Submitted:
20 June 2025
Posted:
23 June 2025
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Abstract
Keywords:
1. Introduction
2. Methods and Materials
2.1. Sample Site and Collections
2.2. Soil Environmental Metrics
2.3. DNA Extraction, Sequencing, and Bioinformatics
2.4. Data Analysis
3. Results
3.1. Differences in Soil C and N Metrics:
3.2. Differences in Community Compositions:
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Diseased Plant | Healthy Plant | Mann-Whitney | |
| Metric | Root Soil | Root Soil | p value |
| TN | 58.13 ± 11.27 | 44.03 ± 11.18 | 0.052 |
| TOC | 763.5 ± 184.78 | 665 ± 98.56 | 0.093 |
| NH4+ | 6.12 ± 3.01 | 2.91 ± 2.04 | 0.055 |
| NO3- | 60.19 ± 27.62 | 29.25 ± 7.92 | 0.046 |
| Resp | 196.50 ± 71.66 | 207.53 ± 28.82 | 0.735 |
| Diseased Plant | Healthy Plant | Mann-Whitney | |
| Metric | Bulk Soil | Bulk Soil | p value |
| TN | 88.01 ± 9.51 | 55.67 ± 7.84 | 0.0001 |
| TOC | 1064.83 ± 80.90 | 753.33 ± 118.21 | 0.0003 |
| NH4 | 10.03 ± 4.64 | 3.20 ± 2.40 | 0.0009 |
| NO3 | 89.70 ± 28.80 | 22.15 ± 6.03 | 0.0001 |
| Resp | 278.70 ± 51.35 | 237.52 ± 75.58 | 0.2952 |
| ANOSIM RESULTS | Total Bacteria | Bacterial Pathogens | Total Fungi | Fungal Pathogens | ||||
| Global Test Results | R = 0.373; p = 0.0002 | R = 0.366, p = 0.0003 | R = 0.347, p = 0.002 | R = 0.323, p = 0.0001 | ||||
| Pairwise Comparisons | R Stat | p Value | R Stat | p Value | R Stat | p Value | R Stat | p Value |
| Healthy vs Diseased Plant Root Soils | 0.566 | 0.003 | 0.563 | 0.004 | 0.752 | 0.004 | 0.554 | 0.002 |
| Healthy vs Diseased Plant Bulk Soils | 0.419 | 0.0002 | 0.485 | 0.002 | 0.046 | 0.273 | 0.231 | 0.05 |
| CAP RESULTS | Total Bacteria | Bacterial Pathogens | Total Fungi | Fungal Pathogens | ||||
| Comparisons | CAP R2 | p Value | CAP R2 | p Value | CAP R2 | p Value | CAP R2 | p Value |
| Healthy vs Diseased Plant Root Soils | 0.788 | 0.0001 | 0.876 | 0.0002 | 0.801 | 0.0022 | 0.855 | 0.0008 |
| Healthy vs Diseased Plant Bulk Soils | 0.706 | 0.0001 | 0.723 | 0.0002 | 0.223 | 0.0022 | 0.599 | 0.008 |
| Bacterial Pathogens | Fungal Pathogens | |
| MPS LEVEL COMPARISONS | MPS (%) | MPS (%) |
| Healthy Plant Root Soils | 6.16±2.33 | 15.25±17.54 |
| Diseased Plant Root Soils | 5.81±0.93 | 45.35±10.37 |
| Total Bacteria | Bacterial Pathogens | Total Fungi | Fungal Pathogens | |||||
| SIMPER Comparisons | % Dissimilarity | % Dissimilarity | % Dissimilarity | % Dissimilarity | ||||
| Healthy vs Diseased Plant Root Soils | 41.97% | 36.42% | 63.66% | 61.34% | ||||
| Healthy vs Diseased Plant Bulk Soils | 42.19% | 36.52% | 55.65% | 50.16% | ||||
| Total Bacteria | Bacterial Pathogens | Total Fungi | Fungal Pathogens | |||||
| Diversity Index Comparisons | Richness | Diversity | Richness | Diversity | Richness | Diversity | Richness | Diversity |
| Healthy Plant Root Soils | 330±113 | 5.64±0.28 | 14.50±3.79 | 2.51±0.23 | 23.51±23.52 | 2.74±0.71 | 8.51±7.58 | 1.76±0.80 |
| Diseased Plant Root Soils | 335±129 | 5.54±0.43 | 14.15±4.03 | 2.54±0.24 | 86.83±19.56 | 4.26±0.26 | 20.17±3.87 | 2.77±0.21 |
| Mann-Whitney p value | 0.468 | 0.639 | 0.871 | 0.774 | 0.0002 | 0.0003 | 0.004 | 0.005 |
| Healthy Plant Bulk Soil | 322±57 | 5.67±0.16 | 14.33±2.58 | 2.58±0.17 | 42.67±24.29 | 3.44±0.66 | 15.50±7.69 | 2.44±0.61 |
| Diseased Plant Bulk Soil | 308±132 | 5.51±0.42 | 14.57±4.40 | 2.55±0.29 | 59.67±36.39 | 3.72±0.73 | 13.17±5.60 | 2.40±0.43 |
| Mann-Whitney p value | 0.813 | 0.404 | 0.911 | 0.827 | 0.262 | 0.502 | 0.571 | 0.898 |
| % MPS Diseased | % MPS Healthy | M-W | ||
| Bacterial Taxa | Function | Plant Bulk Soil | Plant Bulk Soil | p value |
| Clostridium | CCD, N-Fix, AMO, Possible Plant Pathogen | 3.50 ± 2.82 | 0.74 ± 0.78 | 0.001* |
| Udaeobacter | Probable CCD | 3.45 ± 1.62 | 6.19 ± 1.98 | 0.005* |
| Gemmata | Probable CCD | 3.42 ± 0.87 | 4.80 ±1.77 | 0.029* |
| Pseudolabrys | CCD | 3.22 ± 1.54 | 0.94 ± 0.92 | 0.003* |
| Solibacter | CCD | 3.20 ± 1.74 | 6.52 ± 3.40 | 0.105 |
| Pedomicrobium | CCD | 3.09 ± 1.15 | 0.68 ± 0.20 | 0.001* |
| Vicinamibacter | CCD | 2.65 ± 0.87 | 1.27 ± 1.10 | 0.015* |
| Bradyrhizobium | CCD, N-Fix, AMO | 2.37 ± 0.55 | 2.28 ± 0.83 | 0.355 |
| Bacillus | CCD, N-Fix, AMO, Possible Plant Pathogen | 1.84 ± 0.94 | 2.73 ± 1.21 | 0.015* |
| Methyloligella | Methylotrophs | 1.81 ± 0.73 | 0.56 ± 0.60 | 0.004* |
| Rokubacteriales | Unclear | 1.70 ± 0.67 | 0.44 ± 0.46 | 0.002* |
| Blastocatellia | CCD | 1.55 ± 1.20 | 0.22 ± 0.08 | 0.001* |
| Acidobacteria (Subgroup 2) | CCD | 1.51 ±2.35 | 6.38 ± 3.45 | 0.003* |
| Mycobacterium | CCD | 1.51 ± 0.56 | 0.42 ± 0.29 | 0.001* |
| Gaiella | CCD | 1.45 ± 0.67 | 0.48 ± 0.76 | 0.015* |
| Nitrospira | AMO | 1.45 ± 0.66 | 1.15 ± 0.36 | 0.105 |
| Pirellula | AMO | 1.28 ± 0.54 | 0.33 ± 0.51 | 0.002* |
| Reyranella | Unclear | 1.22 ± 0.53 | 0.40 ± 0.38 | 0.003* |
| Actinobacteria | CCD | 1.13 ± 0.54 | 0.11 ± 0.17 | 0.001* |
| Xiphinematobacter | Unclear | 1.11 ± 0.92 | 3.05 ± 1.30 | 0.001* |
| Solirubrobacter | Unclear | 1.10 ± 0.49 | 0.17 ± 0.29 | 0.001* |
| % MPS Diseased | % MPS Healthy | M-W | ||
| Bacterial Taxa | Function | Plant Root Soil | Plant Root Soil | p value |
| Xanthobacter | CCD | 8.03 ± 4.10 | 6.77 ± 0.57 | 0.628 |
| Flavobacterium | CCD | 6.80 ± 13.04 | 4.67 ± 1.78 | 0.138 |
| Udaeobacter | Probable CCD | 4.76 ± 3.19 | 4.01 ±1.81 | 1 |
| Solibacter | CCD | 4.65 ± 3.88 | 1.86 ± 0.36 | 0.731 |
| Acidobacteria (Subgroup 2) | CCD | 4.26 ± 3.72 | 1.79 ± 0.83 | 0.534 |
| Gemmata | Probable CCD | 3.27 ± 2.32 | 3.66 ± 1.32 | 1 |
| Clostridium | CCD, N-Fix, AMO, Plant Pathogen | 3.18 ± 2.82 | 0.36 ± 0.38 | 0.019* |
| Bacillus | CCD, N-Fix, AMO, Plant Pathogen | 2.73 ± 0.61 | 2.31 ± 1.27 | 0.945 |
| Acidobacteria | CCD | 2.64 ± 1.83 | 2.08± 0.40 | 0.628 |
| Rhizobium | CCD, N-Fix, AMO | 2.39 ± 2.72 | 0.0.33 ± 0.07 | 0.731 |
| Bradyrhizobium | CCD, N-Fix, AMO | 2.31 ± 0.65 | 2.86 ± 0.61 | 0.181 |
| Xiphinematobacter | Unclear | 2.89 ± 2.00 | 1.59 ± 0.57 | 0.775 |
| Ktedonobacter | Unclear | 1.94 ± 1.78 | 0.28 ± 0.18 | 0.153 |
| Elsterales | Unclear | 1.81 ± 1.80 | 0.74 ± 0.75 | 0.836 |
| Bryobacter | CCD | 1.79 ± 1.24 | 0.87 ± 0.23 | 0.253 |
| Acidibacter | Unclear | 1.33 ± 0.65 | 0.83 ± 0..31 | 0.138 |
| Acidothermus | CCD | 1.18 ± 0.72 | 1.00 ± 0.26 | 0.295 |
| Nitrospira | AMO | 1.18 ± 0.45 | 1.00 ± 0.27 | 0.181 |
| Burkholderia | CCD, N-Fix, AMO, Plant Pathogen | 1.11 ± 0.92 | 3.05 ± 1.30 | 0.008* |
| % MPS Diseased | % MPS Healthy | M-W | ||
| Fungal Taxa | Function | Plant Bulk Soil | Plant Bulk Soil | p value |
| Apiotrichum | CCD | 45.28 ± 29.11 | 48.26 ± 29.96 | 0.3367 |
| Rozella | Fungal, Oomycte, Algae parasite | 4.17 ± 6.96 | 0.88 ± 0.91 | 0.259 |
| Mycosphaerella | Plant pathogen | 3.71 ± 2.82 | 4.93 ± 4.32 | 0.7478 |
| Saitozyma | CCD | 10.09 ± 26.88 | 3.15 ± 4.79 | 0.0782 |
| Glomus | ARM | 1.54 ± 3.13 | 2.88 ± 3.71 | 0.1488 |
| Dactylonectria | Plant pathogen | 3.77 ± 8.39 | 0.01 ± 0.02 | 0.4418 |
| Ilyonectria | Plant pathogen | 1.28 ± 0.84 | 8.68 ± 5.16 | 0.0039* |
| Monochaetia | Plant pathogen | 1.03 ± 2.52 | 0.02 ± 0.01 | 0.3173 |
| % MPS Diseased | % MPS Healthy | M-W | ||
| Fungal Taxa | Function | Plant Root Soil | Plant Root Soil | p value |
| Apiotrichum | CCD | 26.58 ± 9.52 | 62.07 ± 19.02 | 0.0163* |
| Rozella | Fungal, Oomycte, Algae parasite | 13.30 ± 7.22 | 0.65 ± 0.75 | 0.0038* |
| Mycosphaerella | Plant pathogen | 11.65 ± 4.64 | 3.20 ± 1.84 | 0.0039* |
| Archaeorhizomyces | Plant root-associated | 11.26 ± 6.54 | 0.23 ± 0.50 | 0.0033* |
| Saitozyma | CCD | 5.17 ± 5.03 | 9.74 ± 5.00 | 0.0781 |
| Dipodascus | Plant pathogen | 2.76 ± 4.66 | 0.01 ± 0.01 | 0.0021* |
| Didymella | Plant pathogen | 2.37 ± 2.25 | 0.09 ± 0.21 | 0.0028* |
| Acrocalymma | Plant pathogen | 1.97 ± 1.59 | 0.37 ± 0.66 | 0.0225* |
| Glomus | ARM | 1.48 ± 1.16 | 3.00 ± 1.89 | 0.1093 |
| Tremella | CCD, Fungal parasite | 1.01 ± 1.54 | 0.06 ± 0.15 | 0.0493* |
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