EEG support for the maturational lag and developmental deviation models
\\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!
\\n"}]',published:!0,mainMedia:null},components:[{type:"htmlEditorComponent",content:'IntechOpen is proud to announce that 179 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 252 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!
\n'}],latestNews:[{slug:"stanford-university-identifies-top-2-scientists-over-1-000-are-intechopen-authors-and-editors-20210122",title:"Stanford University Identifies Top 2% Scientists, Over 1,000 are IntechOpen Authors and Editors"},{slug:"intechopen-authors-included-in-the-highly-cited-researchers-list-for-2020-20210121",title:"IntechOpen Authors Included in the Highly Cited Researchers List for 2020"},{slug:"intechopen-maintains-position-as-the-world-s-largest-oa-book-publisher-20201218",title:"IntechOpen Maintains Position as the World’s Largest OA Book Publisher"},{slug:"all-intechopen-books-available-on-perlego-20201215",title:"All IntechOpen Books Available on Perlego"},{slug:"oiv-awards-recognizes-intechopen-s-editors-20201127",title:"OIV Awards Recognizes IntechOpen's Editors"},{slug:"intechopen-joins-crossref-s-initiative-for-open-abstracts-i4oa-to-boost-the-discovery-of-research-20201005",title:"IntechOpen joins Crossref's Initiative for Open Abstracts (I4OA) to Boost the Discovery of Research"},{slug:"intechopen-hits-milestone-5-000-open-access-books-published-20200908",title:"IntechOpen hits milestone: 5,000 Open Access books published!"},{slug:"intechopen-books-hosted-on-the-mathworks-book-program-20200819",title:"IntechOpen Books Hosted on the MathWorks Book Program"}]},book:{item:{type:"book",id:"284",leadTitle:null,fullTitle:"CT Scanning - Techniques and Applications",title:"CT Scanning",subtitle:"Techniques and Applications",reviewType:"peer-reviewed",abstract:"Since its introduction in 1972, X-ray computed tomography (CT) has evolved into an essential diagnostic imaging tool for a continually increasing variety of clinical applications. 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Abdurakhmonov"}],productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}}]},chapter:{item:{type:"chapter",id:"44757",title:"Neurodevelopmental Pathways of Childhood ADHD into Adulthood: Maturational Lag, Deviation, or Both?",doi:"10.5772/53865",slug:"neurodevelopmental-pathways-of-childhood-adhd-into-adulthood-maturational-lag-deviation-or-both-",body:'The DSM-5 [1], which should be published in 2013, will in all likelihood have a category named Neurodevelopmental Disorders, under which ADHD will resort. This shift in nosology lays the foundation of the argument that will be put forward in this chapter, therefore the following points need to be emphasised and warrants further discussion. Firstly, this categorisation is based on shared aetiology, rather than shared symptoms or shared developmental stage (as was the case with the DSM-IV-TR). Historically, disorders were classified according to shared aetiology (as was the case with DSMI and DSM-II), as opposed to shared symptomatology (as was the case with DSM-III and DSM-IVTR). The DSM-5 is to a greater, or lesser, extent a combination of these as it proposes a change to the categorisation, but not the symptoms of this disorder.
The second point is that the shared aetiology is a neurobiological based aetiology. The name of the category implies that these disorders have a common, underlying, neurobiological cause. The question which arises is to what extent these disorders do have an underlying neurobiological cause, to what extent this is shared, and even to what extent these causes are shared within the sub-categories of disorders, for example ADHD. Grouping these disorders together implies a relatively homogenous group of disorders, and even further that the sub-categories are homogenous within themselves. The DSM-5 makes provision for 4 sub-categories of ADHD, i.e. the Combined, Predominantly Inattentive, Inattentive (Restrictive) and predominantly Hyperactive/ Impulsive, presentations. Does the grouping of these sub-categories necessarily imply that they share the same neurobiological aetiology? The argument that will be put forward in this chapter is that although they all share a neurobiological cause, this cause is not common and that the sub- categories may have subtle or gross, differences in these neurobiological factors.
The name of the category also implies a more fluid and dynamic process that starts in childhood and may, or may not, extend across the lifespan into adulthood. This is in sharp contrast to the more traditional, and rather rigid, distinction between adulthood and childhood pathologies. This category allows for the straddling between childhood and adulthood pathologies. An important point, which warrants emphasis, is that these disorders typically originate in childhood, which may then extend into adulthood. Again, in sharp contrast to the previous DSM classifications, the DSM-5 makes slightly more provision for ADHD in adulthood. As far as the specific criteria, as well as the sub-categories, are concerned, the criteria for ADHD in adulthood are rather superficial as it does not include the rather extensive research that has been done on the clinical manifestation of this disorder in adulthood, nor is it explicit enough in terms of possible sub-categories of this disorder in adulthood. This creates a picture of a rather homogenous disorder in adulthood which either influences, or is perpetuated by, research on this topic.
As much as many Mental Health professionals would like to accept that the diagnosis of ADHD in adulthood is a valid one, there is also still much scepticism about both the validity of this disorder, as well as the clinical picture / diagnostic criteria. Some authors [2] postulate that this scepticism may also be due to extensive, but poorly described, comorbid Axis I and Axis II disorders. Although some may consider ADHD and Personality Disorders (specifically Cluster B) to be co-morbid conditions, there are also those that would argue that these Personality Disorders are often misdiagnosed as ADHD, or vice versa [3]. The roots of the dilemma are twofold, i.e. that Personality Disorders are a separate and distinct set of disorders that do not have a biological underpinning and the arbitrary distinction between childhood and adult pathology. If one removes both these problematic issues, and rather view a disorder in terms of the aberrant development of behaviour, (neuro)cognition and emotion (as opposed to “personality”) over time (rather than in life stages), a different picture, i.e. one of either maturational lag or maturational deviance, emerges. The neurodevelopmental disorders, such as ADHD, are associated with a unique temperament that is characterised by high novelty seeking, harm avoidance and low reward dependence [3]. The question that arises is whether the neurodevelopmental and personality disorders are the result of the same underlying neurological process, or whether they are parallel processes that may or may not have reciprocal effects on each other [4]. On a theoretical level, i.e. the maturational lag theory, these two categories of disorders may be considered together, if it is indeed that the maturational lag theory holds true for both of them.
The use of the concept neurodevelopment in the categorisation and organisation of disorders in the DSM-5 suggests that variant disorders can be arranged according to specific neurodevelopmental pathways. It is understood that the developmental pathway may account for the neurobiological underpinnings, and thus aetiological foundation of the syndrome observed. Two neurodevelopmental models, namely the maturational lag model and the developmental deviation model, appear to be particularly relevant to the syndrome of ADHD. In this section evidence supporting these two views will be reported.
While some evidence has suggested that the ADHD brain develops in fundamentally different ways to typical ones, other results have argued that they are just the result of a lag in the normal timetable for development, which is known as the maturational lag model [5]. This model of ADHD is organised around the notion that that the behaviours of a child with ADHD is abnormal merely in reference to his or her age [5]. This direction in thinking was initially based on observations that children with ADHD behave similarly to younger children who are more active, impulsive and exhibit a shorter attention span [6]. According to this model [5], “if the child was younger, the findings would be regarded as normal” (p. 268). He further postulates that the neurological factors that limit the performance of a child with ADHD are synonymous to that which typically limits the performance of younger children. Hence, the maturational lag model [5] stipulates that an individual with ADHD presents with a relative delay in certain aspects of their neurological maturation, but that maturation will eventually ‘catch up’. On average, the brain of ADHD children matured about three years later than those of their peers, with 50% of their cortex only reaching maximum thickness at age 10 years 6 months as opposed to 7 years and 6 months of those children without ADHD [7]. The lags in maturation seem to differ from one cortical area to the next, for example, the lag in the prefrontal cortex can be as high as 5 years. In other areas, the ADHD brain seems to mature faster than in a non-ADHD brain, an example being the primary motor cortex. These researchers draw the conclusion that their findings support the hypothesis of maturational lag, not maturational deviance.
Nearly 50 years of electrophysiological (EEG) research in the realm of ADHD suggest that children and adolescents who present with the disorder display abnormalities in their EEG [8]. The abnormalities observed are either organised according to the maturational lag or developmental deviation model. From an EEG perspective, the maturational lag model suggests that an individual with ADHD should present with cortical activity that is similar to that witnessed in younger children [9, 10], since an increase in slow wave activity (delta and theta) and decreased fast wave activity (alpha and beta) is typical in younger children [11]. A number of researchers [12-16] interpret their findings of increased slow wave activity in children and adolescents with ADHD during an eyes closed resting condition as evidence of a maturational lag. Additional EEG support for the maturational lag is presented in Table 1.
The second neurodevelopmental model is that of the developmental deviation, also known as maturational deviance, which proposes that maturation is not necessarily lagging, but that it is not approaching normality or maturation, and that it is unlikely to do so at any stage during the lifespan. This model was built on EEG research where 90% of the ADHD sample presented with aberrances in their EEG activity [17]. Subsequently, the developmental deviation model of ADHD came into play, which suggests that ADHD results from abnormalities in CNS functioning [9]. It further denotes that the EEGs of children and adolescents with ADHD symptoms are not considered normal in children of any age and that it is also not likely to mature in a normal fashion [9]. Additional evidence for this model is provided by the adult ADHD (ADHD) studies which found that the presence of elevated slow wave activity, especially theta, persists into adulthood [18-19].
The research referred to in this section was concerned with the investigation of cortical activity patterns in adults with ADHD via EEG methodologies. The research was specifically interested in the cortical activity patterns of adults with ADHD symptomatology at frontal, frontal midline and parietal sites seeing that these areas are often the most heavily implicated in ADHD. From existing literature, it can be concluded that there is evidence that supports both the maturational lag as well as the maturational deviance models (See Table 1).
\n\t\t\t\t\tEEG Based Model\n\t\t\t\t | \n\t\t\t\t\n\t\t\t\t\tDescription of Model\n\t\t\t\t | \n\t\t\t\t\n\t\t\t\t\tEEG Findings\n\t\t\t\t | \n\t\t\t\t\n\t\t\t\t\tReferences\n\t\t\t\t | \n\t\t\t
Maturational Lag | \n\t\t\tIndividuals with ADHD symptoms present with cortical activity patterns that is similar to that witnessed in younger children | \n\t\t\tIncreased relative and/or absolute slow wave activity and decreased relative and/or absolute fast wave activity Increased frontal relative and/or absolute theta Increased absolute and/or relative delta in temporal and parietal sites Decreased relative and/or absolute alpha and beta power in temporal and parietal sites | \n\t\t\t[8 -16, 20 – 27] | \n\t\t
Developmental Deviation | \n\t\t\tADHD symptoms result from abnormalities in CNS functioning. The EEGs of individuals with ADHD symptoms are not considered normal in individuals of any age and is not likely to mature in a normal fashion. | \n\t\t\tIncreased absolute and/or relative theta activity in frontal and frontal midline sites. Decreased relative alpha activity in parietal and temporal sites. Decreased absolute and relative beta activity in frontal, parietal and temporal sites Elevated theta/beta and theta/alpha ratios | \n\t\t\t[9,19,26,28, 29] | \n\t\t
EEG support for the maturational lag and developmental deviation models
Personality and psychopathology have, throughout the 20th century, been viewed as separate but related domains. Although they have been viewed as related domains, the exact relationship remains largely unclear. In 1980, within psychopathology, clinical syndromes were separated from personality disorders [34]. Splitting these domains highlighted the overlap between symptoms of clinical and personality disorders [34], which is also the foundation for on-going debates concerning the comorbidity between ADHD in adulthood and personality disorders. If one adopts a neurobiological / neurocognitive approach to personality, then the overlap between temperament, personality and personality disorders becomes more evident. Furthermore, given the mounting evidence that ADHD can persist from childhood into adulthood, it also follows that there should be more focus on the relationship between personality and ADHD [35]. Some authors [36] maintain that is important to describe ADHD in adulthood in terms of general personality structures as it could contribute to a better conceptualization of the disorder. Furthermore, there are suggestions that there is evidence that indicates that developmental factors may contribute to ADHD in ways that are separate from the associated behaviour problems. One could go further by saying that it is important to describe personality disorders (from a neurobiological perspective) in adults with ADHD, as this could aid in describing a possible shared aetiology. In fact one could go as far as to say that incomplete descriptions of Personality Disorders in ADHD continue to place pressure on the validity of the diagnosis in adulthood [2]. Although there have been a number of studies that have focused on the relationship between ADHD and personality, some authors [35] maintain that these studies have focussed on only a narrow range of personality constructs. Table 2 provides a summary of personality constructs that have been investigated in relation to ADHD, as well as how these characteristics may feature in personality disorders.
\n\t\t\t\t\tConstruct\n\t\t\t\t | \n\t\t\t\t\n\t\t\t\t\tCharacteristic of ADHD \n\t\t\t\t | \n\t\t\t\t\n\t\t\t\t\tCharacteristic of Cluster B Personality Disorder\n\t\t\t\t | \n\t\t\t
Sensation Seeking / External stimulation seeking | \n\t\t\t[38, 39] | \n\t\t\tAntisocial [49] | \n\t\t
Behavioural disinhibition / Impulsivity | \n\t\t\t[40, 41] | \n\t\t\tAntisocial and Borderline [45] Borderline [46, 48, 51] | \n\t\t
Self-regulation | \n\t\t\t[40] | \n\t\t\tBorderline, Antisocial and Histrionic [50] Axis II disorders [52] | \n\t\t
Externalizing problem behaviours | \n\t\t\t[42] | \n\t\t\tAntisocial [50] | \n\t\t
Emotional lability | \n\t\t\t[41] | \n\t\t\tBorderline [44] Antisocial and Borderline [45] | \n\t\t
Low reward dependence | \n\t\t\t[43] | \n\t\t\tAntisocial [47] | \n\t\t
Uncooperativeness | \n\t\t\t[43] | \n\t\t\tBorderline [46] | \n\t\t
Summary of personality constructs identified in ADHD and possible links with Cluster B disorders
There has traditionally been a great but, arguably unwarranted [43], emphasis on the prevalence of Cluster B personality disorder in adults with ADHD. This study, in effect wants to investigate whether there is some shared neurodevelopmental process in both of these sets of disorders. The argument is based on the following postulates:
ADHD is a neurodevelopmental disorder and is the result of either maturational lag or maturational deviation
In some cases ADHD does not continue beyond adolescence (which is in line with the maturational lag hypothesis), however
ADHD may continue into adulthood, which cannot be explained fully by the maturational lag hypothesis.
The is a reportedly high prevalence of personality disorders in adults with ADHD
There is evidence of both maturational lag and deviation processes in personality disorders.
If these postulates are correct, the question that arises is whether these two disorders could be the result of the same neurodevelopmental process. Most, if not all, of the characteristics mentioned in Table 2 have an underlying neuropsychological or neurobiological correlate. These neurobiological correlates may be the result of either a maturational lag or maturational deviance process, depending on which personality disorder one focuses on. One way of distinguishing between these two hypotheses, would be to consider the course and prognosis of the different personality disorders. Regarding the Cluster B personality disorders, two interesting pictures evolve when reviewing course and prognosis, and these may, arguably be classified as maturational lag or maturational deviation.
The roots of the development of Antisocial Personality Disorder can be traced to early adolescence (i.e. Conduct Disorder) which then follows an unremitting course, with a variable outcome. There is some evidence that suggests that the symptoms decrease with age [53]. The fact that the symptoms may decrease with age, is somewhat suggestive of a delayed maturation process [54]. A further indication of a maturational lag is the fact that there is excessive theta wave activity, while awake, which is akin to what is evident in younger children [54]. One explanation for this could be the temporal discounting paradigm which quantifies the ability to favour larger, delayed rewards over smaller, more immediate rewards. Temporal discounting matures with age, along with increased impulse control and self-regulation. This maturation seems to be associated with changes in activation of the ventromedial prefrontal cortex, anterior cingulate cortex, ventral striatum, insula, inferior temporal gyrus and posterior parietal cortex [55].
Although it is reported that adults with a histrionic personality disorder display less symptoms as they age [53], it is uncertain whether this is truly due symptoms diminishing due to maturation, or whether this is merely due to a decline in energy levels due to aging.
In the case of both borderline and narcissistic personality disorders, the disorders are stable over time showing neither intensifying or decline in symptoms [53]. Unlike antisocial personality disorder, the DSM does not make provision for early identification of these disorders; however, some research does provide some evidence for the early identification of specifically borderline personality disorder [56]. Although there is some evidence of epileptiform activity in borderline personality disorder [57], the prevalence is not high enough to substantiate that this disorder is due to abnormal brainwave activity. Abnormal brainwave activity is only one of the many possible neurobiological factors in this disorder and other factors such as neurotransmitter systems, the endogenous opioid system [58] and various sub-cortical areas have been included as possible contributing causes to this disorder. Despite numerous studies thyat have been done, the neurobiology of borderline personality disorder still remains largely unclear [58]. If there is evidence of neurobiological processes, and that symptoms do not appear to improve over time, one could deduce that these (narcissistic and borderline) are due to maturational deviation, rather than maturational lag.
This study formed part of a much larger project, and this study itself was larger than what is reported here. The research question for this study is focused exclusively on maturational delay versus maturational deviation. Due to the fact that the existing literature seems to focus mainly on Cluster B personality disorders, and that EEG studies in relation to the research question focus mainly on resting state EEG recordings, this study does the same. Therefore, although there is more information available than reported here, it will be limited to what is pertinent to the research question only.
In order to address the research goals the study utilised purposive sampling methods to identify the ADHD sample. All participants had to be older than 18 years of age and as far as the other including characteristics are concerned, the researchers had to utilise their judgement to identify and select individuals from a target population that qualify for participation in the study, based on the sample characteristics [59]. During the initial phases of the sampling procedure the researchers verbally marketed the research undertaking to professional practitioners (mostly psychiatrists and psychologists). Furthermore participants who were selected on the basis of purposive sampling also nominated acquaintances whom they believed may qualify for participation in the research. In the initial phase the target population was broadly defined by observed ADHD type behaviours that may be explained by the syndrome and may be potentially differentially diagnosed from other clinical conditions.
Participants who were subject to the exclusion criteria were not included in the study. The list of exclusion criteria are informed by similar EEG studies [18, 60-62] which included:
Psychoactive medication, with the exception of methylphenidate (ADHD related medication), in which case participants were asked to refrain from taking the medication for a minimum of 24 hours prior to the assessment.
History of a neurological disorder, head injury or CNS infection.
History of substance use disorder in the previous two months.
Evidence of another Axis I or Axis II disorder.
Current diagnosis of hypothyriodism.
All participants were subject to the clinical interview, and screened for a ‘best estimate’ diagnosis for ADHD by means of the ASRS-v.I.I. and also with the MCMI-III [63] for differential diagnosis of other clinical syndromes. The nature of these assessment tools and rationale for their use are discussed below. The recruitment of participants resulted in a group of 51 adults with ADHD and a group of 43 adults with no clear indications of a clinical disorder.
For the EEG study an initial 15 potential ADHD research participants were identified from the bigger pool, however, on further investigation 3 participants were excluded from further analysis on the basis that they met the criteria for another clinical condition. Subsequently 12 participants met the operational criteria to constitute the ADHD EEG study population. These participants were first subject to the EEG assessment before the age- and gender- matched non-ADHD sample was identified. The reason for this was to ensure that no further participants needed to be excluded and that the non-ADHD sample could be matched on the characteristics of the final ADHD sample. Two individuals were further excluded from the study population on the basis that the one participant experienced excessive drowsiness and another participant presented with significant muscle movement that may confound the obtained results. Subsequently, 10 participants were included in the research sample for the ADHD group. This sample met the necessary operational criteria for the inclusion in the study and produced an EEG reading that is acceptable according to the quality standards. The mean sample age for the ADHD group was 34.4 years. The female to male ratio was 3:1.
Following the identification of the research sample for the experimental group the study set out to identify an age- and gender- matched healthy non-ADHD group. Matched sampling for this group took place by purposively selecting participants from the initial pool of potential participants. The sampling of this group was matched exactly to gender and approximately within a four year range of the target age criterion. Subsequently the non-ADHD research sample that was identified exhibited a mean sample age of 33.6 years with a similar female to male ratio as the experimental group.
One of the main challenges in this study was to accurately identify adults with a diagnosis of ADHD. Due to the fact that ADHD, specifically in adulthood, is not a widely accepted diagnosis, or in other cases an over diagnosed disorder, one cannot rely only on formal diagnoses made by Mental Health Professionals. Added to this is the problem of a high rate of self-diagnosis of this disorder amongst adults [64], which brings into question relying only on self-report questionnaires to identify possible participants. For this reason, over and above the MCMI-III, a semi-structured interview and a self-report questionnaire were also included.
Semi-Structured Clinical Interview. The interview was conducted by any one of the trained clinical psychologists that formed part of the research team. The purpose of the interview was to ensure that participants met the sampling characteristics mentioned above and to make certain that none of the exclusion criteria were present in the respective population. The interview also obtained information regarding the biographical information of participants. Furthermore it served as a quick screening conformational tool by exploring the presence or absence of the criteria for ADHD in adulthood as proposed by a number of authors [65, 66].
Adult ADHD Self-Report Scale (ASRS). The ASRS is not a diagnostic tool but is used as a screening device to screen for signs and symptoms of adult ADHD. The Adult ADHD Self-Report Scale (ASRS) is a self-report 18 question questionnaire which screens adults for ADHD [67]. The ASRS is based on the criteria listed in the DSM IV, on ADHD [68]. Half of the questions focus on inattention and half of the questions focus on hyperactivity [69]. It is a paper pencil questionnaire which is self-scored and only takes 5 minutes to complete [67]. It has a five point Likert scale, where the testee ticks one of five responses, never, rarely, sometimes, often and very often [67]. The ASRS has demonstrated good reliability and validity in clinical and community samples [68]. The ASRS also has high-quality predictive power with values between 57 and 93%, showing that it can predict ADHD[70]. The ASRS proves good internal consistency with values between 0.75 and 0.89 [69]. Concordance was calculated by looking at the symptom responses of the ASRS and comparing the responses to clinical ratings, of which Cohen’s k was used to assess this concordance [67]. The concordance however varied with a range of.16 to.81, which could be the result of error of measurement or the experience of the clinicians [67]. The total classification accuracy rated at 96%, however, the ASRS showed moderate levels of concurrent validity and sensitivity but high levels of specificity [69].
Millon Clinical Multi-axial Inventory-III. This test is primarily a self-report questionnaire that assesses a wide range of information about an adult’s personality and emotional adjustment [71]. Furthermore this instrument was designed as a diagnostic tool that yields information about personality disorders as well as clinical syndromes [72]. The test consists of 175 questions that are forced-choice, true-false items [73]. The MCMI III has 28 sub-scales, of which are categorized into five different categories [71], i.e. Modifying Indices, Clinical Personality Patterns, Severe Personality Pathology, Clinical Syndromes, and Severe Syndromes. For the purposes of this study base rate scores below 75 were considered to be indications of no clinical significance, 75 – 84 as indicative of the presence of a personality trait, and 85 and higher as persistent personality traits [73].
The results for the internal consistency was :66 for the compulsive scales and 0.90 for major depression, and the Cronbach alpha’s for the remaining 26 scales exceeded.80, showing strong internal consistency [73]. Test-retest reliability scores indicated the lowest score of.82 for debasement and the highest was.96 for somatoform, of which the median test-retest coefficient was.91, which shows stability of the instrument over time [71].
Construct and concurrent validity is tested by looking at how well the instrument performs in different populations and how much value it has in the real world [73]. The manner in which this is achieved was by comparing the MCMI to accepted standards achieved by other tests, comparing the scales on the MCMI to other scales on different tests [73]. It was identified that there is a high correlation between the scales of the MCMI-III and seven different tests, namely the symptom checklist-90, the Beck Depression Inventory, the State-Trait Anxiety Inventory, the General Behaviour Inventory, the Minnesota Multiphasic Personality Inventory (MMPI), the Michigan Alcoholism Screening Test and the MCMI-II [71]. The correlations on most of the scales where good, with some having negative scores, but these items were not related to the specific scales on the MCMI-III. Further evidence to assess how well the MCMI-III scales measure what they say they measure is by calculating the positive predictive power, which was remarkable showing a range of.30 to.80 [71]. The MCMI-III has proven construct validity and diagnostic validity, by comparing test items with other tests and by comparing clinical judgement with the results indicated from the scales on the MCMI-III [73].
Biopac MP Systems Hardware. The research question is concerned with the nature of the intracranial electrical currents of adults with ADHD symptomatology. Therefore EEG recording is appropriate for this study in that it records the electrical activity of cortical nerve cells in the brain [74]. It is noteworthy to mention that cortical activity is presented in waveforms and is measured in terms of amplitude and frequency [75]. Amplitude is expressed in microvolts (µV), EEG power is defined by the square of amplitude (µV2) and frequency is defined as the number of oscillations, or cycles, within a given time frame, or epoch, and is measured in hertz (Hz) [76].
This study employed the Biopac MP Systems Hardware [77] for the assessment of cortical activity. The system is considered to be commercial EEG equipment utilised in the data acquisition and analysis for life science research. The recording technique utilised by this system is an ethically approved, non-invasive, safe and painless procedure [78]. In order to ensure the quality of research, the EEG methods employed in this study are informed by various other EEG studies that employed quantitative EEG techniques [75] as well as standardised guidelines for the technologic recording and quantitative analysis of EEG activity in the research context [79].
A final matter to consider in this section is the reliability and validity of EEG recordings. Various researchers report that EEG recordings are reliable, in that the intra-individual stability of EEG is stable over time (over a period of 10 to 90 days) [80,81]. The validity of EEG research depends on the concepts of sensitivity and specificity [76]. In ADHD research, sensitivity refers to the percentage of ADHD individuals who present with an abnormal EEG while specificity reveals the percentage of non-ADHD subjects who indicate a normal EEG [76]. In a literature review of several studies, it was concluded that EEG methods in ADHD research typically demonstrate good sensitivity (90% to 97%) and sound specificity (84%-94%)[76].
All potential participants were required to complete the ASRS and MCMI for screening purposes. Based on the scores on these instruments they were allocated to different groups, or where they did not meet the criteria for any of the groups, were excluded from further studies. As explained previously, the sample for the EEG study was drawn from this pool. Potential participants were approached to participate in the EEG study.
Upon arrival to the research laboratory participants were requested to sit in the allocated chair. The researcher and EEG equipment was situated outside of the participants direct line of sight. Participants were then oriented to the Biopac MP Systems Hardware equipment, and was further provided with an opportunity to ask questions. The researcher enquired about whether participants adhered to the instruction to refrain from the aforementioned substances 24 hours before the assessment. Participants were informed that during the data acquisition phase they will engaged in a three minute eyes-closed task. Participants were also instructed to remain as physically still as possible in order to limit muscle contamination throughout the entire assessment, and were requested to avoid speaking during the assessment as a further attempt to avoid contamination of results.
In the data acquisition phase subjects were fitted with an electrocap in accordance with the 10-20 International system of electrode placement. In order to tap the fronto-parietal attention network, electrodes were grouped into three areas: frontal (F3 and F4), frontal midline (Fz) and parietal (P3 and P4) sites (see Figure 1.). EEG signal for all subjects was recorded under an eyes-closed condition. Eye movements were monitored by electrodes placed on the outer canthus of each eye for horizontal movements and by electrodes above the eye for vertical movements. EEG signal was recorded using AcqKnowledge software and BIOPAC MP Systems hardware. Impedance was kept below 5Kohm (kΩ) and a sampling rate of 200Hz was applied. Continuous EEG data was reviewed off-line. Segments containing head and eye movement as well as muscle artefact were removed from further analysis. Subsequently, six two second epochs were extracted for the eyes-closed condition and for each of the cortical sites investigated and for the four frequency bands: delta (1-4Hz); theta (4-8Hz); alpha (8-13Hz); and Beta (13-20Hz). EEG data was Fast Fourier transformed (FFT) (Hanning window) and subsequently log transformed (In).
International 10-20 System of Electrode Placement (Adapted from [75])
In order to gain a meaningful picture of Personality Disorders in ADHD, and therefore a better picture of maturational lag versus maturational deviation, the data gained from the MCMI-III was used in different ways. Firstly the average base rate scores (interval scale) were compared between the groups, thereafter the scores were categorised into 3 categories (Ordinal scale), i.e. <75, 75-84 and 85>, where after the groups were compared, and lastly, based on the categorisation of the data, number of personality disorders per individual, per group are reported.
\n\t\t\t\t | \n\t\t\t\t | \n\t\t\t\t\tHistrionic\n\t\t\t\t | \n\t\t\t\t\n\t\t\t\t\tNarcissistic\n\t\t\t\t | \n\t\t\t\t\n\t\t\t\t\tAntisocial\n\t\t\t\t | \n\t\t\t\t\n\t\t\t\t\tBorderline\n\t\t\t\t | \n\t\t\t
ADHD (n=51) | \n\t\t\tMean | \n\t\t\t50.6 | \n\t\t\t58.5 | \n\t\t\t61.4 | \n\t\t\t55.4 | \n\t\t
\n\t\t\t | Std. Dev | \n\t\t\t23.6 | \n\t\t\t21.7 | \n\t\t\t14.3 | \n\t\t\t21.7 | \n\t\t
\n\t\t\t | Min | \n\t\t\t0 | \n\t\t\t15 | \n\t\t\t35 | \n\t\t\t0.0 | \n\t\t
\n\t\t\t | Max | \n\t\t\t95 | \n\t\t\t110 | \n\t\t\t90 | \n\t\t\t92.0 | \n\t\t
Non-ADHD(n=43) | \n\t\t\tMean | \n\t\t\t60.1 | \n\t\t\t55.9 | \n\t\t\t43.6 | \n\t\t\t38.4 | \n\t\t
\n\t\t\t | Std. Dev | \n\t\t\t23.3 | \n\t\t\t20.8 | \n\t\t\t19.1 | \n\t\t\t22.4 | \n\t\t
\n\t\t\t | Min | \n\t\t\t4 | \n\t\t\t15 | \n\t\t\t8 | \n\t\t\t0.0 | \n\t\t
\n\t\t\t | Max | \n\t\t\t98 | \n\t\t\t98 | \n\t\t\t82 | \n\t\t\t85.0 | \n\t\t
Descriptive statistics for the 4 groups for the interpersonal sub-scales
Mean scores of the 4 Cluster B Personality Scales for the 2 groups
In terms of the average base rate scores, Table 3 and Figure 2 reflected that the two groups were more or less equal in terms of Narcissism and that the non-ADHD group had a higher average score on the Histrionic, but significantly lower scores on both the Anti-Social and Borderline scales (See Tables 3 and 4). Of particular importance is that none of the average scores were higher than 75, indicating that neither of the two groups displayed typical persistent personality traits.
\n\t\t\t\t\t\n\t\t\t\t | \n\t\t\t\t\n\t\t\t\t\tHistrionic\n\t\t\t\t | \n\t\t\t\t\n\t\t\t\t\tNarcissistic\n\t\t\t\t | \n\t\t\t\t\n\t\t\t\t\tAntisocial\n\t\t\t\t | \n\t\t\t\t\n\t\t\t\t\tBorderline\n\t\t\t\t | \n\t\t\t
Mann-Whitney U | \n\t\t\t861.0 | \n\t\t\t980.5 | \n\t\t\t502.5 | \n\t\t\t612.5 | \n\t\t
Wilcoxon W | \n\t\t\t2187.0 | \n\t\t\t1926.5 | \n\t\t\t1448.5 | \n\t\t\t1558.5 | \n\t\t
Z | \n\t\t\t-1.791 | \n\t\t\t-.882 | \n\t\t\t-4.521 | \n\t\t\t-3.678 | \n\t\t
p | \n\t\t\t0.07 | \n\t\t\t0.38 | \n\t\t\t\n\t\t\t\t\n\t\t\t\t\t0.000***\n\t\t\t\t\t\n\t\t\t\t\n\t\t\t | \n\t\t\t\n\t\t\t\t\n\t\t\t\t\t.000***\n\t\t\t\t\t\n\t\t\t\t\n\t\t\t | \n\t\t
Differences between ADHD and Normal groups for the interpersonal sub-scales
Where: ***: p<0.001
Interpreting only the differences in base rate scores of the MCMI can be misleading, therefore the scores of individuals for each of the scales was categorised into one of three categories, i.e. Low (<75), High (75-84) or Significant (84>) (See Table 5).
\n\t\t\t\t | \n\t\t\t\t | \n\t\t\t\t\tLow score\n\t\t\t\t | \n\t\t\t\t\n\t\t\t\t\tHigh score\n\t\t\t\t | \n\t\t\t\t\n\t\t\t\t\tSignificant score\n\t\t\t\t | \n\t\t\t\t\n\t\t\t | |
\n\t\t\t\t | \n\t\t\t\t | <75 | \n\t\t\t\t75 - 84 | \n\t\t\t\t85> | \n\t\tTotal | \n\t|
\n\t | \n\t | N | \n\tN | \n\tN | \n\tN | \n|
\n\t | ADHD | \n\t42 | \n\t5 | \n\t4 | \n\t51 | \n|
Histrionic | \n\tnADHD | \n\t30 | \n\t4 | \n\t9 | \n\t43 | \n|
\n\t | Total | \n\t72 | \n\t9 | \n\t13 | \n\t\n | |
\n\t | ADHD | \n\t41 | \n\t3 | \n\t7 | \n\t51 | \n|
Narcissistic | \n\tnADHD | \n\t35 | \n\t2 | \n\t6 | \n\t43 | \n|
\n\t | Total | \n\t76 | \n\t5 | \n\t13 | \n\t94 | \n|
\n\t | ADHD | \n\t37 | \n\t12 | \n\t2 | \n\t51 | \n|
Anti-social | \n\tnADHD | \n\t39 | \n\t4 | \n\t0 | \n\t43 | \n|
\n\t | Total | \n\t76 | \n\t16 | \n\t2 | \n\t94 | \n|
\n\t | ADHD | \n\t40 | \n\t8 | \n\t3 | \n\t51 | \n|
Borderline | \n\tnADHD | \n\t41 | \n\t1 | \n\t1 | \n\t43 | \n|
\n\t | Total | \n\t81 | \n\t9 | \n\t4 | \n\t94 | \n
Number of participants per category of Cluster B Personality scores
When investigating the data in this way, the results indicate that there were significant differences between the 2 groups on all of the subscales (See Table 6).
\n\t\t\t | \n\t\t\t\tHistrionic\n\t\t\t | \n\t\t\t\n\t\t\t\tNarcissistic\n\t\t\t | \n\t\t\t\n\t\t\t\tBorderline\n\t\t\t | \n\t\t\t\n\t\t\t\tAnti-social\n\t\t\t | \n\t\t
Chi-Square | \n\t\t79.43 | \n\t\t96.53 | \n\t\t118.5 | \n\t\t98.64 | \n\t
Df | \n\t\t2 | \n\t\t2 | \n\t\t2 | \n\t\t2 | \n\t
Significance | \n\t\t\n\t\t\t\n\t\t\t\t.000***\n\t\t\t\t\n\t\t\t\n\t\t | \n\t\t\n\t\t\t\n\t\t\t\t.000***\n\t\t\t\t\n\t\t\t\n\t\t | \n\t\t\n\t\t\t\n\t\t\t\t.000***\n\t\t\t\t\n\t\t\t\n\t\t | \n\t\t\n\t\t\t\n\t\t\t\t.000***\n\t\t\t\t\n\t\t\t\n\t\t | \n\t
Chi Square for differences between the 2 groups
Where: ***: p<0.0001
Given these results, a frequency analysis was done to determine how many elevated scores (85>) an individual participant had (See Table 7).
\n\t\t\t\tNumber of Personality Disorders\n\t\t\t | \n\t\t\t\n\t\t\t\tADHD\n\t\t\t | \n\t\t\t\n\t\t\t\tnADHD\n\t\t\t | \n\t\t
0 | \n\t\t39 (76.5%) | \n\t\t39 (90.7%) | \n\t
1 | \n\t\t9 (17.6%) | \n\t\t4 (9.3%) | \n\t
2 | \n\t\t2 (3.9%) | \n\t\t0 (0.0%) | \n\t
3 | \n\t\t1 (2%) | \n\t\t0 (0.0%) | \n\t
Total | \n\t\t51 | \n\t\t43 | \n\t
Number of Personality Disorders per group
These results, from a maturational deviation perspective are meaningful in that the majority of the ADHD participants (76%) did not show any evidence of a Cluster B Personality Disorder. If one assumes that ADHD is due to maturational lag, and that Cluster B Personality Disorders are also due to maturational lag, then these results seriously challenge this assumption. Given the fact that a higher percentage of ADHD (27.5%) showed indications of one or more Cluster B Personality Disorders than the non-ADHD group (9.3%), there seems to be evidence of a possible maturational deviation process.
This part of the study focussed the brain’s intracranial electrical currents and potentials, in other words cortical activity, of adults with ADHD, and those with no ADHD symptomatology. The patterns that are of particular concern are the activity (elevation or suppression) of the four frequency bands (delta, theta, alpha and beta).
The study focused on two domains of investigation: power spectral and ratio coefficients. Power spectral studies concerns the calculation of absolute and relative power estimates [20].
Power spectral density or the power spectrum “… reflects the ‘frequency content’ of the signal or the distribution of signal power over frequency” [82, p. 806]. For the power spectral domain the analysis was concerned with two spectral parameters, i.e.:
Relative power is determined by the amount of EEG activity in a frequency band divided by the sum of the other bands [75].
Absolute power is the amount for one specific frequency band without its relationship to the other bands [79].
Ratio coefficients refers to the ratio between power in different frequency bands [20].
These two domains of investigation were selected on the basis that they are the most common and often preferred means of investigation for ADHD studies [20]. The mean values obtained for the ADHD and non-ADHD group, per area of the brain investigated and per frequency cluster were employed in obtaining the values for the domains of investigation. The abovementioned equations were applied and subsequently, the absolute, relative and power ratios were determined. Note that for this study frequency parameters are set as follows: delta (1-4Hz); theta (4-8Hz); alpha (8-13Hz); and Beta (13-20Hz). The Greek symbols employed to denote the different waves include: delta as δ; theta as θ; alpha as α; and finally beta as β. As far as the experimental condition is concerned, the abbreviation of EC is employed.
In order to address the research question a between-subjects analysis of diagnostic group differences was applied. Seeing that the small sample size was not representative of the greater population, nonparametric statistical procedures were employed [85]. Subsequently the Mann-Whitney U-test was applied with the use of SPSS software. The Mann-Whitney U test is the nonparametric alternative to an independent t-test. The Mann-Whitney U test is appropriate for the between-subjects analysis because it compares differences between two independent groups, in this case ADHD with non-ADHD [85].
In Table 8 the absolute mean power (µV2) and Table 9 the relative mean power for the different frequency bands for the different cortical areas across the different conditions are reported. The table is formatted in this way as to compare the ADHD sample with the non-ADHD sample according to the four frequency clusters and according to the area of the brain investigated.
The results of the resting EEG reveal elevated ADHD relative theta activity at frontal midline sites. This finding is consistent with childhood and adolescent research that is suggestive of a maturational lag and developmental deviation profile. Increased relative theta activity is also indicated in the ADHD studies of [18,19] as well as Clarke et al. (2008b) at frontal midline sites. Although it was also expected that theta activity would be elevated in frontal sites, this was not confirmed in the present study. Moreover, the elevation or decrease of theta activity is not documented widely for parietal sites in ADHD literature. However, an interesting observation that was not indicated for the initial expectations for the current study is the presence of decreased absolute theta for the ADHD sample at parietal sites. The reduction of absolute theta at parietal sites is also not supported in the other six ADHD studies mentioned [10, 18, 19, 61,31,33].
The results of the resting EEG further reveal elevated theta/beta and theta/alpha ratios at frontal midline sites. These results are consistent with child and adolescent research that are suggestive of a developmental deviation profile. These results are also indicated in the ADHD studies of [18, 19, 33].
The resting EEG of the current study also indicates decreased relative beta power for the ADHD sample in the frontal midline area. These results are in line with child and adolescent research that are suggestive of a developmental deviation profile. Of the six ADHD studies [10, 18, 19, 31,33, 61] identified in the current author’s literature search, none of the authors confirm such results. Also, although decreased beta power was expected for frontal and frontal midline sites, the finding was only apparent for the frontal midline area.
\n\t\t\t | \n\t\t\t\tADHD\n\t\t\t | \n\t\t\t\n\t\t\t\tnon-ADHD\n\t\t\t | \n\t\t\t\n\t\t\t\tMann-Whitney U\n\t\t\t | \n\t\t\t\n\t\t\t\tWilcoxon W\n\t\t\t | \n\t\t\t\n\t\t\t\tZ\n\t\t\t | \n\t\t\t\n\t\t\t\tBetween group differences \n\t\t\t | \n\t\t
\n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t\t | p | \n\t
Frontal | \n\t\t\n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t |
δ | \n\t\t0.0191 | \n\t\t0.0210 | \n\t\t35.5 | \n\t\t90.5 | \n\t\t-0.78 | \n\t\t0.44 | \n\t
θ | \n\t\t0.0549 | \n\t\t0.0588 | \n\t\t38.0 | \n\t\t93.0 | \n\t\t-0.57 | \n\t\t0.60 | \n\t
α | \n\t\t0.0444 | \n\t\t0.0476 | \n\t\t34.5 | \n\t\t89.5 | \n\t\t-0.86 | \n\t\t0.40 | \n\t
β | \n\t\t0.0171 | \n\t\t0.0178 | \n\t\t38.5 | \n\t\t93.5 | \n\t\t-0.54 | \n\t\t0.59 | \n\t
Midline | \n\t\t\n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t |
δ | \n\t\t0.0106 | \n\t\t0.0070 | \n\t\t34.0 | \n\t\t79.0 | \n\t\t-0.91 | \n\t\t0.40 | \n\t
θ | \n\t\t0.0304 | \n\t\t0.0241 | \n\t\t35.0 | \n\t\t80.0 | \n\t\t-0.82 | \n\t\t0.45 | \n\t
α | \n\t\t0.0234 | \n\t\t0.0206 | \n\t\t38.5 | \n\t\t83.5 | \n\t\t-0.53 | \n\t\t0.60 | \n\t
β | \n\t\t0.0082 | \n\t\t0.0074 | \n\t\t39.5 | \n\t\t84.5 | \n\t\t-0.454 | \n\t\t0.66 | \n\t
Parietal | \n\t\t\n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t |
δ | \n\t\t0.0171 | \n\t\t0.0317 | \n\t\t20.5 | \n\t\t75.5 | \n\t\t-2.01 | \n\t\t\n\t\t\t0.04*\n\t\t | \n\t
θ | \n\t\t0.0459 | \n\t\t0.0696 | \n\t\t20.5 | \n\t\t75.0 | \n\t\t-2.05 | \n\t\t\n\t\t\t0.04*\n\t\t | \n\t
α | \n\t\t0.0358 | \n\t\t0.0513 | \n\t\t21.0 | \n\t\t76.0 | \n\t\t-1.96 | \n\t\t0.05 | \n\t
β | \n\t\t0.0129 | \n\t\t0.0211 | \n\t\t19.5 | \n\t\t74.5 | \n\t\t-2.09 | \n\t\t\n\t\t\t0.04*\n\t\t | \n\t
Absolute Mean Power (µV2) for the ADHD (n=10) and the non-ADHD (n=9) Groups
Where: *: p<0.05
\n\t\t\t | \n\t\t\t\tADHD\n\t\t\t | \n\t\t\t\n\t\t\t\tnon-ADHD\n\t\t\t | \n\t\t\t\n\t\t\t\tMann-Whitney U\n\t\t\t | \n\t\t\t\n\t\t\t\tWilcoxon W\n\t\t\t | \n\t\t\t\n\t\t\t\tZ\n\t\t\t | \n\t\t\t\n\t\t\t\tBetween group differences \n\t\t\t | \n\t\t
\n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t\t | p | \n\t
Frontal | \n\t\t\n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t |
δ | \n\t\t13.0985 | \n\t\t13.5419 | \n\t\t39.5 | \n\t\t84.5 | \n\t\t-0.45 | \n\t\t0.50 | \n\t
θ | \n\t\t40.7944 | \n\t\t40.6344 | \n\t\t39.0 | \n\t\t84.0 | \n\t\t-0.49 | \n\t\t0.66 | \n\t
α | \n\t\t33.4839 | \n\t\t33.4904 | \n\t\t40.0 | \n\t\t85.0 | \n\t\t-0.41 | \n\t\t0.72 | \n\t
β | \n\t\t12.6232 | \n\t\t12.3331 | \n\t\t42.0 | \n\t\t87.0 | \n\t\t-0.25 | \n\t\t0.80 | \n\t
Midline | \n\t\t\n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t |
δ | \n\t\t12.6778 | \n\t\t11.7963 | \n\t\t34.0 | \n\t\t79.0 | \n\t\t-0.91 | \n\t\t0.40 | \n\t
θ | \n\t\t41.9948 | \n\t\t40.9362 | \n\t\t0.00 | \n\t\t45.0 | \n\t\t-3.68 | \n\t\t\n\t\t\t0.000***\n\t\t\t\n\t\t | \n\t
α | \n\t\t33.6352 | \n\t\t35.0017 | \n\t\t11.0 | \n\t\t64.0 | \n\t\t-2.94 | \n\t\t\n\t\t\t0.004**\n\t\t\t\n\t\t | \n\t
β | \n\t\t11.6922 | \n\t\t12.2656 | \n\t\t15.0 | \n\t\t70.0 | \n\t\t-2.45 | \n\t\t\n\t\t\t0.01**\n\t\t\t\n\t\t | \n\t
Parietal | \n\t\t\n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t |
δ | \n\t\t14.0345 | \n\t\t16.4011 | \n\t\t20.5 | \n\t\t75.5 | \n\t\t-2.01 | \n\t\t\n\t\t\t0.04*\n\t\t\t\n\t\t | \n\t
θ | \n\t\t40.8777 | \n\t\t40.1942 | \n\t\t30.0 | \n\t\t75.0 | \n\t\t-1.23 | \n\t\t0.24 | \n\t
α | \n\t\t33.1763 | \n\t\t31.1389 | \n\t\t29.0 | \n\t\t74.0 | \n\t\t-1.31 | \n\t\t0.21 | \n\t
β | \n\t\t11.9112 | \n\t\t12.2660 | \n\t\t26.0 | \n\t\t81.0 | \n\t\t-1.55 | \n\t\t0.13 | \n\t
Relative Mean Power (µV2) for the ADHD (n=10) and the non-ADHD (n=9) Groups
The results of the resting EEG further reveal decreased absolute alpha and beta activity for the ADHD sample at parietal sites. These findings are observed in child and adolescent research that are consistent with the maturational lag and developmental deviation profile. The results however have not been indicated in the six ADHD studies identified in the literature search.
\n\t\t\t | \n\t\t\t\tADHD\n\t\t\t | \n\t\t\t\n\t\t\t\tnon-ADHD\n\t\t\t | \n\t\t\t\n\t\t\t\tMann-Whitney U\n\t\t\t | \n\t\t\t\n\t\t\t\tWilcoxon W\n\t\t\t | \n\t\t\t\n\t\t\t\tZ\n\t\t\t | \n\t\t\t\n\t\t\t\tBetween group differences (p)\n\t\t\t | \n\t\t
Frontal | \n\t\t\n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t |
θ:β | \n\t\t3.28 | \n\t\t3.30 | \n\t\t42.0 | \n\t\t97.0 | \n\t\t-0.25 | \n\t\t0.84 | \n\t
θ:α | \n\t\t1.23 | \n\t\t1.23 | \n\t\t39.5 | \n\t\t94.5 | \n\t\t-0.45 | \n\t\t0.66 | \n\t
Midline | \n\t\t\n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t |
θ:β | \n\t\t3.69 | \n\t\t3.33 | \n\t\t6.0 | \n\t\t51.0 | \n\t\t-3.19 | \n\t\t\n\t\t\t 0.001**\n\t\t\t\n\t\t | \n\t
θ:α | \n\t\t1.28 | \n\t\t1.17 | \n\t\t2.0 | \n\t\t47.0 | \n\t\t-3.52 | \n\t\t\n\t\t\t 0.000***\n\t\t\t\n\t\t | \n\t
Parietal | \n\t\t\n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t\t | \n\t |
θ:β | \n\t\t3.63 | \n\t\t3.98 | \n\t\t21.0 | \n\t\t66.0 | \n\t\t-1.96 | \n\t\t0.05 | \n\t
θ:α | \n\t\t1.27 | \n\t\t1.34 | \n\t\t43.0 | \n\t\t98.0 | \n\t\t-0.16 | \n\t\t0.91 | \n\t
Mean Power Ratio Values for the ADHD (n=10) and the nADHD (n=9) groups
Where ** p<.01 and *** p<.001
The current study’s results contribute to the neurobiological and pathophysiological information of ADHD and are important for the advancement of aetiological theorising in the field. Of particular relevance is the interpretation of data in accordance to the maturational lag and developmental deviation model. The abovementioned results are consistent with child and adolescent research that support both models. Hence this brings forth the question of which model more adequately describes the aetiological bases that may be related to the phenomenon of ADHD.
Given the overlap between the neurocognitive symptoms between ADHD and Personality Disorders (specifically Cluster B), the first part of the study investigated the prevalence of Personality Disorders in ADHD. The rationale for this was twofold, i.e. there is evidence to suggest that Cluster B disorders may be the result, as is the case with ADHD, of maturational lag, therefore, if this is true, all adults with ADHD should show signs of at least one Cluster B personality disorder. The results of the study indicated that the majority of the adults with ADHD did not show any significant signs of a Cluster B personality disorder. However, there were more ADHD adults showing signs of more than one personality disorder than those adults without ADHD. If one stays with the assumption that there is a neurocognitive component to personality disorders, this may be indicative of maturational deviation.
These findings seem to suggest that (1) ADHD cannot be viewed as a homogeneous disorder with the same underlying neurodevelopmental processes, and (2) childhood ADHD does not necessarily progress into a personality disorder (see Figure 6), therefore there is room for both an Axis I and Axis II diagnosis in adults with ADHD. One of the problems considering ADHD as a homogenous disorder is that it may suggest a single course with a single outcome. Research, however, suggests that there may be multiple outcomes, i.e. remission in adolescence or continuation into adulthood. If there is an assumption of multiple outcomes, it should firstly indicate that this is not a homogenous disorder, and secondly it implies that there are different etiological pathways as well. Before one can draw a final conclusiuon about these statements, it is important to also review the EEG results of the ADHD participants.
In order to further investigate the maturational lag vs. maturational deviation theory of ADHD, an EEG study, was done on a smaller sample. The maturational lag model suggests that ADHD behaviours are a consequence of a neurodevelopmental lag [8]. It further denotes that individuals with ADHD symptoms present with cortical activity patterns that are similar to that witnessed in younger children [8, 20]. Moreover it is accepted that cortical development is expected to ‘catch up’ and remit in adolescence [6]. The developmental deviation model denote that the cortical activity of individuals with ADHD symptoms are not considered normal at any age and is not likely to mature in a normal fashion [20].
Comparison of normative, maturational lag and maturational deviation models of slow wave activity across developmental stages
Comparison of normative, maturational lag and maturational deviation models of fast wave activity across developmental stages
As mentioned already, the results of the current study are in line with the ADHD results of [10, 18, 19, 33] who indicate elevated slow wave activity and increased theta/beta and theta/alpha ratios. Seeing that EEG aberrances are clearly indicated in adult samples, it does not confirm the maturational lag’s assumption that cortical maturation will eventually ‘catch up’ [6, 20]. Instead, the data suggests that ADHD symptoms do persist for some individuals into adulthood. The results further support the developmental deviation, which suggests that ADHD behaviours are related to the disorganisation of wave activity that deviates from normal development [17, 20]. The deviation is revealed in the results wherein the cortical activity patterns remain aberrant and have not normalised in the ADHD sample. Taken together, the results of the current study confirms [18] notion that since abnormalities of the EEG persists into adulthood for the ADHD sample, the data is indicative of a more persistent developmental deviation for some individuals with the disorder and that not all individuals who present with the disorder will eventually outgrow it.
Up to this point the results of the resting EEG suggests that the data obtained is more suggestive of a developmental deviation than a maturational lag. However, as mentioned already, the results of the current study indicates increased relative theta and consequently elevated theta/beta and theta/alpha ratios as well as decreased relative beta at frontal midline sites for the ADHD sample in comparison with controls. This profile displays an elevation in slow wave activity and a decrease in fast wave activity. Although this profile is clearly indicated in developmental deviation and maturational lag models, the maturational lag model provides the qualitative and aetiological information that links this profile with ADHD behaviours.
EEG support of the maturational lag model reveals in its findings cortical activity patterns that are similar to that witnessed in younger children [10, 20]. In accordance to Kinsbourne [5], the father of the model’s ideas, the cortical activity patterns that limit the performance of younger children are synonymous to that which typically compromises the performance of individuals with ADHD symptomatology [10, 20]. Recent normative databases suggest that absolute and/or relative slow wave activity (delta and theta) is elevated in childhood and is the highest shortly before puberty, where after it declines by 60% and finally slows down in its decline after the age of 17 [83, 84] (see Figure 3). Following puberty, fast wave activity (alpha and beta) reportedly increases [86]. Finally, between the ages of 25 to 30 years the cortical thickening and thinning (myelination) stabilises and the process of growth spurts and oscillations in terms of cortical activity lessens and normalises [86]. In relation to normative EEG data it is evident that the increase in slow wave activity and decrease in fast wave activity would be more evident in younger children before puberty commences. Hence it appears that the ADHD type behaviours of the current ADHD sample may be aetiologically related to the patterns of cortical activity that typically limit the performance of younger children.
The abovementioned paragraphs elicit information that has implications for the interpretation and advancement of aetiological theorising according to EEG-based models of ADHD. The developmental deviation denotes that the EEG aberrances observed in individuals with ADHD symptoms are not normal in individuals of any age [20]. However, as indicated above, the cortical activity patterns observed in the ADHD sample is synonymous to that which is often observed in younger children. Hence, the data supports the assumption that cortical maturation deviates from normal development and that the deviation is more persistent; however, it does not support the notion that the resting EEG observed is not similar to patterns witnessed at any particular age. Also, the presence of this profile in ADHD EEG research does not automatically serve as evidence of a maturational lag. The reason for this is because the observation of EEG activity, that is similar to that witnessed in younger children in one point in time, does not suggest that those patterns will eventually ‘catch up’.
A further matter to consider in relation to the resting EEG of the current study is the posterior-anterior time course of cortical development. It is evident that the results of the current study yield EEG aberrances in parietal, frontal and frontal midline sites for the ADHD sample. As discussed previously, the posterior-anterior time course of cortical development suggests that the cortical activity in posterior regions mature more rapidly than frontal regions [87]. When cortical development follows this pathway, delta, theta and alpha develop first from birth in occipital regions and only appear later in parietal and central regions and finally in frontal regions [26].
The results of the current study indicate deviations in the EEG for the ADHD from the control group that are present in early-maturing (parietal area) and later-maturing (frontal and frontal midline area) sites. If maturation were seen to ‘catch up’ in the ADHD sample, then the greatest between- group differences would only have been indicated at frontal sites [26]. Hence, the data is not suggestive of development that is slow to ‘catch up’ but again suggests that development in the ADHD sample is indicating a more persistent deviation and disorganisation of wave activity [20, 30]. In Figure 5, a summary is provided of evidence for both a maturational lag and deviance model.
Cortical Activity Patterns of ADHD in Resting Conditions
It must be emphasised that this study was exploratory in nature, and in many ways it resulted in more questions than answers. What the study did do however, was to highlight some problems in our interpretation of quantitative data. The first of these is the problem of the average. The conclusion drawn from averages does not include a satisfactory explanation for the variance, i.e. in terms of maturational lag, as the findings suggest that there is a distinct possibility that some of these reach cortical maturity at the same rate as non-ADHD children (i.e. those at the higher end of the distribution), and that there are those who may reach this much longer after the 3 year average (i.e. those at the lower end of the distribution). At both ends of the distribution, it opens the possibility for maturational deviance as symptoms are present, but cannot be explained fully by the maturational lag theory (See Figure 6). In line with this above argument, even within studies, not all cortical areas are affected in the same way. This is, in essence, not problematic, however, formulating a general maturational lag model is, as it seems to imply that there is general maturational lag. Furthermore there are studies that report maturational lag, but include discrepant findings in cortical areas which are explained asymmetrical maturation. The question that arises is whether this should then be considered as maturational lag or maturational deviance.
Multiple outcomes of ADHD in adulthood
A common theme which runs through all the studies, and may account for many of the comments above, is that ADHD is often considered to be a homogenous disorder. It is quite possible that maturational lag would best account for a certain sub-group, and deviance for others (See Figure 6). If we are going to gain more insight into the etiology of this disorder, we need to review our research methodologies. It is argued that many of the confounding / contradictory results is the way in which studies are conceptualised. In this regard, the sampling of participants needs to be more focused, as current studies seem to include mainly the combined sub-type of ADHD [6].If this were true, it would not be inaccurate to state that very little is known about brain maturation in children with the inattentive subtype. It is therefore imperative that sampling be done much more specifically and that subtypes are compared to each other. Furthermore, one needs to deviate from the common practice to exclude participants with both ADHD and comorbid conditions and rather group these participants together based on disorders that are alike in both symptomotology and theoretical etiology.
Phosphorous (P) is an indispensable limiting factor for plant growth and development [1]. Agricultural land comprised on low P availability is about 67% to sustain a better crop production [2]. P is mostly absorbed by diffusion through root absorption by creating gradients force. Very little (0.05 g−1) of phosphate concentration is soil moved to the roots through capillary water movement. The value of P extracted is low by P concentration at the root-soil surface, and wheat roots have to grow to come into contact with new soil from which can extract phosphate. Thus, the length of root is a major factors of absorbing surface area [3]. Organic P is not directly amenable for plant to capture to make it easily accessible for plant uptake, conversion of organic P into inorganic Pi (H2PO4−, PO43−, and HPO42−) is a prerequisite [4]. Plants have adapted a range of strategies to improve Pi availability such as microbial symbiotic association [5], modification in root system architecture (RSA) [6], cluster root (CR) formation [7], organic acid exudation [8], H+ secretion, and genetic modification [9, 10] (Figure 1). For instance, white lupin (Lupinus albus) has developed extreme tolerance to low Pi condition through forming specialized dense root structures known as cluster root [10]. Cluster root secretes large number of organic acids, protons, and acid phosphatases into the soil, that increases Pi availability [19, 20].
Under P stress condition plant evolved multiple adaptive responses to improve Pi uptake, recycling and transportation [11, 12, 13, 14, 15, 16, 17, 18].
No. | Genes/transcription factors | Plants | Function | Reference |
---|---|---|---|---|
1. | OsPTF1 | Oryzae sativa | Contribute to P availability | [79] |
2. | OsPSTOL1 | Oryzae sativa | Confer tolerance to drought and increased crop yield | [82] |
3. | OsFH1 | Oryzae sativa | Improves root hairs growth and elongation | [81] |
4. | DRO1 | Oryzae sativa | Develop deeper root system | [83] |
5. | OsEXPA17 | Oryzae sativa | Involved in root elongation | [84] |
6. | OsSNDP1 | Oryzae sativa | Promotes root hair elongation | [85] |
7. | OsSAPK10 | Oryzae sativa | Increases root hair length | [86] |
8. | AtPHR1 | Arabidopsis thaliana | Contribute to P availability, important role in regulating PSRs | [79, 80] |
9. | PHO1 and AVP1 | Arabidopsis thaliana | Improved resistance to drought, and maintain Pi homeostasis, plant productivity | [87, 88] |
10. | AVP1 | Solanum lycopersicum | Increased Pi transport and root/shoot dry weight, resistant to P deficient soil | [89] |
The phosphorous starvation induced genes and transporters involved in promoting plant growth and development.
Another important strategy for improving Pi availability and uptake under P limited region is the exudation of organic compounds and acid phosphatase by plant roots into the rhizospheric zone. Cluster roots of white lupin are known as exudate organic acid such as citrate, malate, malonate, carboxylate, and acid phosphatase into the soil [7, 21, 22]. Several other distantly related plant families have the ability to form cluster root, and is commonly found in proteaceae family [23]. It is not mandatory that, every genus of plant family produce CR root, like some member of other families can form CR (Restionaceae, Moraceae, Myricaceae, Elaeagnaceae, Fabaceae, Casuarinaceae, Cyperaceae, Cucurbitaceae, and Betulaceae) [24].
Previous studies have shown that the exudation of PAP (purple acid phosphatase) may facilitate the use of organic P for plants [25, 26]. Membrane localized high affinity transporters (PHT1) also exhibit great contribution in improving P uptake, and have been recognized in soybean, rice, and wheat roots [27, 28, 29, 30]. Arbuscular mycorrhizal fungi (AMF) symbiotic association plays vital role in improving plant ability to acquire inorganic P from rhizosphere [5]. Additionally, AMF symbiotic process activates expression of PSI genes (Pi starvation inducible), involving phosphate transporters, ATPases, and acid phosphatases, [28, 31, 32], which increases the ability of Pi acquisition in plants. Further, studies on identifying the whole genetic mechanisms underlying P adaptability mechanisms would provide a better understanding in producing modern P efficient agricultural crops, that will not only reduce fertilizer cost but also improves plant production.
Most of the soils have a large reservoirs of total phosphorus, while available P is at low level [33], and it is further reported that soil total P is about 100 times higher than available P to crops plants. Phosphorous is a key determinant factor in regulating plant cell metabolism, and is a major constituent of nucleic acid, phospholipid, ATP and NADPH. It is not amenable for plant to uptake like other growth nutrient due to its high reactivity [34]. Freely available Pi can form complexes with Al and Fe under acidic and with Mg and Ca under alkaline/neutral soil, rendering the Pi inaccessible for plant to uptake [35]. Furthermore, phytic acid bounds with 60–80% of agricultural Pi and restricts its availability, that requires mineralization of Pi before assimilated by plant root [36]. This problem of Pi starvation can be solved by applying phosphate fertilizer [37]. But due to the limited availability of phosphate resources it is not a permanent solution to rely on it for future agricultural production, however, it becomes a major threating bulletin towards future agriculture system [38]. However, a deep understanding of plant adaptability and respond mechanism to low P condition would help in establishing modern strategy for efficient utilization of Pi by plants.
The whole agriculture system relies on the use of fertilizer to increase yield, and maintaining plant growth. Some ecological and economical drawbacks have provoked the interest to explore alternative approaches to fulfill the demand of global food supply [10, 39, 40, 41]. To determine the mechanism that facilitates plant growth on poor nutrient soil, scientists are learning from those plants that are extremely tolerance to nutrient deficiency condition, such as cluster root forming plant species.
Phosphorus utilization (grain yield per unit P in the plant) is dependent on the plants P requirement. The P utilization efficiency can improve due to the increase in harvest index, P harvest index, and low P concentration in grain. Moreover, the strategy for reducing P content in grain has some limits. Therefore, in a P deficits soils, excessively low values of P concentration in grain affects seed vigor [42, 43]. To improve P utilization efficiency that selection of wheat genotypes is important, which removes small amount of P from soil due to their low P concentration in grains contributes in soil sustainability [44].
The availability of soluble P uptake by plant is due to PS microbes, and the release of important nutrients can also improve growth and development of plants [45]. Therefore, due to symbiotic and asymbiotic the change in the concentration of phytohormones, e.g., indole acetic acid also gave the positive results about the increase in growth and development of plants [46, 47]. This mechanism is active at different growth stages; however, PS microbes have the ability for synthesizing plant growth promoting nutrients at different climatic conditions [48].
Naturally, plants have evolved several different mechanisms to cope with nutrient limiting (Pi stress) conditions, either by acquiring more phosphate from soil or by maintain Pi homeostasis within plant body. These adaptive mechanisms could be appearing as biochemical, physiological, or molecular responses to low P conditions.
In a Pi stress condition, the plant roots undergo a range of phosphate stress responses, involving modification in root system architecture (RSA), increasing/inducing expression of Pi transporters, secretion of large amount of organic acid and acid phosphatases. Root exudates are below ground substances released by the plant root which plays multiple role in plant defense and nutrient uptake such as attractants, stimulator, signaling molecules, and also as an inhibitor against toxic pathogen. Root exudates are continuing source of fixed carbon to carry out plant’s photosynthetic activity. Major differences in the root exudation type, exudation levels, and root architecture system distinctly varies from plant species to species. It is speculated that, nutrient influx and efflux by plant root is heterogeneous among time and space [49]. Mucilage exuded by the roots, with its high water holding capacity [50], may increase water holding capacity of the rhizosphere (area around plant root).
Mucilage has positive effects on root water and nutrient uptake, it has the potential to increase the capability of young root segments to capture water from soils, particularly under drought condition. Such characteristics potentially help plants to use soil resources and survive drought spells [51]. However, the role of root exudates and the rhizosphere on nutrient uptake and drought tolerance has not yet been demonstrated and remains largely hypothetical. Plant roots exude several compounds such as phenolic, amino acids, sugars, and organic acids [52]. Major organic acids e.g. citrate, malate, and oxalate are implicating in regulating nutrient acquisition, and stimulating toxic metal detoxification mechanisms [53, 54, 55].
There is an evidence, indicating direct role of organic acid in mobilizing phosphorous for plant uptake and detoxification of Al3+, Fe, and Mn2+ [56, 57]. It is noteworthy to mention that, from total P fraction exist in soil only Pi (inorganic P) and is directly available to capture by plant root [58]. A number of plant species respond to low P condition by secreting large amount of organic acids such as Lupinus albus, Glycine max, Zea mays, Triticum aestivum, Cajanus cajan, Phaseolus vulgaris; Cassia tora, Hordeum vulgare and Solanum tuberosum [55, 59, 60, 61, 62, 63, 64, 65]. For example, Lupinus albus cluster root forming plant were shown to secrete citric acid, and proposed that citrate greatly improved Pi acquisition by forming ferric-hydroxy-phosphate compound diffused to the root and release Pi in to the rhizosphere [59]. Similarly, Cajanus cajan exudates malonic and piscidic acid that solubilized fixed P to directly available Pi form [63, 66].
Plants survive in heterogeneous environment, are exposed to various abiotic factors such as; high temperature, salinity, drought, and nutrient deficiency etc. Phosphorous deficient soil is one of the major abiotic factors compromising plant growth status, particularly by reducing crop yield. Drought is a major stress on plants that partially limit nutrient availability, acquisition and remobilization [67]. Under low P availability plants adapted various physiological responses such as anthocyanin accumulation [68, 69], inhibition of primary root elongation, massive production of lateral and cluster root development [68]. Root tip serves as entry point for P sensing, modification in root system potentially contribute to nutrient uptake for maintaining plant survival under P starvation [70, 71, 72]. It is suggested that well developed root architecture is an important adaptive strategy for plants to acquire more Pi from soil. It has been revealed that, Phaseolus vulgaris genotype having highly branched root architecture showed efficient P acquisition ability [73].
Root hairs are also quite important for the uptake of poorly mobile growth factor such as P by improving soil exploration. It was reported that, under P deficient condition root hairs regulates almost 63% of the total P uptake [17]. Therefore, different plant species or genotypes with different root hairs/length may exhibit different P uptake efficiency [74]. Cluster root excretes large number of citrate, malonate, and phosphatases, that help in solubilization of fixed P to available form that is easily accessible for plant to capture [75]. Many studies elaborated that root hairs exhibit primary role in P acquisition under low P soil [17, 68]. It is concluded that root hairs showed strong correlation in phosphorus acquisition [76].
Generally, plants employ a range of molecular mechanisms to confer resistance against multiple abiotic and biotic stresses that influence nutrient availability, uptake, and recycling. The ability of plant to sense and transduce signals is regulated by multiple genes or transcription factor. A growing body of evidence from mammals and yeast proposes that role of chromatic structure governs by metabolic signals [77], while the identification of molecular players involved in crosstalk of signal transduction pathways remains largely unknown [78]. Understanding the molecular mechanism behind belowground root traits would help to identify genetic markers to improve abiotic/biotic stress tolerance and environmental variability. Plants exposed to P starvation conditions evolved different adapted responses controlled by phosphorous starvation and root development related genes. For example, AtPHR1 and OsPTF1 genes are considered to be central regulator for P starvation responses [79, 80], upregulation of these genes may improve P availability, which is important for plant root growth, and development. This is indirect evidence that, root hairs and length are major key determinant and positively correlates with nutrient uptake.
A clear understanding of molecular mechanism of root system architecture (RSA) is necessary to improve nutrient acquisition, and plant productivity. OsFH1 plays critical role in root hair development and elongation [80, 81]. Phosphorous is an essential macronutrient for plant survival, due to its limited reservoirs the establishment of phosphorous efficient crops is needed. Pup1 phosphorous deficiency tolerance locus has been identified in rice (Kasalath variety). Pup1 is protein kinase gene later named as phosphorous starvation tolerance-1 (PSTOL1) (Table 1) [28]. The overexpression of PSTOL1 gene in rice which naturally lacks PSTOL1 showed greatly increased grain yield in P deficient soil. It also triggered root growth initiation, and resulting the nutrients and P uptake ability from soil. Thereby, PSTOL1 confer tolerance to drought and P deficient soil [82].
Collectively it is suggested that, all root development/elongation related genes play critical role in increasing P acquisition and bioavailability. However, to understand candidate genes involved in development of root would enable farmers and breeders to screen out cultivars with better adapted root system through marker assisted selection tool.
The prime objective for future crop production is the development of well adapted lines to Pi starvation condition. Identification of key genes are upregulated under Pi deficient soil could be a useful tool for understanding plant development responses, and use as marker selection for crop improvement, and reported in various plant species transcriptomic and metabolomics approaches had identified bunch of genes and metabolites involved in regulating plant developmental responses and cluster root formation, and provides deep insight in identifying Pi acquisition pathway and network [90, 91]. Genetic engineering has great potential to revolutionize functional analysis of gene (Figure 2), particularly in those plants which have developed stable transformation method.
Omics approaches can reveal molecular basis of plant developmental adaptation to poor nutrient soil.
Molecular engineering is a useful approach for breeding and production of transgenic, efficient P uptake plants. It has been shown in rice and Arabidopsis studies that, overexpression of PSTOL1 in rice increases P uptake efficiency under low P availability condition [82], and overexpression of AVP1 also improves P uptake in Arabidopsis and several other plant species [92], suggesting that molecular approaches can significantly improves P uptake efficiency.
Overexpression strategy has also been reported to change exudation rate of acid phosphatase and H+ secretion in tomato root, that promotes the solubilization of soil fixed P to Pi form [93]. Contrastingly, knockout approaches can also be used for altering Pi homeostasis, for example, OsPHT1.8 and OsPHF1 reduces P uptake and translocation [94, 95].
P deficiency is an important limiting factor in terms of plant nutrition and growth in cultivated soils. Although the exogenous application of chemical P fertilizer is extensively exploited to fulfill crop nutrition demands. The overuse of chemical fertilizer is not a permanent solution due to finite P reserves and imposes serious threats to environment safety. The excessive use of P fertilizer adversely affects soil biota (microbes, earthworms) and its physical or mechanical properties, eventually reduces crop productivity. As a consequence, soil compactness serves as a major constraint that restricts root growth and elongation. Despite of reduction in root length, root hairs endure as a unique trait for enhancing P acquisition ability under highly compacted low P soil. An efficient uptake of nutrients is a cornerstone towards crop improvement and productivity. Improved phosphorous use efficiency will be arising as a demanding approach in the future to achieve higher crop productivity. Root hairs and density significantly contribute to improve P availability under diverse soil constraints. In future, a clear understanding of molecular mechanism underlying root system architecture (RSA) is necessary to improve nutrient acquisition, and plant yield. More studies in a wide range of plants at the genetic level would provide breeders with molecular markers useful for improving nutrient uptake in plants growing in soils having heterogeneous P levels. The recurring theme is that potential importance of P efficient crops in improving agricultural yield under limited resources is still poorly identified. Such studies will provide important clues for potential targets that can be utilized to engineer biofertilizers which can increase phosphorus use efficiency by changes root trait modification in poor nutrient availability soil.
We would like to acknowledge Prof. Xu Weifeng for his support and guidance.
There is no conflict of interest exist to declare.
MA conceived the first idea and prepared the first draft, KA helped in improving writing. MA, KA, and JK critically reviewed the final draft. All author(s) read and approved the final draft.
IntechOpen publishes different types of publications
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