Submitted:
28 April 2026
Posted:
28 April 2026
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Abstract

Keywords:
1. Introduction
2. Materials and Methods
2.1. Projects
2.2. Research Papers
2.3. Data Processing and Statistical Analysis
3. Results and Discussions
3.1. Evolution of Soil-Related Projects
3.2. Three-Decade Trends in Soil Research
3.3. Dominant Research Themes Revealed by Keyword Analysis
3.4. Geographical Distribution and Growth Trends in Soil Research
3.5. Methodological Approaches in Soil Microbiome Research
3.6. Microbial Indicators Based on Key Microbially Mediated Soil Functions (MMSFs)
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Method category | Method | Research question | Key strengths | Key limitations | References |
|---|---|---|---|---|---|
| Classical & biomass-based methods | Culture-based methods (CFU counts) | How many viable, culturable microorganisms are present? | Simple; enables strain isolation | <1 of microbes are culturable | [60,61] |
| Microbial biomass C/N (fumigation–extraction) | How much living microbial biomass is present in soil? | Integrative estimate of living microbial biomass | No taxonomic or functional resolution | [62,63] | |
| Phospholipid fatty acid (PLFA) analysis | How large is the living microbial community and what are its major groups? | Quantitative; functional group resolution | Low taxonomic specificity | [64,65] | |
| Molecular & sequencing methods | Metabarcoding / targeted amplicon sequencing (16S rRNA, ITS) | Who is there? | High throughput; widely comparable; cost-effective | Provides relative, not absolute abundance; limited functional insight | [66,67] |
| Shotgun metagenomics | What can they do (genetic potential)? | Unbiased, stable DNA; broad functional coverage | High cost; complex data analysis, does not indicate activity | [68,69] | |
| Metatranscriptomics | What genes are being expressed? | Reflects real-time microbial activity | RNA instability; high technical complexity | [69,70] | |
| Metaproteomics | What proteins are produced? | Direct evidence of functional expression | Protein extraction, interference from humic substances, identification of low-abundance proteins | [71,72] | |
| Metabolomics | What are the biochemical outputs? | Captures final functional outcomes | Difficult compound identification | [73,74] | |
| Emerging & field-deployable methods | Biosensors (aptamer-, enzyme-, or microbe-based) | What specific process or compound is active now? | Real-time, in situ monitoring | Still under development | [75,76] |
| Portable qPCR / lab-on-chip systems | How much of a specific gene or pathogen is present? | Rapid field diagnostics | Limited multiplexing | [77,78] | |
| Soil health test kits (integrated indicators) | Is the soil generally functioning well? | Farmer-friendly | Low microbial specificity | [79,80] |
| Function* | Indicator | Degraded soil | Healthy soil |
|---|---|---|---|
| Nitrogen fixation | CFU [81,82] | 1.1×102 | 3.88 × 106 |
| nifH gene [83,84] | 2.88 × 10⁵ copy/ g of dry soil | 1.0–4.6 × 107 copies/ g of soil | |
| Relative abundance [85] | No data available | 21.5% | |
| Representative species (Supplementary Table S2) | [86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116] | ||
| Phosphorus solubilization | CFU [117,118] | 10-2 | 4 × 108 |
| phoD gene [119] | 1.33 × 105 copies/ g of dry soil | 5.80 × 107 copy/ g of dry soil | |
| gcd gene [119,120] | 1.46 × 104 copy/ g of dry soil | 2.19 × 108 copies/ g of soil | |
| Relative abundance [121] | 0.18% | 13.13% | |
| Representative species (Supplementary Table S2) | [109,122,123,124,125,126,127,128,129,130,131,132,133,134,135,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171] | ||
| Potassium solubilization | CFU [172,173] | 4 × 10² | 75 × 104 |
| pqqC gene [174] | 3.25 × 104 copies/ g of dry soil | 1.44 × 109 copies/ g of dry soil | |
| Relative abundance [175] | 5.46% | 12.25% | |
| Representative species (Supplementary Table S2) | [155,176,177,178,179,180,181,182,183,184,185,186,187,187,188,189,190,191,192,193,194] | ||
| Phytohormone production | CFU [195,196] | 1 × 105 | 1.5×105 |
| acdS gene [197] | 1.0 × 101.91 copies/ g of soil | 1.0 × 10¹² copies/ g of soil | |
| Relative abundance [198,199] | 7% | 80% | |
| Representative species (Supplementary Table S2) | [94,200,201,202] | ||
| Organic matter decomposition | CFU [203] | 6.6 × 103 | 1.5 × 104 |
| chiA gene [204,205] | 1.70 × 105 copies/ g of dry soil | 3.5 × 108 copies/ g of dry soil | |
| cbhI gene [206,207] | 0.17 × 104 copies/ g of soil | 7.2 × 104 copies/ g of soil | |
| GH48 gene [206,207] | 1.04 × 103 copies/ g of soil | 5.96 × 105 copies/ g of soil | |
| Relative abundance | No data available | No data available | |
| Representative species (Supplementary Table S2) | [208,209,210,211,212,213,214,214,215,216,217,217,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236] | ||
| Siderophore production | CFU [237] | 2.6 × 10² | 2 × 10⁶ |
| PKS type I [238] | 5.77 × 102 copies/ g of dry weight of soil | 9.39 × 106 copies/ g of dry weight of soil | |
| Relative abundance [240] | 47% | 85% | |
| Representative species (Supplementary Table S2) | [241,242,243,244,245,246,247] | ||
| Mycorrhizal symbiosis (Nutrient uptake enhancement) | CFU [248] | 3.0 × 106 | 1.18 × 108 |
| AMF-specific 18S rRNA gene [249] | 1.2 × 10⁶ copies/ g of soil | 2.1 × 10⁸ copies/ g of soil | |
| Relative abundance [250] | 0.06% | 98.16% | |
| Representative species (Supplementary Table S2) | [119,251,251,252,253,254,254,255,255,256,257,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287] | ||
| Plant growth promotion | CFU [288] | 105 copies/ g of soil | 5.9×107 copies/ g of soil |
| phoD gene [119] | 1.33 × 105 copies/ g of dry soil | 5.80 × 107 copies/ g of dry soil | |
| gcd gene [119,120] | 1.46 × 104 copies/ g of dry soil | 2.19 × 108 copies/ g of dry soil | |
| acdS gene [197,289] | 8.1 × 10¹ copies/ g of soil | 1 × 10¹² copies/ g of soil | |
| Relative abundance | No data available | No data available | |
| Representative species (Supplementary Table S2) | [94,108,109,139,229,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305] | ||
| Bioremediation | CFU [306,307] | 103 | 7.32 × 106 |
| nahAc gene [308] | 5 x 103 copies/ g of soil | 107 copies/ g of soil | |
| arsC gene [309] | 0.88 x 104 copies/ng total DNA | 1.56 x 105 copies/ng total DNA | |
| arsM gene [310] | 0.4 × 107 copies/ g of dry soil | 2.3 × 107 copies/ g of dry soil | |
| Relative abundance [311] | 8.63% | 0.01% | |
| Representative species (Supplementary Table S2) | [208,312,313,314,315] | ||
| Hydrocarbon degradation | CFU [316] | 373 ± 56 × 103 | 8 ± 2 × 103 |
| alkB gene [317,318] | 5.0 × 108 cells/g-soil | 0.9 × 104 copies per nanogram of soil | |
| Nah gene [319,320] | 1.1 × 108 copies/ g of dry mass soil | Not detectable | |
| Relative abundance [321] | 10% | 1% | |
| Representative species (Supplementary Table S2) | [322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351] | ||
| Antibiotic resistance | CFU [352] | > 2.0 × 10⁴ | 6 |
| sull gene [353] | 4.37 × 107 | 2.12 × 103 | |
| erm(B) [353] | 9.57 × 108 | Not detectable | |
| intI1 gene [353] | 4.12 × 107 | 3.17 × 103 | |
| Relative abundance [354] | 74% | 3% | |
| Representative species (Supplementary Table S2) | [185,315,355,356,357,358,359,360,361,362,363,364,365,366,367] | ||
| Methane oxidizers | CFU [368] | 1 × 10² | 1 × 109 |
| pmoA gene [369,370] | 103 | 1.1 × 108 | |
| Relative abundance [286,371] | 0% | 57% | |
| Representative species (Supplementary Table S2) | [372,373,374,375,376,377,377,378,379,379,380,381,382,383,384,385,386,387,388,388,389] | ||
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