted version of the manuscript are publicly available, any overlap between the versions will generally not be considered an instance of self-plagiarism.
\n\n4. SOCIAL MEDIA, BLOG & MESSAGE BOARD POSTINGS
\n\nWe feel that social media, blogs and message boards are generally used with the same intention as grey literature, to formulate ideas for a manuscript and gather early feedback from like-minded researchers in order to improve a particular piece of work before submitting it for publication. Therefore, we do not consider such internet postings to be publication in the scholarly sense.
\n\nNevertheless, Authors are encouraged to disclose the existence of any internet postings in which they outline and describe their research or posted passages of their manuscripts in a note to the Academic Editor. Please note that we will not strictly enforce this request in the same way that we would instructions we consider to be part of our conditions of acceptance for publication. We understand that it may be difficult to keep track of all one’s internet postings in which the researcher´s current work might be mentioned.
\n\nIn cases where there is any overlap between the Author´s submitted manuscript and related internet postings, we will generally not consider it to be an instance of self-plagiarism. This also holds true for any co-Author as well.
\n\nFor more information on this policy please contact permissions@intechopen.com.
\n\nPolicy last updated: 2017-03-20
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On September, 29th 2006 he has won a post PhD fellowship from the university of Bologna (from October 2006 to October 2008), at the competitive examination he was ranked first in the industrial engineering area. He extensively served as referee for several international journals. He is author/coauthor of more than 100 research papers. He has been involved in some projects supported by MURST and European Community. 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Delac received his B.Sc.E.E. degree in 2003 and is currentlypursuing a Ph.D. degree at the University of Zagreb, Faculty of Electrical Engineering andComputing. His current research interests are digital image analysis, pattern recognition andbiometrics.",institutionString:null,institution:{name:"University of Zagreb",country:{name:"Croatia"}}},{id:"557",title:"Dr.",name:"Andon",middleName:"Venelinov",surname:"Topalov",slug:"andon-topalov",fullName:"Andon Topalov",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/557/images/1927_n.jpg",biography:"Dr. Andon V. Topalov received the MSc degree in Control Engineering from the Faculty of Information Systems, Technologies, and Automation at Moscow State University of Civil Engineering (MGGU) in 1979. He then received his PhD degree in Control Engineering from the Department of Automation and Remote Control at Moscow State Mining University (MGSU), Moscow, in 1984. From 1985 to 1986, he was a Research Fellow in the Research Institute for Electronic Equipment, ZZU AD, Plovdiv, Bulgaria. In 1986, he joined the Department of Control Systems, Technical University of Sofia at the Plovdiv campus, where he is presently a Full Professor. He has held long-term visiting Professor/Scholar positions at various institutions in South Korea, Turkey, Mexico, Greece, Belgium, UK, and Germany. And he has coauthored one book and authored or coauthored more than 80 research papers in conference proceedings and journals. 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After finishing his P. hD degree in 1992, he served in the Industry as a Scientific Officer and continued his academic career as a visiting scholar for a number of educational institutions. In 1996 he joined National University of Science & Technology Pakistan (NUST) as an Associate Professor; NUST is one of the top few universities in Pakistan. In 1999 he joined an International Company Lineo Inc, Canada as Manager Compiler Group, where he headed the group for developing Compiler Tool Chain and Porting of Operating Systems for the BLACKfin processor. The processor development was a joint venture by Intel and Analog Devices. In 2002 Lineo Inc., was taken over by another company, so he joined Aalborg University Denmark as an Assistant Professor.\nProfessor Akbar has truly a multi-disciplined career and he continued his legacy and making progress in many areas of his interests both in teaching and research. 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It is a statistical process that transforms the data containing correlated features into a set of uncorrelated features with the help of orthogonal transformations. Unsupervised machine learning is a concept of self-learning method that involves unlabelled data to identify hidden patterns. PCA converts the data features from a high dimensional space into a low dimensional space. PCA also acts as a feature extraction method since it transforms the ‘n’ number of features into ‘m’ number of principal components (PCs; m < n). Mobile Malware is increasing tremendously in the digital era due to the growth of android mobile users and android applications. Some of the mobile malware are viruses, Trojan horses, worms, adware, spyware, ransomware, riskware, banking malware, SMS malware, keylogger, and many more. To automate the process of detecting mobile malware without human intervention, machine learning methods are applied to discover the malware more precisely. 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As such, we expected salient properties of volatile jumps on the written products/contracts. We found that insurance claims for general insurance quoted products cease to be normal. There exist at times some jumps, especially during holidays and weekends. Such jumps are not healthy to the capital structures of firms, as such they need attention. However, it should be noted that gaps or jumps (unless of specific forms) cannot be hedged by employing internal dynamic adjustments. This means that, jump risk is non-diversifiable and such jumps should be given more attention.",book:{id:"10820",title:"Data Clustering",coverURL:"https://cdn.intechopen.com/books/images_new/10820.jpg"},signatures:"Leonard Mushunje, Chiedza Elvina Mashiri, Edina Chandiwana and Maxwell Mashasha"},{id:"81645",title:"Determining an Adequate Number of Principal Components",slug:"determining-an-adequate-number-of-principal-components",totalDownloads:11,totalDimensionsCites:0,doi:"10.5772/intechopen.104534",abstract:"The problem of choosing the number of PCs to retain is analyzed in the context of model selection, using so-called model selection criteria (MSCs). For a prespecified set of models, indexed by k=1,2,…,K, these model selection criteria (MSCs) take the form MSCk=nLLk+anmk, where, for model k,LLk is the maximum log likelihood, mk is the number of independent parameters, and the constant an is an=lnn for BIC and an=2 for AIC. The maximum log likelihood LLk is achieved by using the maximum likelihood estimates (MLEs) of the parameters. In Gaussian models, LLk involves the logarithm of the mean squared error (MSE). The main contribution of this chapter is to show how to best use BIC to choose the number of PCs, and to compare these results to ad hoc procedures that have been used. Findings include the following. These are stated as they apply to the eigenvalues of the correlation matrix, which are between 0 and p and have an average of 1. For considering an additional PCk + 1, with AIC, inclusion of the additional PCk + 1 is justified if the corresponding eigenvalue λk+1 is greater than exp−2/n. For BIC, the inclusion of an additional PCk + 1 is justified if λk+1>n1/n, which tends to 1 for large n. Therefore, this is in approximate agreement with the average eigenvalue rule for correlation matrices, stating that one should retain dimensions with eigenvalues larger than 1.",book:{id:"11201",title:"Advances in Principal Component Analysis",coverURL:"https://cdn.intechopen.com/books/images_new/11201.jpg"},signatures:"Stanley L. Sclove"},{id:"81542",title:"On the Use of Modified Winsorization with Graphical Diagnostic for Obtaining a Statistically Optimal Classification Accuracy in Predictive Discriminant Analysis",slug:"on-the-use-of-modified-winsorization-with-graphical-diagnostic-for-obtaining-a-statistically-optimal",totalDownloads:14,totalDimensionsCites:0,doi:"10.5772/intechopen.104539",abstract:"In predictive discriminant analysis (PDA), the classification accuracy is only statistically optimal if each group sample is normally distributed with different group means, and each predictor variance is similar between the groups. This can be achieved by accounting for homogeneity of variances between the groups using the modified winsorization with graphical diagnostic (MW-GD) method. The MW-GD method involves the identification and removal of legitimate contaminants in a training sample with the aim of obtaining a true optimal training sample that can be used to build a predictive discriminant function (PDF) that will yield a statistically optimal classification accuracy. However, the use of this method is yet to receive significant attention in PDA. An alternative statistical interpretation of the graphical diagnostic information associated with the method when confronted with the challenge of differentiating between a variable shape in the groups of the 2-D area plot remains a problem to be resolved. Therefore, this paper provides a more comprehensive analysis of the idea and concept of the MW-GD method, as well as proposed an alternative statistical interpretation of the informative graphical diagnostic associated with the method when confronted with the challenge of differentiating between a variable shape in the groups of the 2-D area plot.",book:{id:"11201",title:"Advances in Principal Component Analysis",coverURL:"https://cdn.intechopen.com/books/images_new/11201.jpg"},signatures:"Augustine Iduseri"},{id:"81471",title:"Semantic Map: Bringing Together Groups and Discourses",slug:"semantic-map-bringing-together-groups-and-discourses",totalDownloads:25,totalDimensionsCites:0,doi:"10.5772/intechopen.103818",abstract:"This chapter presents a multivariate analysis method which is developed in two steps using a combination of Hierarchical cluster analysis (HCA) and Factorial Correspondence Analysis (AFC). To explain and describe the steps of the method, we use an application example on a survey dataset from young students in Thessaloniki trying to investigate their behavioral profiles in terms of political characteristics and how these may be affected about their attendance to a civic education course offered by the Political Science department in the Aristotle University of Thessaloniki. The method is explained step by step on this example serving as a manual of its application to the researcher. HCA assigns subjects into cluster membership variables and in the next stage, these new variables are jointly analyzed with AFC. Correspondence analysis manages to extract the dimensions of the phenomenon in the study, explaining the inner antithesis between the categories but also giving the opportunity to visualize the information in a two-dimensional space, a semantic map, making interpretation more comprehensive. HCA is then applied again to the AFC’s coordinates of the categories constructing profiles of subjects, assigning them to the categories of the variables.",book:{id:"10820",title:"Data Clustering",coverURL:"https://cdn.intechopen.com/books/images_new/10820.jpg"},signatures:"Theodore Chadjipadelis and Georgia Panagiotidou"},{id:"81460",title:"Spatial Principal Component Analysis of Head-Related Transfer Functions and Its Domain Dependency",slug:"spatial-principal-component-analysis-of-head-related-transfer-functions-and-its-domain-dependency",totalDownloads:15,totalDimensionsCites:0,doi:"10.5772/intechopen.104449",abstract:"In this chapter, the Principal Component Analysis (PCA) was adopted to spatial variation of Head-Related Transfer Function (HRTF) or its corresponding inverse Fourier Transform, called Head-Related Impulse Response (HRIR), in order to compactly represent their spatial variation. This is called the Spatial PCA (SPCA). The SPCA was carried out for a database of HRTFs in all directions by selecting the domain as one of the HRIRs, the complex HRTFs, the frequency amplitudes of HRTFs, log-amplitudes of HRTFs, and complex logarithm of HRTFs. The minimum phase approximation was incorporated for the frequency amplitudes and log-amplitudes of HRTFs. Comparison of the accuracies in both time and frequency domains taking into account their influence on subjective evaluation showed that the log-amplitudes and complex logarithm of HRTFs are suitable for the SPCA of HRTFs.",book:{id:"11201",title:"Advances in Principal Component Analysis",coverURL:"https://cdn.intechopen.com/books/images_new/11201.jpg"},signatures:"Shouichi Takane"}],onlineFirstChaptersTotal:18},preDownload:{success:null,errors:{}},subscriptionForm:{success:null,errors:{}},aboutIntechopen:{},privacyPolicy:{},peerReviewing:{},howOpenAccessPublishingWithIntechopenWorks:{},sponsorshipBooks:{sponsorshipBooks:[],offset:8,limit:8,total:0},allSeries:{pteSeriesList:[{id:"14",title:"Artificial Intelligence",numberOfPublishedBooks:9,numberOfPublishedChapters:90,numberOfOpenTopics:6,numberOfUpcomingTopics:0,issn:"2633-1403",doi:"10.5772/intechopen.79920",isOpenForSubmission:!0},{id:"7",title:"Biomedical Engineering",numberOfPublishedBooks:12,numberOfPublishedChapters:107,numberOfOpenTopics:3,numberOfUpcomingTopics:0,issn:"2631-5343",doi:"10.5772/intechopen.71985",isOpenForSubmission:!0}],lsSeriesList:[{id:"11",title:"Biochemistry",numberOfPublishedBooks:33,numberOfPublishedChapters:330,numberOfOpenTopics:4,numberOfUpcomingTopics:0,issn:"2632-0983",doi:"10.5772/intechopen.72877",isOpenForSubmission:!0},{id:"25",title:"Environmental Sciences",numberOfPublishedBooks:1,numberOfPublishedChapters:19,numberOfOpenTopics:4,numberOfUpcomingTopics:0,issn:"2754-6713",doi:"10.5772/intechopen.100362",isOpenForSubmission:!0},{id:"10",title:"Physiology",numberOfPublishedBooks:14,numberOfPublishedChapters:145,numberOfOpenTopics:4,numberOfUpcomingTopics:0,issn:"2631-8261",doi:"10.5772/intechopen.72796",isOpenForSubmission:!0}],hsSeriesList:[{id:"3",title:"Dentistry",numberOfPublishedBooks:9,numberOfPublishedChapters:139,numberOfOpenTopics:2,numberOfUpcomingTopics:0,issn:"2631-6218",doi:"10.5772/intechopen.71199",isOpenForSubmission:!0},{id:"6",title:"Infectious Diseases",numberOfPublishedBooks:13,numberOfPublishedChapters:123,numberOfOpenTopics:4,numberOfUpcomingTopics:0,issn:"2631-6188",doi:"10.5772/intechopen.71852",isOpenForSubmission:!0},{id:"13",title:"Veterinary Medicine and Science",numberOfPublishedBooks:11,numberOfPublishedChapters:112,numberOfOpenTopics:3,numberOfUpcomingTopics:0,issn:"2632-0517",doi:"10.5772/intechopen.73681",isOpenForSubmission:!0}],sshSeriesList:[{id:"22",title:"Business, Management and Economics",numberOfPublishedBooks:1,numberOfPublishedChapters:21,numberOfOpenTopics:3,numberOfUpcomingTopics:0,issn:"2753-894X",doi:"10.5772/intechopen.100359",isOpenForSubmission:!0},{id:"23",title:"Education and Human Development",numberOfPublishedBooks:0,numberOfPublishedChapters:10,numberOfOpenTopics:1,numberOfUpcomingTopics:1,issn:null,doi:"10.5772/intechopen.100360",isOpenForSubmission:!0},{id:"24",title:"Sustainable Development",numberOfPublishedBooks:1,numberOfPublishedChapters:19,numberOfOpenTopics:5,numberOfUpcomingTopics:0,issn:"2753-6580",doi:"10.5772/intechopen.100361",isOpenForSubmission:!0}],testimonialsList:[{id:"6",text:"It is great to work with the IntechOpen to produce a worthwhile collection of research that also becomes a great educational resource and guide for future research endeavors.",author:{id:"259298",name:"Edward",surname:"Narayan",institutionString:null,profilePictureURL:"https://mts.intechopen.com/storage/users/259298/images/system/259298.jpeg",slug:"edward-narayan",institution:{id:"3",name:"University of Queensland",country:{id:null,name:"Australia"}}}},{id:"13",text:"The collaboration with and support of the technical staff of IntechOpen is fantastic. The whole process of submitting an article and editing of the submitted article goes extremely smooth and fast, the number of reads and downloads of chapters is high, and the contributions are also frequently cited.",author:{id:"55578",name:"Antonio",surname:"Jurado-Navas",institutionString:null,profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bRisIQAS/Profile_Picture_1626166543950",slug:"antonio-jurado-navas",institution:{id:"720",name:"University of Malaga",country:{id:null,name:"Spain"}}}}]},series:{item:{id:"3",title:"Dentistry",doi:"10.5772/intechopen.71199",issn:"2631-6218",scope:"\r\n\tThis book series will offer a comprehensive overview of recent research trends as well as clinical applications within different specialties of dentistry. Topics will include overviews of the health of the oral cavity, from prevention and care to different treatments for the rehabilitation of problems that may affect the organs and/or tissues present. The different areas of dentistry will be explored, with the aim of disseminating knowledge and providing readers with new tools for the comprehensive treatment of their patients with greater safety and with current techniques. Ongoing issues, recent advances, and future diagnostic approaches and therapeutic strategies will also be discussed. This series of books will focus on various aspects of the properties and results obtained by the various treatments available, whether preventive or curative.
",coverUrl:"https://cdn.intechopen.com/series/covers/3.jpg",latestPublicationDate:"August 4th, 2022",hasOnlineFirst:!0,numberOfPublishedBooks:9,editor:{id:"419588",title:"Ph.D.",name:"Sergio",middleName:"Alexandre",surname:"Gehrke",slug:"sergio-gehrke",fullName:"Sergio Gehrke",profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0033Y000038WgMKQA0/Profile_Picture_2022-06-02T11:44:20.jpg",biography:"Dr. Sergio Alexandre Gehrke is a doctorate holder in two fields. The first is a Ph.D. in Cellular and Molecular Biology from the Pontificia Catholic University, Porto Alegre, Brazil, in 2010 and the other is an International Ph.D. in Bioengineering from the Universidad Miguel Hernandez, Elche/Alicante, Spain, obtained in 2020. In 2018, he completed a postdoctoral fellowship in Materials Engineering in the NUCLEMAT of the Pontificia Catholic University, Porto Alegre, Brazil. He is currently the Director of the Postgraduate Program in Implantology of the Bioface/UCAM/PgO (Montevideo, Uruguay), Director of the Cathedra of Biotechnology of the Catholic University of Murcia (Murcia, Spain), an Extraordinary Full Professor of the Catholic University of Murcia (Murcia, Spain) as well as the Director of the private center of research Biotecnos – Technology and Science (Montevideo, Uruguay). Applied biomaterials, cellular and molecular biology, and dental implants are among his research interests. He has published several original papers in renowned journals. In addition, he is also a Collaborating Professor in several Postgraduate programs at different universities all over the world.",institutionString:null,institution:{name:"Universidad Católica San Antonio de Murcia",institutionURL:null,country:{name:"Spain"}}},editorTwo:null,editorThree:null},subseries:{paginationCount:2,paginationItems:[{id:"1",title:"Oral Health",coverUrl:"https://cdn.intechopen.com/series_topics/covers/1.jpg",isOpenForSubmission:!0,editor:{id:"173955",title:"Prof.",name:"Sandra",middleName:null,surname:"Marinho",slug:"sandra-marinho",fullName:"Sandra Marinho",profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bRGYMQA4/Profile_Picture_2022-06-01T13:22:41.png",biography:"Dr. Sandra A. Marinho is an Associate Professor and Brazilian researcher at the State University of Paraíba (Universidade Estadual da Paraíba- UEPB), Campus VIII, located in Araruna, state of Paraíba since 2011. She holds a degree in Dentistry from the Federal University of Alfenas (UNIFAL), while her specialization and professional improvement in Stomatology took place at Hospital Heliopolis (São Paulo, SP). Her qualifications are: a specialist in Dental Imaging and Radiology, Master in Dentistry (Periodontics) from the University of São Paulo (FORP-USP, Ribeirão Preto, SP), and Doctor (Ph.D.) in Dentistry (Stomatology Clinic) from Hospital São Lucas of the Pontifical Catholic University of Rio Grande do Sul (HSL-PUCRS, Porto Alegre, RS). She held a postdoctoral internship at the Federal University from Jequitinhonha and Mucuri Valleys (UFVJM, Diamantina, MG). She is currently a member of the Brazilian Society for Dental Research (SBPqO) and the Brazilian Society of Stomatology and Pathology (SOBEP). Dr. Marinho's experience in Dentistry mainly covers the following subjects: oral diagnosis, oral radiology; oral medicine; lesions and oral infections; oral pathology, laser therapy and epidemiological studies.",institutionString:null,institution:{name:"State University of Paraíba",institutionURL:null,country:{name:"Brazil"}}},editorTwo:null,editorThree:null},{id:"2",title:"Prosthodontics and Implant Dentistry",coverUrl:"https://cdn.intechopen.com/series_topics/covers/2.jpg",isOpenForSubmission:!0,editor:{id:"179568",title:"Associate Prof.",name:"Wen Lin",middleName:null,surname:"Chai",slug:"wen-lin-chai",fullName:"Wen Lin Chai",profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bRHGAQA4/Profile_Picture_2022-05-23T14:31:12.png",biography:"Professor Dr. Chai Wen Lin is currently a lecturer at the Department of Restorative Dentistry, Faculty of Dentistry of the University of Malaya. She obtained a Master of Dental Science in 2006 and a Ph.D. in 2011. Her Ph.D. research work on the soft tissue-implant interface at the University of Sheffield has yielded several important publications in the key implant journals. She was awarded an Excellent Exchange Award by the University of Sheffield which gave her the opportunity to work at the famous Faculty of Dentistry of the University of Gothenburg, Sweden, under the tutelage of Prof. Peter Thomsen. In 2016, she was appointed as a visiting scholar at UCLA, USA, with attachment in Hospital Dentistry, and involvement in research work related to zirconia implant. In 2016, her contribution to dentistry was recognized by the Royal College of Surgeon of Edinburgh with her being awarded a Fellowship in Dental Surgery. She has authored numerous papers published both in local and international journals. She was the Editor of the Malaysian Dental Journal for several years. Her main research interests are implant-soft tissue interface, zirconia implant, photofunctionalization, 3D-oral mucosal model and pulpal regeneration.",institutionString:null,institution:{name:"University of Malaya",institutionURL:null,country:{name:"Malaysia"}}},editorTwo:{id:"479686",title:"Dr.",name:"Ghee Seong",middleName:null,surname:"Lim",slug:"ghee-seong-lim",fullName:"Ghee Seong Lim",profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0033Y00003ScjLZQAZ/Profile_Picture_2022-06-08T14:17:06.png",biography:"Assoc. Prof Dr. Lim Ghee Seong graduated with a Bachelor of Dental Surgery from University of Malaya, Kuala Lumpur in 2008. He then pursued his Master in Clinical Dentistry, specializing in Restorative Dentistry at Newcastle University, Newcastle, UK, where he graduated with distinction. He has also been awarded the International Training Fellowship (Restorative Dentistry) from the Royal College of Surgeons. His passion for teaching then led him to join the faculty of dentistry at University Malaya and he has since became a valuable lecturer and clinical specialist in the Department of Restorative Dentistry. He is currently the removable prosthodontic undergraduate year 3 coordinator, head of the undergraduate module on occlusion and a member of the multidisciplinary team for the TMD clinic. He has previous membership in the British Society for Restorative Dentistry, the Malaysian Association of Aesthetic Dentistry and he is currently a lifetime member of the Malaysian Association for Prosthodontics. Currently, he is also the examiner for the Restorative Specialty Membership Examinations, Royal College of Surgeons, England. He has authored and co-authored handful of both local and international journal articles. His main interest is in prosthodontics, dental material, TMD and regenerative dentistry.",institutionString:null,institution:{name:"University of Malaya",institutionURL:null,country:{name:"Malaysia"}}},editorThree:null}]},overviewPageOFChapters:{paginationCount:47,paginationItems:[{id:"82938",title:"Trauma from Occlusion: Practical Management Guidelines",doi:"10.5772/intechopen.105960",signatures:"Prashanth Shetty, Shweta Hegde, Shubham Chelkar, Rahul Chaturvedi, Shruti Pochhi, Aakanksha Shrivastava, Dudala Lakshmi, Shreya Mukherjee, Pankaj Bajaj and Shahzada Asif Raza",slug:"trauma-from-occlusion-practical-management-guidelines",totalDownloads:11,totalCrossrefCites:0,totalDimensionsCites:0,authors:null,book:{title:"Dental Trauma",coverURL:"https://cdn.intechopen.com/books/images_new/11567.jpg",subseries:{id:"2",title:"Prosthodontics and Implant Dentistry"}}},{id:"82654",title:"Atraumatic Restorative Treatment: More than a Minimally Invasive Approach?",doi:"10.5772/intechopen.105623",signatures:"Manal A. 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She graduated from Gazi University Faculty of Dentistry, Ankara, Turkey in 2000. \r\nLater she received her Ph.D. degree from the Oral Diagnosis and Radiology Department; which was recently renamed as Oral and Dentomaxillofacial Radiology, from the same university. \r\nShe is working as a full-time Associate Professor and is a lecturer and an academic researcher. \r\nHer expertise areas are dental caries, cancer, dental fear and anxiety, gag reflex in dentistry, oral medicine, and dentomaxillofacial radiology.",institutionString:"Gazi University",institution:{name:"Gazi University",institutionURL:null,country:{name:"Turkey"}}}]},{type:"book",id:"7139",title:"Current Approaches in Orthodontics",subtitle:null,coverURL:"https://cdn.intechopen.com/books/images_new/7139.jpg",slug:"current-approaches-in-orthodontics",publishedDate:"April 10th 2019",editedByType:"Edited by",bookSignature:"Belma Işık Aslan and Fatma Deniz Uzuner",hash:"2c77384eeb748cf05a898d65b9dcb48a",volumeInSeries:2,fullTitle:"Current Approaches in Orthodontics",editors:[{id:"42847",title:"Dr.",name:"Belma",middleName:null,surname:"Işik Aslan",slug:"belma-isik-aslan",fullName:"Belma Işik Aslan",profilePictureURL:"https://mts.intechopen.com/storage/users/42847/images/system/42847.jpg",biography:"Dr. Belma IşIk Aslan was born in 1976 in Ankara-TURKEY. After graduating from TED Ankara College in 1994, she attended to Gazi University, Faculty of Dentistry in Ankara. She completed her PhD in orthodontic education at Gazi University between 1999-2005. Dr. Işık Aslan stayed at the Providence Hospital Craniofacial Institude and Reconstructive Surgery in Michigan, USA for three months as an observer. She worked as a specialist doctor at Gazi University, Dentistry Faculty, Department of Orthodontics between 2005-2014. She was appointed as associate professor in January, 2014 and as professor in 2021. Dr. Işık Aslan still works as an instructor at the same faculty. She has published a total of 35 articles, 10 book chapters, 39 conference proceedings both internationally and nationally. Also she was the academic editor of the international book 'Current Advances in Orthodontics'. She is a member of the Turkish Orthodontic Society and Turkish Cleft Lip and Palate Society. She is married and has 2 children. Her knowledge of English is at an advanced level.",institutionString:"Gazi University Dentistry Faculty Department of Orthodontics",institution:null}]},{type:"book",id:"7572",title:"Trauma in Dentistry",subtitle:null,coverURL:"https://cdn.intechopen.com/books/images_new/7572.jpg",slug:"trauma-in-dentistry",publishedDate:"July 3rd 2019",editedByType:"Edited by",bookSignature:"Serdar Gözler",hash:"7cb94732cfb315f8d1e70ebf500eb8a9",volumeInSeries:3,fullTitle:"Trauma in Dentistry",editors:[{id:"204606",title:"Dr.",name:"Serdar",middleName:null,surname:"Gözler",slug:"serdar-gozler",fullName:"Serdar Gözler",profilePictureURL:"https://mts.intechopen.com/storage/users/204606/images/system/204606.jpeg",biography:"Dr. Serdar Gözler has completed his undergraduate studies at the Marmara University Faculty of Dentistry in 1978, followed by an assistantship in the Prosthesis Department of Dicle University Faculty of Dentistry. Starting his PhD work on non-resilient overdentures with Assoc. Prof. Hüsnü Yavuzyılmaz, he continued his studies with Prof. Dr. Gürbüz Öztürk of Istanbul University Faculty of Dentistry Department of Prosthodontics, this time on Gnatology. He attended training programs on occlusion, neurology, neurophysiology, EMG, radiology and biostatistics. In 1982, he presented his PhD thesis \\Gerber and Lauritzen Occlusion Analysis Techniques: Diagnosis Values,\\ at Istanbul University School of Dentistry, Department of Prosthodontics. As he was also working with Prof. Senih Çalıkkocaoğlu on The Physiology of Chewing at the same time, Gözler has written a chapter in Çalıkkocaoğlu\\'s book \\Complete Prostheses\\ entitled \\The Place of Neuromuscular Mechanism in Prosthetic Dentistry.\\ The book was published five times since by the Istanbul University Publications. Having presented in various conferences about occlusion analysis until 1998, Dr. Gözler has also decided to use the T-Scan II occlusion analysis method. Having been personally trained by Dr. Robert Kerstein on this method, Dr. Gözler has been lecturing on the T-Scan Occlusion Analysis Method in conferences both in Turkey and abroad. Dr. Gözler has various articles and presentations on Digital Occlusion Analysis methods. He is now Head of the TMD Clinic at Prosthodontic Department of Faculty of Dentistry , Istanbul Aydın University , Turkey.",institutionString:"Istanbul Aydin University",institution:{name:"Istanbul Aydın University",institutionURL:null,country:{name:"Turkey"}}}]},{type:"book",id:"7060",title:"Gingival Disease",subtitle:"A Professional Approach for Treatment and Prevention",coverURL:"https://cdn.intechopen.com/books/images_new/7060.jpg",slug:"gingival-disease-a-professional-approach-for-treatment-and-prevention",publishedDate:"October 23rd 2019",editedByType:"Edited by",bookSignature:"Alaa Eddin Omar Al Ostwani",hash:"b81d39988cba3a3cf746c1616912cf41",volumeInSeries:4,fullTitle:"Gingival Disease - A Professional Approach for Treatment and Prevention",editors:[{id:"240870",title:"Ph.D.",name:"Alaa Eddin Omar",middleName:null,surname:"Al Ostwani",slug:"alaa-eddin-omar-al-ostwani",fullName:"Alaa Eddin Omar Al Ostwani",profilePictureURL:"https://mts.intechopen.com/storage/users/240870/images/system/240870.jpeg",biography:"Dr. Al Ostwani Alaa Eddin Omar received his Master in dentistry from Damascus University in 2010, and his Ph.D. in Pediatric Dentistry from Damascus University in 2014. Dr. Al Ostwani is an assistant professor and faculty member at IUST University since 2014. \nDuring his academic experience, he has received several awards including the scientific research award from the Union of Arab Universities, the Syrian gold medal and the international gold medal for invention and creativity. Dr. Al Ostwani is a Member of the International Association of Dental Traumatology and the Syrian Society for Research and Preventive Dentistry since 2017. He is also a Member of the Reviewer Board of International Journal of Dental Medicine (IJDM), and the Indian Journal of Conservative and Endodontics since 2016.",institutionString:"International University for Science and Technology.",institution:{name:"Islamic University of Science and Technology",institutionURL:null,country:{name:"India"}}}]}]},openForSubmissionBooks:{paginationCount:0,paginationItems:[]},onlineFirstChapters:{paginationCount:16,paginationItems:[{id:"82135",title:"Carotenoids in Cassava (Manihot esculenta Crantz)",doi:"10.5772/intechopen.105210",signatures:"Lovina I. Udoh, Josephine U. Agogbua, Eberechi R. Keyagha and Itorobong I. 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