Summary of the applications, advantages, and limitations of different electrophoretic techniques in soil research.
Abstract
Soil is a complex mixture of minerals and organic matters in which microbes, plants, and animals interact. In the natural environment, soil constantly undergoes physical, chemical, and biological transformations under the influences of environmental factors such as humidity and temperature. Studies on soil chemical compositions, microbes, and abundances of plants and animals provide useful information on the soil property for proper land use planning. Since soil is a complex mixture, soil studies require the effective separation of its various components, which can be achieved with electrophoresis, a powerful method that exploits the inherent differences in the physical and chemical properties of these components. By combining electrophoresis with other technologies such as chromatography, mass spectrometry, polymerase chain reaction (PCR), and DNA sequencing, substances including humic acids, amino acids, environmental pollutants, nutrients, and microbial, plant, and animal DNA can be identified and quantified. In this chapter, the applications of different electrophoresis-based technologies will be discussed with respect to soil research, and their principles, advantages, and limitations will be addressed.
Keywords
- soil
- microbe
- eDNA
- plant-microbe interaction
- animal-microbe interaction
- electrophoresis
- DNA marker
- proteome
1. Introduction
The soil is a complex ecosystem in which inorganic and organic compounds, microbes, plants, and animals co-exist. The composition of soil is dynamic since it is heavily dependent on environmental conditions such as humidity and temperature. In the face of a changing climate, the soil composition fluctuates even more. Soil quality provides important information for the proper planning of land use, and is greatly influenced by microbial activities. For example, the degradation of soil organic matter (SOM) and the nitrogen-fixing and/or denitrifying activities of soil-borne microbes regulate the fluxes of carbon and nitrogen [1], which is important for the growth of all organisms in soil.
Electrophoresis is a versatile technique for studying the chemical and microbial compositions of soil, separating molecules based on their sizes and charges. To improve the resolution, variants of electrophoresis such as capillary electrophoresis, denaturing electrophoresis, and two-dimensional electrophoresis were developed. To further enhance the analytical capacity of electrophoresis, the technique has been coupled with other platforms, such as mass spectrometry and DNA sequencing, to reveal the identity of the molecules. In addition to resolving proteins and DNA, electrophoresis is also employed to prepare DNA extracted from soil for downstream analyses. The study of soil environmental DNA (eDNA) provides information on the identities and abundances of plants and animals in soil. Thus, electrophoresis has been demonstrated as a useful tool for soil research.
2. The application of capillary electrophoresis (CE) in soil chemical composition analyses
The chemical composition of soil includes soluble substances such as humic acids, amino acids, peptides, proteins, oligonucleotides, carbohydrates, pigments, toxins, pesticides, vitamins, and chiral compounds [2]. Capillary electrophoresis (CE) has been proven to be a powerful analytical technique for separating compounds within a sample [3]. The method was originally developed using glass tubes to separate solutes [4]. The advantage of CE is that it requires only a small amount of sample to produce a high-resolution output in a short amount of time. Due to its efficiency in separating different compounds, CE is widely used in forensic studies [5], biomedical sciences [6], and soil research [7].
2.1 General principle of CE
CE features the use of a capillary tube, usually with an inner diameter ranging from 20 to 200 μm, for analyte separation [8]. The small-diameter capillary enhances the resolution by reducing lateral sample diffusion and minimizing the temperature difference between the center and the wall of the capillary [8]. CE encompasses a diverse range of techniques that serve distinct analytical purposes. For instance, capillary zone electrophoresis separates analytes based on their charge-to-size ratios, while capillary isoelectric focusing (CIEF) separates analytes by exploiting their different isoelectric points. The experimental setup for each technique is tailored to suit its specific requirements. In the case of capillary zone electrophoresis, a fused silica capillary is employed to connect two electrolyte buffers, which are in turn connected to opposing electrodes [9]. Upon the application of voltage, the sample flows through the capillary and its components are separated based on their charge-to-size ratios [9]. Detection and identification of the separated components are achieved using techniques such as UV-absorbance, fluorescence, and mass spectrometry [10].
2.2 Applications of different CE techniques
2.2.1 Capillary zone electrophoresis for humic acid and amino acid analyses
In soil, the decomposition of plant and animal matters containing oxygen-containing functional groups, such as ketones and carboxyl groups, results in humic substances (HSs) [11]. The humic fingerprint of a soil provides information on the soil property, palaeo-history, and pedogenesis [12]. The humic fingerprints of different layers of soil in a particular site is also useful for reconstructing the site history [12]. CE is a powerful technique for HS separation based on their charge-to-size ratios. For example, capillary zone electrophoresis could be used to generate the humic acid fingerprints of different soils [13]. The analyses revealed that humic acids from different soils exhibited different migration patterns and UV absorption profiles, allowing for their differentiation.
Amino acids serve as the building blocks of proteins and perform a variety of critical biological functions. In soil, amino acids play an important role in the nitrogen cycle in ecosystems. CE coupled with laser-induced fluorescence (CE-LIF) is a powerful tool for the detection of amino acids in soil. This technique involves the excitation of amino acids with laser light to a higher energy level, followed by the detection of the different emission wavelengths from different amino acids [14]. Using this approach, 17 common amino acids can be effectively separated and detected in 12 minutes [15].
Traditionally, chromatographic techniques have been widely used to analyze amino acids in soil [16]. Compared to the traditional techniques, CE offers several advantages including simpler procedures and greater accuracy. In contrast to chromatographic techniques, the CE-LIF analysis of amino acids in soil samples does not require a desalting step to remove any contamination from inorganic ions [16]. CE also provides a better resolution in amino acid separation in soil sample analyses [17]. However, compared to certain chromatographic techniques such as HPLC, the maximum amount of sample that can be applied to CE is much lower. Such a low input limits the detection capability of CE, but this limitation can be mitigated by the combined use of LIF [15].
2.2.2 Capillary isoelectric focusing for humic acid analysis
Besides capillary zone electrophoresis, capillary isoelectric focusing (CIEF) has also been employed to analyze soil humic acids. This was first carried out in 1997, where three distinctive humic acid fractions were obtained [18]. To improve the resolution, Kovács and Posta modified the traditional CIEF approach by applying methyl cellulose (MeC) in the additives for electrophoresis, as well as adding polyvinyl alcohol (PVA) to protect the capillary coating [19]. The modified approach resulted in the separation of humic acids into 30–50 fractions [19].
2.2.3 Micellar electrokinetic chromatography for the separation of ionic and neutral compounds
Micellar electrokinetic chromatography (MEKC) is a modified form of capillary electrophoresis (CE) that offers several advantages over traditional CE techniques. MEKC employs micelles as the pseudo-stationary phase, instead of silica as in traditional CE. This is achieved by adding surfactants to the buffer solution at concentrations higher than the critical micellar concentration, which leads to the formation of micelles [20]. As a result, MEKC is capable of separating both ionic and neutral compounds [20], making it a versatile tool for the analysis of a wide range of analytes. MEKC was used in conjunction with preconcentration techniques to detect trace amounts of sulfonylurea herbicides in soil [21]. However, MEKC is not capable of separating larger molecules with molecular weights greater than 5 kDa [22], such as proteins and oligo-saccharides [23].
2.2.4 Microchip capillary electrophoresis for soil nutrient analysis
In studying soil composition, soil nutrient analysis is of particular importance, as it affects soil fertility, which in turn affects crop yield in agriculture. Changes in weather, water, and nutrient contents can have significant impacts on soil productivity [24]. By analyzing the nutrient content of soil, changes can be detected and addressed before they have a significant negative impact on the agricultural output [24]. CE can be used to study the inorganic nutrient contents of soil by separating ions with different sizes and charges, and the respective concentrations of these ions in the sample can then be determined by measuring their conductivity [25].
In one study, a mobile sensor was used to measure ion concentrations in water-extracted soil samples using microchip capillary electrophoresis (MCE) [25]. The ion concentrations of four different soil types, including Cambisol, Luvisol, Phaeozem, and Anthrosol, were successfully measured in the study. However, it should be noted that other ions, such as NH4+, K+, and PO43−, may require further testing with a wider range of concentrations in the sample.
2.2.5 The advantages and limitations of CE in soil research
One of the major advantages of MCE is its high sensitivity in measuring ions, allowing for the accurate and precise quantification of nutrient concentrations in soil samples [25]. Additionally, MCE requires only a simple aqueous extraction of the sample before analysis, reducing the need for costly and time-consuming sample preparation steps. Specifically, the sample only requires shaking with deionized water and filtering through a 0.22 μm syringe filter. This simple extraction method lowers the cost and complexity of sample preparation, making CE an attractive option for routine soil nutrient analysis, especially in the field. However, MCE has limitations regarding the separation of ions under high concentrations, so further validation of its functionality in measuring a wider range of soil nutrient concentrations is needed.
3. The application of differential gradient gel electrophoresis (DGGE) and two-dimensional polyacrylamide gel electrophoresis (2D-PAGE) in soil microbe studies
The soil microbial community consists mainly of millions of species of bacteria and fungi that perform diverse functions [26]. The microbes interact with one another as well as with plants and animals. For example,
3.1 General principle of DGGE
DGGE was first utilized to test the
Traditional electrophoresis separates analytes based on size differences but DGGE accomplishes this based on differences in nucleotide compositions [35]. Separation is achieved using a denaturing gel matrix for electrophoresis. Examples of denaturants include urea and formamide. By varying the concentrations of these denaturants along a gradient in the gel, different degrees of ease of strand separation can be established [33]. Compared to those with lower GC contents, DNA fragments with higher GC contents require more denaturant to achieve strand separation due to the stronger binding between G-C base pairs than A-T base pairs [36]. Since the 16S rDNA sequence varies in different microbes, the number and intensity of DNA bands observed on the gel can indicate the diversity and relative abundances, respectively, of a particular group of microbes in a soil sample [33].
3.1.1 The application of DGGE in studying soil microbial diversity
DGGE is widely used for microbial community analyses. It was first applied in ribosomal sequence analyses in a microbial community study [37]. The
In addition to analyzing treatment-induced changes in the soil community structure, DGGE is also valuable for studying the compositions of microbes in various habitats, such as forests, and oil-contaminated paddy soil [33]. This enables the comparison of community structures between different areas. Moreover, this technique can be employed in conjunction with samples from plant tissues. For instance, DGGE was used to investigate the diversities of actinomycetes in the soil and roots of various rice cultivars [34].
Besides its applications in studying changes in community structures across different habitats and plant tissues, DGGE also allows researchers to focus on specific microbes by selecting primers to amplify targeted genes. For instance, the
3.1.2 The advantages and limitations of DGGE in soil research
One of the key advantages of DGGE is the capacity to analyze complex microbial communities in soil, allowing for the rapid investigation and comparison of community structures across ecosystems [43]. Unlike culture-based methods, DGGE enables the direct analysis of microbial communities without the need for bacterial culturing to provide a more comprehensive understanding of the community. This is especially significant as traditional culture-based methods capture only a fraction of the community, typically around 1% [44]. In addition to the microbial diversity revealed by the DNA banding patterns, DGGE also allows the excision and purification of the DNA bands for sequencing to reveal the microbial identities [45].
However, one significant limitation is the challenge in differentiating complex communities. DGGE detection is limited to targets with genome numbers larger than 106 g−1 dry soil [46]. It is also difficult to distinguish between soil microbial communities where different species may be present in relatively similar proportions [39]. The low DNA-focusing capability of DGGE usually results in diffused bands, which weakens its capacity to differentiate between microbial communities [33, 39]. Moreover, the heterogeneity of the genes amplified for DGGE can result in multiple bands even with a pure microbial culture [39]. The multiple bands may then lead to the misinterpretation of results.
3.2 General principle of two-dimensional polyacrylamide gel electrophoresis (2D-PAGE)
The principle behind 2D-PAGE is to separate analytes in two dimensions based on two parameters. Such a two-dimensional separation allows for a higher resolution in the separation compared to using only one parameter, that is, a one-dimensional separation. 2D-PAGE was first presented in the 1970s [47, 48] to separate proteins according to their isoelectric points (first dimension) and molecular weights (second dimension). A similar concept was adopted to separate DNA fragments based on different lengths and GC contents [42]. The separated proteins or DNA fragments can then be subjected to further analyses, such as mass spectrometry for protein identification [49] or DNA sequencing [42].
3.2.1 The applications of 2D-PAGE in analyzing soil microbial diversity
3.2.1.1 The separation of soil proteins using 2D-PAGE
2D-PAGE is a widely used technique for separating proteins within a mixture, facilitating the investigation of protein expressions in specific cell types [49] and even metaproteomics [50]. In the study by Paul and Nair, 2D-PAGE was used in conjunction with MALDI-TOF/MS (matrix-assisted laser desorption/ionization coupled with time-of-flight mass spectrometry) to study the differential protein expression patterns of a plant growth–promoting rhizobacterium (PGPR),
Other than soil microbial diversity, 2D-PAGE has also been used to investigate the functional relationships between soil and plant. In a study on the rhizospheric soil of a flowering broomrape,
3.2.1.2 The separation of soil DNA using 2D-PAGE
In addition to facilitating the study of protein profiles of soil microbes, 2D-PAGE can also be used to determine the soil microbial community structure through DNA separation and identification. For instance, genetic markers such as the internal transcribed spacers (ITSs) of soil microbes were amplified by PCR and separated by 2D-PAGE to reveal the operational taxonomic units (OTUs) [42]. In the study, the first dimension of separation was based on fragment lengths using a non-denaturing polyacrylamide gel while the second dimension was based on the nucleotide composition through DGGE [42]. The separation of DNA fragments based on their lengths prior to DGGE enhanced the resolution of the separation, thus enabling the detection of bacterial communities with high degrees of structural similarity [42].
3.2.2 The advantages and limitations of 2D-PAGE in soil microbe studies
After 2D-PAGE, the analyzed proteins remain intact. Such a feature allows their subsequent identification through the use of mass spectrometry. Compared to using DGGE alone, the coupling of DGGE with a non-denaturing separation of DNA samples can improve the resolution. In a study analyzing the same soil sample using DGGE alone versus 2D-PAGE coupled with DGGE, ten times more operational taxonomic units could be identified with the addition of 2D-PAGE [42].
Despite these advantages, 2D-PAGE has several limitations, such as the difficulty in reproducing results due to inconsistencies in the pH gradient with ampholytes, as well as low extraction rates of proteins with transmembrane domains and difficulties in visualizing proteins with low abundances [54]. Additionally, as protein sizes increase, such as those larger than 200–500 kDa, the efficiency of separating them on the polyacrylamide gel decreases, due to the shrinking differences in size on a logarithmic scale [30, 55].
4. The application of agarose gel electrophoresis, DGGE, and CE for soil environmental DNA analyses
Environmental DNA (eDNA) is a pool of total DNA extracted from environmental samples [56], and bulk samples containing mainly the organisms of a target taxon such as insects collected from traps [57]. eDNA is composed of mostly intracellular microbial DNA and extracellular DNA left by organisms through processes such as shedding and defecation [58]. In addition to the existence of microbes, eDNA also contains those of plants and animals that either live in or pass through that area where the sample is collected. It has been demonstrated that soil eDNA can provide rich information about the diverse community living in the terrestrial environment including microbes, plants, invertebrates, and mammals [41, 59, 60, 61].
As early as the 1980s, the presence and recovery of eDNA in different habitats, such as soil, sediment, and aquatic environment, was reported [62, 63, 64]. Distinct from traditional DNA sampling methods, eDNA is extracted directly from environmental samples instead of isolated target organisms, so it is a versatile, easy-to-perform, and non-invasive approach to collecting large-scale DNA samples of the organisms living in the habitat of interest [65].
4.1 The application of agarose gel electrophoresis in eDNA preparation and analysis
While many types of electrophoresis have been introduced in the previous sections, conventional agarose gel electrophoresis, which is a simple and effective way to separate DNA fragments, is particularly suited to soil eDNA preparation.
4.1.1 The general principle of agarose gel electrophoresis
Agarose gel electrophoresis separates DNA samples based on their lengths. Upon gelation, agarose polymers will non-covalently link with one another to form a porous network that allows DNA molecules to pass through during electrophoresis [66]. When DNA is loaded onto the agarose gel and an electric current is applied, negatively charged DNA will migrate towards the positive pole [66]. Since DNA has a relatively uniform mass-to-charge ratio, the rate of migration is mainly determined by the size of DNA [67]. Thus, DNA fragments of different molecular weights can be separated by different migration rates and distances traveled. The sizes of sample DNA can also be estimated by simultaneously running a DNA marker ladder with fragments of known sizes.
4.1.2 The applications of agarose gel electrophoresis in eDNA preparation
In addition to analyzing DNA samples based on the molecular weight, agarose gel electrophoresis is also used for soil eDNA preparation. Humic acids are often co-extracted during soil eDNA extraction. These polyphenolic compounds can interfere with enzymatic reactions including PCR and restriction digestion, reducing the utility of the extracted DNA, so it is essential to include a purification step after extraction [68]. A method known as in-gel patch electrophoresis was developed to remove humic acids by packing a chromatography patch inside an agarose gel [69]. To remove humic acids having higher molecular weights than the DNA, the sample is first applied onto the chromatography patch for electrophoresis. After some time, the electric current is reversed. At this stage, the humic acids are retained in the chromatography patch while the DNA migrates back into the agarose gel [69]. To remove humic substances with lower molecular weights than the DNA, the samples are subjected to electrophoresis until the humic acids are separated from the DNA and have migrated out of the agarose gel [69]. Compared to other techniques, including cell lysis followed by ion-exchange chromatography or conventional gel electrophoresis together with gel extraction, in-gel patch electrophoresis yields DNA with a higher purity as indicated by higher A260/280 and A260/230 ratios and more complete digestion by restriction enzymes [69, 70]. Agarose gel electrophoresis is also used to purify high molecular weight (HMW) DNA from crude extracts. The crude extract, loaded onto a 1% agarose gel, is subjected to electrophoresis at 20 V for 16 hours. After that, the separated HMW DNA can be purified from the gel and ligated into desired vectors for eDNA library construction [71]. This method has been used to construct soil eDNA libraries in studies investigating the access to natural product gene clusters and identifying bacterial tryptophan dimer gene clusters [72, 73].
4.1.3 The applications of agarose gel electrophoresis in eDNA quality assessment
eDNA extraction usually involves multiple steps such as grinding, homogenization, sonication, and cell lysis with sodium dodecyl sulfate (SDS). These steps may result in unintended DNA fragmentation. This shows up as smears in agarose gel electrophoresis [74]. Various eDNA extraction methods have thus been developed to avoid such mishaps. For example, the slow-stirring method yields high-purity eDNA with minimal DNA fragmentation, as visualized by agarose gel electrophoresis as a quality control step [75].
Agarose gel electrophoresis can be coupled with restriction digestion to assess the purity of the extracted eDNA. Many of the impurities in eDNA co-extracted from soil inhibit enzymatic activities. To enhance the eDNA purity, the floatation method is used to separate the soil matrix into layers to remove enzyme-inhibiting substances prior to extraction steps [76]. The extracted DNA is then subjected to restriction digestion followed by agarose gel electrophoresis to visualize the digestion products. A complete DNA digestion would mean the successful removal of enzyme inhibitors [76]. Agarose gel electrophoresis is a simple quality control step in the eDNA purification process. However, it has to be coupled with other procedures such as restriction digestion to be effective.
4.2 The applications of DGGE and CE in eDNA analyses
Soil eDNA contains a variety of DNA from different organisms, including bacteria, fungi, plants, invertebrates, and mammals [77]. Purified eDNA can be used for PCR amplification of organism-specific marker genes to selectively amplify the DNA of the organisms of interest from the soil eDNA for downstream analyses. Besides the analyses of microbial communities in soil as mentioned in the previous sections, DGGE and CE can also be applied to investigate the ecological footprints of plants and animals in the soil eDNA. For example, PCR-DGGE has been used to analyze nematode communities in soil [41]. In the study, soil eDNA extracted from various agricultural fields was used for PCR amplification of the nematode 18S rDNA using nematode-specific primer sets followed by DGGE, to analyze the nematode community in these fields by examining the different DNA banding patterns [41].
After the amplification of the target DNA, CE can be applied to titrate the PCR products, check fragment lengths, and monitor primer dimers, before high-throughput sequencing. These workflows have been employed to study various communities in the soil, including plants, insects, earthworms, and other arthropods [60, 61, 78, 79, 80]. The identification of various soil communities forms an integral part of the ecological research in different habitats.
5. Conclusion
Electrophoresis separates molecules in soil, including minerals, organic compounds, proteins, and DNA, based on their sizes and charges. The composition of soil minerals and organic compounds is an important indicator of soil quality while the protein and DNA profiles generated by electrophoresis reveal the structural biodiversity of the soil communities. Since soil is rich in microbes, electrophoretic techniques are commonly applied to study the structural diversity in soil microbial communities. Coupling them with other platforms such as mass spectrometry and DNA sequencing to identify the individual protein or DNA fragments further enhances the utility of electrophoresis in soil research. Soil protein electrophoresis has been coupled with mass spectrometry to reveal the relationships between root exudates and soil microbial community structure. Such an association enables the study of microbe-plant interactions in soil. In addition, the analyses of soil eDNA using electrophoresis can reveal the different soil communities including insects, earthworms, and other arthropods, thus promoting our understanding of different soil ecosystems. This knowledge can then be applied in ecosystem preservation and the search for beneficial interactions between different organisms in soil. The applications, advantages, and limitations of different electrophoretic techniques in soil research are summarized in Table 1.
Electrophoretic techniques | Examples of application | Advantages | Limitations | References |
---|---|---|---|---|
Denaturing gradient gel electrophoresis (DGGE) | Soil microbial community analysis | Direct and comprehensive analysis of microbial communities without the need for culturing | Blurred band patterns in analyzing complex communities | [33, 43] |
Two-dimensional polyacrylamide gel electrophoresis (2D-PAGE) | Separation of proteins in mixtures, soil community analysis | Higher resolution than one-dimensional gel electrophoresis | Difficulties in reproducing results, difficult to separate large proteins well | [51, 54] |
Capillary zone electrophoresis | Humic substance and amino acid analysis | Faster analysis, simpler preparation, and no need for desalting with CE-LIF, higher resolution than chromatographic techniques | Lower sensitivity than HPLC | [15, 17] |
Isoelectric focusing | Separation of proteins in mixtures | High resolution, able to concentrate target protein | Long processing time | [81] |
Micellar electrokinetic chromatography | Environmental pollutant analysis | Capable of separating both ionic and neutral compounds | Difficulties in separating large molecules, such as proteins and oligo-saccharides | [20, 22] |
Microchip capillary electrophoresis | On-site soil inorganic nutrient content analysis | High sensitivity, simple extraction method | Limitations on the separation of ions at high concentrations | [25] |
Agarose gel electrophoresis | Soil eDNA extraction | Easy isolation of separated DNA fragments from the gel, simple and rapid way to estimate quality, size, and length of separated DNA | More precise quality check and quantification require other technologies in combination | [66] |
Acknowledgments
This work was supported by grants from Science, Technology and Innovation Commission of Shenzhen Municipality (Shenzhen-Hong Kong-Macau Science and Technology Program, Category C, SGDX20210823103535007) and the Hong Kong Research Grants Council: Area of Excellence Scheme (AoE/M-403/16). J.Y. Chu copy-edited this manuscript. Any opinions, findings, conclusions, or recommendations expressed in this publication do not reflect the views of the Government of the Hong Kong Special Administrative Region or the Innovation and Technology Commission.
References
- 1.
Chen G, Zhu H, Zhang Y. Soil microbial activities and carbon and nitrogen fixation. Research in Microbiology. 2003; 154 :393-398 - 2.
He Z, Waldrip H, Wang Y. Applications of capillary electrophoresis in agricultural and soil chemistry research. In: He Z, editor. Capillary Electrophoresis: Fundamentals, Techniques and Applications. Hauppauge, NY: Nova Science Publishers; 2012 - 3.
Ewing AG, Wallingford RA, Olefirowicz TM. Capillary electrophoresis. Analytical Chemistry. 1989; 61 :292-303 - 4.
Virtanen R. Zone Electrophoresis in a Narrow-Bore Tube Employing Potentiometric Detection: A Theoretical and Experimental Study, Acta Polytechnica Scandinavica. Helsinki: Finnish Academy of Technical Sciences; 1974. ISBN 9789516660496 - 5.
McCord BR, Buel E. Capillary Electrophoresis in Forensic Genetics. 2nd ed. Amsterdam: Elsevier Ltd.; 2013. ISBN 9780123821652 - 6.
Kartsova LA, Bessonova EA. Biomedical applications of capillary electrophoresis. Russian Chemical Reviews. 2015; 84 :860-874 - 7.
Tatzber M, Klepsch S, Soja G, Reichenauer T, Spiegel H, Gerzabek MH. Determination of soil organic matter features of extractable fractions using capillary electrophoresis: An organic matter stabilization study in a carbon-14-labeled long-term field experiment. In: Labile Organic Matter—Chemical Compositions, Function, and Significance in Soil and the Environment. Madison, Wisconsin: Soil Science Society of America, Inc.; 2015. pp. 23-40 - 8.
Whatley H. Basic principles and modes of capillary electrophoresis. In clinical and forensic applications of capillary electrophoresis. In: Petersen JR, Mohammad AA, editors. Pathology and Laboratory Medicine. Totowa, NJ: Humana Press; 2003. pp. 21-58 - 9.
Gordon MJ, Huang X, Pentoney SL, Zare RN. Capillary electrophoresis. Science. 1988; 242 :224-228 - 10.
Olefirowicz TM, Ewing AG. Detection methods in capillary electrophoresis. In: Grossman PD, Colburn JC, editors. Capillary Electrophoresis. San Diego: Academic Press; 1992. pp. 45-85, ISBN 978-0-12-304250-7 - 11.
Schmitt-Kopplin P, Junkers J. Capillary zone electrophoresis of natural organic matter. Journal of Chromatography. A. 2003; 998 :1-20 - 12.
Vancampenhout K, Wouters K, Caus A, Buurman P, Swennen R, Deckers J. Fingerprinting of soil organic matter as a proxy for assessing climate and vegetation changes in last interglacial palaeosols (Veldwezelt, Belgium). Quaternary Research. 2008; 69 :145-162 - 13.
Pompe S, Heise K-H, Nitsche H. Capillary electrophoresis for a “finger-print” characterization of fulvic and humic acids. Journal of Chromatography. A. 1996; 723 :215-218 - 14.
Kinsey JL. Laser-induced fluorescence. Annual Review of Physical Chemistry. 1977; 28 :349-372 - 15.
Warren CR. Rapid and sensitive quantification of amino acids in soil extracts by capillary electrophoresis with laser-induced fluorescence. Soil Biology and Biochemistry. 2008; 40 :916-923 - 16.
Cheng C-N, Shufeldt RC, Stevenson FJ. Amino acid analysis of soils and sediments: Extraction and desalting. Soil Biology and Biochemistry. 1975; 7 :143-151 - 17.
Hamdan M, Righetti PG. Electrophoresis|capillary electrophoresis–mass spectrometry. In: Wilson ID, editor. Encyclopedia of Separation Science. Oxford: Academic Press; 2000. pp. 1188-1194. ISBN 978-0-12-226770-3 - 18.
Schmitt P, Garrison AW, Freitag D, Kettrup A. Capillary isoelectric focusing (CIEF) for the characterization of humic substances. Water Research. 1997; 31 :2037-2049 - 19.
Kovács P, Posta J. Separation of humic acids using capillary isoelectric focusing. Microchemical Journal. 2005; 79 :49-54 - 20.
Hancu G, Simon B, Rusu A, Mircia E, Gyéresi Á. Principles of micellar electrokinetic capillary chromatography applied in pharmaceutical analysis. Advanced Pharmaceutical Bulletin. 2013; 3 :1-8 - 21.
Zhang S, Yin X, Yang Q , Wang C, Wang Z. Determination of some sulfonylurea herbicides in soil by a novel liquid-phase microextraction combined with sweeping micellar electrokinetic chromatography. Analytical and Bioanalytical Chemistry. 2011; 401 :1071-1081 - 22.
Otsuka K, Terabe S. Micellar electrokinetic chromatography. Molecular Biotecnology. 1998; 9 :253-271 - 23.
Terabe S. Micellar electrokinetic chromatography. Analytical Chemistry. 2004; 76 :241A-246A - 24.
Bindraban PS, Stoorvogel JJ, Jansen DM, Vlaming J, Groot JJR. Land quality indicators for sustainable land management: Proposed method for yield gap and soil nutrient balance. Agriculture, Ecosystems and Environment. 2000; 81 :103-112 - 25.
Smolka M, Puchberger-Enengl D, Bipoun M, Klasa A, Kiczkajlo M, Śmiechowski W, et al. A mobile lab-on-a-chip device for on-site soil nutrient analysis. Precision Agriculture. 2017; 18 :152-168 - 26.
Bardgett RD, van der Putten WH. Belowground biodiversity and ecosystem functioning. Nature. 2014; 515 :505-511 - 27.
Stein LY, Klotz MG. The nitrogen cycle. Current Biology. 2016; 26 :R94-R98 - 28.
Wardle DA. The influence of biotic interactions on soil biodiversity. Ecology Letters. 2006; 9 :870-886 - 29.
de Boer W, Folman LB, Summerbell RC, Boddy L. Living in a fungal world: Impact of fungi on soil bacterial niche development. FEMS Microbiology Reviews. 2005; 29 :795-811 - 30.
Fischer SG, Lerman LS. Length-independent separation of DNA restriction fragments in two-dimensional gel electrophoresis. Cell. 1979; 16 :191-200 - 31.
Børresen A-L, Hovig E, Brøgger A. Detection of base mutations in genomic DNA using denaturing gradient gel electrophoresis (DGGE) followed by transfer and hybridization with gene-specific probes. Mutation Research - Fundamental and Molecular Mechanisms of Mutagenesis. 1988; 202 :77-83 - 32.
Muyzer G, Teske A, Wirsen CO, Jannasch HW. Phylogenetic relationships of Thiomicrospira species and their identification in deep-sea hydrothermal vent samples by denaturing gradient gel electrophoresis of 16S rDNA fragments. Archives of Microbiology. 1995; 164 :165-172 - 33.
Nakatsu CH. Soil microbial community analysis using denaturing gradient gel electrophoresis. Soil Science Society of America Journal. 2007; 71 :562-571 - 34.
Mahyarudin, Rusmana I, Lestari Y. Metagenomic of actinomycetes based on 16S rRNA and nifH genes in soil and roots of four Indonesian rice cultivars using PCR-DGGE. HAYATI Journal of Biosciences. 2015; 22 :113-121 - 35.
Hovig E, Smith-Sørensen B, Brøgger A, Børresen A-L. Constant denaturant gel electrophoresis, a modification of denaturing gradient gel electrophoresis, in mutation detection. Mutation Research Letters. 1991; 262 :63-71 - 36.
Mo Y. Probing the nature of hydrogen bonds in DNA base pairs. Journal of Molecular Modeling. 2006; 12 :665-672 - 37.
Muyzer G, de Waal EC, Uitterlinden AG. Profiling of complex microbial populations by denaturing gradient gel electrophoresis analysis of polymerase chain reaction-amplified genes coding for 16S rRNA. Applied and Environmental Microbiology. 1993; 59 :695-700 - 38.
Tsukuda M, Kitahara K, Miyazaki K. Comparative RNA function analysis reveals high functional similarity between distantly related bacterial 16S rRNAs. Scientific Reports. 2017; 7 :9993 - 39.
Nakatsu CH, Torsvik V, Øvreås L. Soil community analysis using DGGE of 16S rDNA polymerase chain reaction products. Soil Science Society of America Journal. 2000; 64 :1382-1388 - 40.
Norton JM, Alzerreca JJ, Suwa Y, Klotz MG. Diversity of ammonia monooxygenase operon in autotrophic ammonia-oxidizing bacteria. Archives of Microbiology. 2002; 177 :139-149 - 41.
Fujii T, Morimoto S, Hoshino Y, Okada H, Wang Y, Chu H, et al. Analysis of diversity and functions of microorganisms in soil using nucleic acids extracted from soil in NIAES. NIAES International Symposium Challenges for Agro-Environmental Research in Monsoon Asia. Review. 2009 - 42.
Jones CM, Thies JE. Soil microbial community analysis using two-dimensional polyacrylamide gel electrophoresis of the bacterial ribosomal internal transcribed spacer regions. Journal of Microbiological Methods. 2007; 69 :256-267 - 43.
Zijnge V, Welling GW, Degener JE, van Winkelhoff AJ, Abbas F, Harmsen HJM. Denaturing gradient gel electrophoresis as a diagnostic tool in periodontal microbiology. Journal of Clinical Microbiology. 2006; 44 :3628-3633 - 44.
Staley JT, Konopka A. Measurement of in situ activities of nonphotosynthetic microorganisms in aquatic and terrestrial habitats. Annual Review of Microbiology. 1985; 39 :321-346 - 45.
Ovreås L, Forney L, Daae FL, Torsvik V. Distribution of bacterioplankton in meromictic lake Saelenvannet, as determined by denaturing gradient gel electrophoresis of PCR-amplified gene fragments coding for 16S rRNA. Applied and Environmental Microbiology. 1997; 63 :3367-3373 - 46.
Gelsomino A, Keijzer-Wolters AC, Cacco G, van Elsas JD. Assessment of bacterial community structure in soil by polymerase chain reaction and denaturing gradient gel electrophoresis. Journal of Microbiological Methods. 1999; 38 :1-15 - 47.
O’Farrell PH. High resolution two dimensional electrophoresis of proteins. The Journal of Biological Chemistry. 1975; 250 :4007-4021 - 48.
Klose J. Protein mapping by combined isoelectric focusing and electrophoresis of mouse tissues. Humangenetik. 1975; 26 :231-243 - 49.
Paul D, Nair SK. Stress adaptations in a plant growth promoting rhizobacterium (PGPR) with increasing salinity in the coastal agricultural soils. Journal of Basic Microbiology. 2008; 48 :378-384 - 50.
Benndorf D, Balcke GU, Harms H, von Bergen M. Functional metaproteome analysis of protein extracts from contaminated soil and groundwater. The ISME Journal. 2007; 1 :224-234 - 51.
Lin W, Wu L, Lin S, Zhang A, Zhou M, Lin R, et al. Metaproteomic analysis of ratoon sugarcane rhizospheric soil. BMC Microbiology. 2013; 13 :135 - 52.
Wu Y, Li CH, Zhao J, Xiao YL, Cao H. Metaproteome of the microbial community in paddy soil after long-term treatment with mineral and organic fertilizers. Israel Journal of Ecology & Evolution. 2015; 61 :146-156 - 53.
Wu L, Wang H, Zhang Z, Lin R, Zhang Z, Lin W. Comparative metaproteomic analysis on consecutively Rehmannia glutinosa-monocultured rhizosphere soil. PLoS One. 2011; 6 :e20611 - 54.
Magdeldin S, Enany S, Yoshida Y, Xu B, Zhang Y, Zureena Z, et al. Basics and recent advances of two dimensional-polyacrylamide gel electrophoresis. Clinical Proteomics. 2014; 11 :16 - 55.
Laemmli UK. Cleavage of structural proteins during the assembly of the head of bacteriophage T4. Nature. 1970; 227 :680-685 - 56.
Pawlowski J, Apotheloz-Perret-Gentil L, Altermatt F. Environmental DNA: What’s behind the term? Clarifying the terminology and recommendations for its future use in biomonitoring. Molecular Ecology. 2020; 29 :4258-4264 - 57.
Kestel JH, Field DL, Bateman PW, White NE, Allentoft ME, Hopkins AJM, et al. Applications of environmental DNA (eDNA) in agricultural systems: Current uses, limitations and future prospects. Science of the Total Environment. 2022; 847 :157556 - 58.
van der Heyde M, Bunce M, Nevill P. Key factors to consider in the use of environmental DNA metabarcoding to monitor terrestrial ecological restoration. Science of the Total Environment. 2022; 848 :157617 - 59.
Andersen K, Bird KL, Rasmussen M, Haile J, Breuning-Madsen H, Kjaer KH, et al. Meta-barcoding of “dirt” DNA from soil reflects vertebrate biodiversity. Molecular Ecology. 2012; 21 :1966-1979 - 60.
Bienert F, De Danieli S, Miquel C, Coissac E, Poillot C, Brun JJ, et al. Tracking earthworm communities from soil DNA. Molecular Ecology. 2012; 21 :2017-2030 - 61.
Yoccoz NG, Brathen KA, Gielly L, Haile J, Edwards ME, Goslar T, et al. DNA from soil mirrors plant taxonomic and growth form diversity. Molecular Ecology. 2012; 21 :3647-3655 - 62.
Ogram A, Sayler GS, Barkay T. The extraction and purification of microbial DNA from sediments. Journal of Microbiological Methods. 1987; 7 :57-66 - 63.
Paul JH, Myers B. Fluorometric-determination of DNA in aquatic microorganisms by use of Hoechst-33258. Applied and Environmental Microbiology. 1982; 43 :1393-1399 - 64.
Somerville CC, Knight IT, Straube WL, Colwell RR. Simple, rapid method for direct isolation of nucleic-acids from aquatic environments. Applied and Environmental Microbiology. 1989; 55 :548-554 - 65.
Nagler M, Podmirseg SM, Ascher-Jenull J, Sint D, Traugott M. Why eDNA fractions need consideration in biomonitoring. Molecular Ecology Resources. 2022; 22 :2458-2470 - 66.
Lee PY, Costumbrado J, Hsu CY, Kim YH. Agarose gel electrophoresis for the separation of DNA fragments. Journal of Visualized Experiments. 2012; 20 :3923 - 67.
Voytas D. Agarose gel electrophoresis. Current Protocols in Molecular Biology. 2000; 51 :2.5A.1-23.3.6 - 68.
Zhou JZ, Bruns MA, Tiedje JM. DNA recovery from soils of diverse composition. Applied and Environmental Microbiology. 1996; 62 :316-322 - 69.
Roh C, Villatte F, Kim BG, Schmid RD. “In-gel patch electrophoresis”: A new method for environmental DNA purification. Electrophoresis. 2005; 26 :3055-3061 - 70.
Roh C, Villatte F, Kim BG, Schmid RD. Comparative study of methods for extraction and purification of environmental DNA from soil and sludge samples. Applied Biochemistry and Biotechnology. 2006; 134 :97-112 - 71.
Brady SF. Construction of soil environmental DNA cosmid libraries and screening for clones that produce biologically active small molecules. Nature Protocols. 2007; 2 :1297-1305 - 72.
Li Y, Zhao S, Ma J, Li D, Yan L, Li J, et al. Molecular footprints of domestication and improvement in soybean revealed by whole genome re-sequencing. BMC Genomics. 2013; 14 :579 - 73.
Kim JH, Feng ZY, Bauer JD, Kallifidas D, Calle PY, Brady SF. Cloning large natural product gene clusters from the environment: Piecing environmental DNA gene clusters back together with TAR. Biopolymers. 2010; 93 :833-844 - 74.
Frostegård A, Courtois S, Ramisse V, Clerc S, Bernillon D, Le Gall F, et al. Quantification of bias related to the extraction of DNA directly from soils. Applied and Environmental Microbiology. 1999; 65 :5409-5420 - 75.
Aoshima H, Kimura A, Shibutani A, Okada C, Matsumiya Y, Kubo M. Evaluation of soil bacterial biomass using environmental DNA extracted by slow-stirring method. Applied Microbiology and Biotechnology. 2006; 71 :875-880 - 76.
Parachin NS, Schelin J, Norling B, Rådström P, Gorwa-Grauslund MF. Flotation as a tool for indirect DNA extraction from soil. Applied Microbiology and Biotechnology. 2010; 87 :1927-1933 - 77.
Cristescu ME, Hebert PDN. Uses and misuses of environmental DNA in biodiversity science and conservation. Annual Review of Ecology, Evolution, and Systematics. 2018; 49 (49):209-230 - 78.
Guerrieri A, Carteron A, Bonin A, Marta S, Ambrosini R, Caccianiga M, et al. Metabarcoding data reveal vertical multitaxa variation in topsoil communities during the colonization of deglaciated forelands. Molecular Ecology. 2022; 32 (23):6304-6319 - 79.
Rota N, Canedoli C, Ferre C, Ficetola GF, Guerrieri A, Padoa-Schioppa E. Evaluation of soil biodiversity in alpine habitats through eDNA metabarcoding and relationships with environmental features. Forests. 2020; 11 :738 - 80.
Taberlet P, Prud'homme SM, Campione E, Roy J, Miquel C, Shehzad W, et al. Soil sampling and isolation of extracellular DNA from large amount of starting material suitable for metabarcoding studies. Molecular Ecology. 2012; 21 :1816-1820 - 81.
Koshel BM, Wirth MJ. Trajectory of isoelectric focusing from gels to capillaries to immobilized gradients in capillaries. Proteomics. 2012; 12 :2918-2926