Soil & Water Res., X:X | DOI: 10.17221/96/2025-SWR

Linking seasonal fractional vegetation cover dynamics with soil organic carbon stock and microbial indicators in tropical agroecosystemsOriginal Paper

Ni Made Trigunasih ORCID...1, Moh Saifulloh ORCID...2, Ida Bagus Putu Bhayunagiri ORCID...1, Zulkarnain Zulkarnain ORCID...3
1 Department of Soil Sciences, Faculty of Agriculture, Udayana University, Denpasar, Indonesia
2 Spatial Data Infrastructure Development Centre (PPIDS), Udayana University, Denpasar, Indonesia
3 Agroecotechnology Study Program, Faculty of Agriculture, Mulawarman University, Samarinda, East Kalimantan, Indonesia


Reliable indicators of early soil biological change remain limited in tropical agroecosystems, where soil organic carbon (SOC) stocks may respond more slowly than microbial processes. We evaluated whether seasonal vegetation dynamics derived from Sentinel-2 fractional vegetation cover (FVC) are associated with spatial variation in SOC stock and microbial indicators in Jembrana, Bali, Indonesia. We mapped seasonal FVC from 2019 to 2024 and derived site-level metrics of mean cover and temporal variability (standard deviation, anomaly, coefficient of variation, and a temporal stability index). In July 2023, we sampled topsoil (0–30 cm) at 12 sites representing contrasting land uses and topographic settings. We calculated SOC stock from organic carbon concentration, bulk density, and sampling depth, and measured basal respiration and culturable microbial density (colony-forming units, CFU). Vegetation cover peaked consistently during the wet season (December to February), and mean site FVC ranged from 0.31 to 0.99. Mean FVC showed positive but non-significant associations with culturable microbial density (Spearman’s ρ = 0.48, P = 0.114) and basal respiration (ρ = 0.29, P = 0.361), whereas higher vegetation variability metrics tended to coincide with lower culturable microbial density (ρ = –0.43 to –0.51, P = 0.090 to 0.163). SOC stock showed near-zero coefficients and no statistical evidence of association with vegetation metrics (ρ = 0.09, P = 0.781) or microbial indicators (ρ = 0.01, P = 0.975). Principal component analysis of FVC traits explained 99.65% of the variance and separated sites along a gradient from stable, high cover to more variable, lower cover. Overall, FVC stability metrics captured spatial differences that were directionally consistent with microbial indicators, but associations were not statistically significant in this dataset (n = 12). Larger, replicated studies with repeated soil sampling are required to evaluate whether seasonal FVC metrics have robust predictive utility for SOC stock and soil biological indicators.

Keywords: biomass; carbon dynamics; land degradation; microbial activity; PCA; soil respiration; tropical soils

Received: July 29, 2025; Accepted: February 12, 2026; Prepublished online: March 31, 2026 

Download citation

References

  1. Agustriani F., Iskandar I., Yazid M., Ulqodry T.Z.I., Fauziyah F. (2024): Soil organic carbon across varying habitat conditions in the mangrove ecosystem in Sembilang National Park, South Sumatra, Indonesia. Biodiversitas Journal of Biological Diversity, 25: 4603-4612. Go to original source...
  2. Anderson J.P.E. (1982): Soil respiration. Methods of Soil Analysis: Part 2 Chemical and Microbiological Properties, 9: 831-871. Go to original source...
  3. Anees S.A., Zhang X., Shakeel M., Al-Kahtani M.A., Khan K.A., Akram M., Ghramh H.A. (2022): Estimation of fractional vegetation cover dynamics based on satellite remote sensing in Pakistan: A comprehensive study on the FVC and its drivers. Journal of King Saud University - Science, 34: 101848. Go to original source...
  4. Berhongaray G., Cotrufo F.M., Janssens I.A., Ceulemans R. (2019): Below-ground carbon inputs contribute more than above-ground inputs to soil carbon accrual in a bioenergy poplar plantation. Plant and Soil, 434: 363-378. Go to original source...
  5. Bhatti U.A., Bhatti M.A., Tang H., Syam M.S., Awwad E.M., Sharaf M., Ghadi Y.Y. (2024): Global production patterns: Understanding the relationship between greenhouse gas emissions, agriculture greening and climate variability. Environmental Research, 245: 118049. Go to original source... Go to PubMed...
  6. Chen Y., Dai Z., Yang S., Wang F., Yue H., Peng S., Cao W. (2024): Effects of different restored vegetation on soil organic carbon pools in subtropic erosive lands: Insights from stable carbon isotopes. Forest Ecology and Management, 564: 122040. Go to original source...
  7. Diara I.W., Suyarto R., Saifulloh M. (2022): Spatial distribution of landslide susceptibility in new road construction Mengwitani-Singaraja, Bali-Indonesia: Based on geospatial data. International Journal of GEOMATE, 23: 95-103. Go to original source...
  8. Dubeux Jr, J.C.B., Lira Junior M.deA., Simili F.F., Bretas I.L., Trumpp K.R., Bizzuti B.E., Garcia L., Oduor K.T., Queiroz L.M.D., Acuña J.P. (2024): Deep soil organic carbon: A review. Cabi Reviews, 19: 1. Go to original source...
  9. Fernandez N.F., Gundersen G.W., Rahman A., Grimes M.L., Rikova K., Hornbeck P., Ma'ayan A. (2017): Clustergrammer, a web-based heatmap visualization and analysis tool for high-dimensional biological data. Scientific Data, 4: 1-12. Go to original source... Go to PubMed...
  10. Georgiou K., Jackson R.B., Vindu¹ková O., Abramoff R.Z., Ahlström A., Feng W., Harden J.W., Pellegrini A.F.A., Polley H.W., Soong J.L., Riley W.J., Torn M.S. (2022): Global stocks and capacity of mineral-associated soil organic carbon. Nature Communications, 13: 3797. Go to original source... Go to PubMed...
  11. Gorelick N., Hancher M., Dixon M., Ilyushchenko S., Thau D., Moore R. (2017): Google Earth Engine: Planetary-scale geospatial analysis for everyone. Remote Sensing of Environment, 202: 18-27. Go to original source...
  12. Han H., Yin Y., Zhao Y., Qin F. (2023): Spatiotemporal variations in fractional vegetation cover and their responses to climatic changes on the Qinghai-Tibet Plateau. Remote Sensing, 15: 2662. Go to original source...
  13. Jia S., Liu X., Lin W., Li X., Yang L., Sun S., Hui D., Guo J., Zou X., Yang Y. (2022): Tree roots exert greater influence on soil microbial necromass carbon than above-ground litter in subtropical natural and plantation forests. Soil Biology and Biochemistry, 173: 108811. Go to original source...
  14. Kartini N.L., Saifulloh M., Trigunasih N.M., Narka I.W. (2023): Assessment of soil degradation based on soil properties and spatial analysis in dryland farming. Journal of Ecological Engineering, 24: 368-375. Go to original source...
  15. Kartini N.L., Saifulloh M., Trigunasih N.M., Sukmawati N.M.S., Mega I. (2024): Impact of long-term continuous cropping on soil nutrient depletion. Ecological Engineering & Environmental Technology (EEET), 25: 18-29. Go to original source...
  16. Kumar S., Sharma L.K. (2025): Assessing spatial and seasonal variability in soil organic carbon fractions of teal carbon in semi-arid Ramsar wetlands of India as a natural climate solution. Discover Soil, 2: 66. Go to original source...
  17. Lal R. (2004): Soil carbon sequestration to mitigate climate change. Geoderma, 123: 1-22. Go to original source...
  18. Li L., Hosseiniaghdam E., Drijber R., Jeske E., Awada T., Hiller J., Kaiser M. (2023): Conversion of native grassland to coniferous forests decreased stocks of soil organic carbon and microbial biomass. Plant and Soil, 491: 591-604. Go to original source...
  19. Lira-Martins D., Nascimento D.L., Abrahão A., de Britto Costa P., D'Angioli A.M., Valézio E., Rowland L., Oliveira R.S. (2022): Soil properties and geomorphic processes influence vegetation composition, structure, and function in the Cerrado Domain. Plant and Soil, 476: 549-588. Go to original source...
  20. Liu H., Sun Z., Dong Y., Yang H., He P., Yu B., Ye H., Li S., Zhou L. (2022): Precipitation drives the accumulation of soil organic carbon in the sandy desert of the Junggar Basin, Northwest China. Ecological Indicators, 142: 109224. Go to original source...
  21. Luan H., Gao W., Huang S., Tang J., Li M., Zhang H., Chen X., Masiliūnas D. (2020): Organic amendment increases soil respiration in a greenhouse vegetable production system through decreasing soil organic carbon recalcitrance and increasing carbon-degrading microbial activity. Journal of Soils and Sediments, 20: 2877-2892. Go to original source...
  22. Ma Z., Qin W., Wang Z., Han C., Liu X., Huang X. (2022): A meta-analysis of soil organic carbon response to livestock grazing in grassland of the Tibetan Plateau. Sustainability (Switzerland), 14: 14065. Go to original source...
  23. MacFarland T.W., Yates J.M. (2016): Spearman's rank-difference coefficient of correlation. In: Introduction to Nonparametric Statistics for the Biological Sciences Using R. Springer: 249-297. Go to original source...
  24. Malla R., Neupane P.R., Köhl M. (2022): Modelling soil organic carbon as a function of topography and stand variables. Forests, 13: 2-14 Go to original source...
  25. Massaccesi L., De Feudis M., Leccese A., Agnelli A. (2020): Altitude and vegetation affect soil organic carbon, basal respiration and microbial biomass in Apennine forest soils. Forests, 11: 710. Go to original source...
  26. Mendez K.M., Pritchard L., Reinke S.N., Broadhurst D.I. (2019): Toward collaborative open data science in metabolomics using Jupyter Notebooks and cloud computing. Metabolomics, 15: 125. Go to original source... Go to PubMed...
  27. Mgelwa A.S., Ngaba M.J.Y., Hu B., Gurmesa G.A., Mwakaje A.G., Nyemeck M.P.B., Zhu F., Qiu Q., Song L., Wang Y. (2025): Meta-analysis of 21st century studies shows that deforestation induces profound changes in soil characteristics, particularly soil organic carbon accumulation. Forest Ecosystems, 12: 100257. Go to original source...
  28. Núñez-Hidalgo I., Pfeiffer M., Lira E., Alaniz A.J., Gaxiola A. (2025): Assessing the impact of landcover change on soil organic carbon stocks in Chile: Implications for terrestrial ecosystems and conservation policies. Journal of Applied Ecology, 62: 2636-2656. Go to original source...
  29. Padarian J., Stockmann U., Minasny B., McBratney A.B. (2022): Monitoring changes in global soil organic carbon stocks from space. Remote Sensing of Environment, 281: 113260. Go to original source...
  30. Pei J., Li J., Luo Y., Rillig M.C., Smith P., Gao W., Li B., Fang C., Nie M. (2025): Patterns and drivers of soil microbial carbon use efficiency across soil depths in forest ecosystems. Nature Communications, 16: 5218. Go to original source... Go to PubMed...
  31. Pepper I., Gerba C.P., Gentry T., Maier R.M. (2011): Environmental Microbiology. London, Academic Press.
  32. Ren C., Wang T., Xu Y., Deng J., Zhao F., Yang G., Han X., Feng Y., Ren G: (2018): Differential soil microbial community responses to the linkage of soil organic carbon fractions with respiration across land-use changes. Forest Ecology and Management, 409: 170-178. Go to original source...
  33. Rubio V., Nunez A., Berger A., van Es H. (2025): Biomass inputs drive agronomic management impacts on soil health. Agriculture, Ecosystems & Environment, 378: 109316. Go to original source...
  34. Rouse J.W., Haas R.H., Schell J.A., Deering D.W. (1973): Monitoring the vernal advancement and retrogradation (green wave effect) of natural vegetation. Progress Report RSC 1978-1. College Station, Texas A&M University/ NASA.
  35. Saifulloh M., Santosa I.G.N., Sunarta I.N., Ambarawati I.G.A.A., Sudarma I.M., As-Syakur A.R. (2025a): Mapping GHG emission vulnerability using convolutional autoencoder and multi-sensor satellite In Bali, Indonesia. Geography, Environment, Sustainability, 18: 135-144. Go to original source...
  36. Saifulloh M., Sunarta I.N., Baiquni M., Trigunasih N.M., Adikampana I. (2025b): Linking annual land subsidence to built-up density across coastal tourism zones via Sentinel-1 differential interferometric synthetic aperture radar. Ecological Engineering & Environmental Technology (EEET), 26: 326-336. Go to original source...
  37. Seifu W., Elias E., Gebresamuel G., Khanal S. (2021): Impact of land use type and altitudinal gradient on topsoil organic carbon and nitrogen stocks in the semi-arid watershed of northern Ethiopia. Heliyon, 7: e06770. Go to original source... Go to PubMed...
  38. Shi J., Deng L., Wu J., Bai E., Chen J., Shangguan Z., Kuzyakov Y. (2024): Soil organic carbon increases with decreasing microbial carbon use efficiency during vegetation restoration. Global Change Biology, 30: e17616. Go to original source... Go to PubMed...
  39. Sinarta I., Rifa'i A., Fathani T.F., Wilopo W. (2016): Geotechnical properties and geology age on characteristics of landslides hazards of volcanic soils in Bali, Indonesia. International Journal of GEOMATE, 11: 2595-2599. Go to original source...
  40. Soniari N.N., Trigunasih N.M., Sumarniasih M.S., Saifulloh M. (2024): Exploring soil erodibility: Integrating field surveys, laboratory analysis, and geospatial techniques in sloping agricultural terrains. Journal of Degraded and Mining Lands Management, 12: 6533-6544. Go to original source...
  41. Sunarta I.N., Saifulloh M. (2022): Coastal tourism: Impact for built-up area growth and correlation to vegetation and water indices derived from Sentinel-2 remote sensing imagery. Geo Journal of Tourism and Geosites, 41: 509-516. Go to original source...
  42. Sunarta N., Arida I., Trigunasih N.M., Michele K., Saifulloh M. (2025): Overtourism triggered built-up expansion over a decade in Canggu, Bali. Ecological Engineering & Environmental Technology, 26: 1-14. Go to original source...
  43. Susila K.D., Trigunasih N.M., Saifulloh M. (2024): Monitoring agricultural drought in savanna ecosystems using the vegetation health index - Implications of climate change. Ecological Engineering & Environmental Technology (EEET), 25: 54-67. Go to original source...
  44. Trigunasih N.M., Saifulloh M. (2022): Correlation between soil nitrogen content and NDVI derived from Sentinel-2A satellite imagery. Jurnal Lahan Suboptimal: Journal of Suboptimal Lands, 11: 112-119. Go to original source...
  45. Trigunasih N.M., Saifulloh M. (2023): Investigation of soil erosion in agro-tourism area: Guideline for environmental conservation planning. Geographia Technica, 18: 19-28. Go to original source...
  46. Trigunasih N.M., Narka I.W., Saifulloh M. (2023): Measurement of soil chemical properties for mapping soil fertility status. International Journal of Design and Nature and Ecodynamics, 18: 1381-1390. Go to original source...
  47. Trigunasih N.M., Saifulloh M., Sunarta I.N. (2026): Geospatial identification of soil erosion hotspots exacerbating the catastrophic flash flood in Bali , Indonesia. Geographia Technica, 21: 105-126. Go to original source...
  48. Walkley A., Black I.A. (1934): An examination of the degtjareff method for determining soil organic matter, and a proposed modification of the chromic acid titration method. Soil Science, 37: 29-37. Go to original source...
  49. Wang S., Sun N., Zhang S., Longdoz B., Wellens J., Meersmans J., Colinet G., Wu L., Xu M. (2024): Soil organic carbon storage impacts on crop yields in rice-based cropping systems under different long-term fertilisation. European Journal of Agronomy, 161: 127357. Go to original source...
  50. Wang Y., Li D., Yang Q., Lu J., Jiang Y., Su T., Milinga A., Shi Q., Liu W., Yang H. (2025): Effects of plant carbon inputs and soil microbe on soil organic carbon accumulation in different tropical vegetation restoration strategies. Ecological Engineering, 215: 107616. Go to original source...
  51. Wiesmeier M., Urbanski L., Hobley E., Lang B., von Lützow M., Marin-Spiotta E., van Wesemael B., Rabot E., Ließ M., Garcia-Franco N., Wollschläger U., Vogel H.J., Kögel-Knabner I. (2019): Soil organic carbon storage as a key function of soils - A review of drivers and indicators at various scales. Geoderma, 333: 149-162. Go to original source...
  52. Yang H., Ciais P., Frappart F., Li X., Brandt M., Fensholt R., Fan L., Saatchi S., Besnard S., Deng Z., Bowring S., Wigneron J.P. (2023): Global increase in biomass carbon stock dominated by growth of northern young forests over past decade. Nature Geoscience, 16: 886-892. Go to original source...
  53. Yang H., Sun Z., Lu Q., Gao W., Bai Y. (2025): Analysis of the effects of seasonal rest grazing on the stability of soil organic carbon pools and its driving factors in alpine grasslands of Northern Xizang. Journal of Soils and Sediments, 25: 2896-2915. Go to original source...
  54. Zhang X., Zhou Y., Ji Y., Yu M., Li X., Duan J., Wang Y., Gao J., Guo X. (2023): Climate factors affect above-belowground biomass allocation in broad-leaved and coniferous forests by regulating soil nutrients. Plants, 12: 3926. Go to original source... Go to PubMed...
  55. Zhao Z., Qin Y., Wu Y., Chen W., Wang H., Chen J., Yang J., Liu G., Xue S. (2025): Microbial necromass carbon drives soil organic carbon accumulation during long-term vegetation succession. Journal of Applied Ecology, 62: 932-944. Go to original source...
  56. Zhou H., Qu Q., Xu H., Wang M., Xue S. (2025): Effects of vegetation restoration on soil microbial necromass carbon and organic carbon in grazed and degraded sandy land. Journal of Environmental Management, 382: 125380. Go to original source... Go to PubMed...
  57. Zhou J., Sun T., Shi L., Kurganova I., de Gerenyu V.L., Kalinina O., Giani L., Kuzyakov Y. (2023): Organic carbon accumulation and microbial activities in arable soils after abandonment: A chronosequence study. Geoderma, 435: 116496. Go to original source...
  58. Zuberer D.A. (1994): Recovery and enumeration of viable bacteria. Methods of Soil Analysis: Part 2 Microbiological and Biochemical Properties, 5: 119-144. Go to original source...

This is an open access article distributed under the terms of the Attribution-NonCommercial 4.0 International (CC BY-NC 4.0.), which permits non-comercial use, distribution, and reproduction in any medium, provided the original publication is properly cited. No use, distribution or reproduction is permitted which does not comply with these terms.