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The eXtreme Gradient Boosting (XGBoost) achieved the best performance, with a coefficient of determination (R2) of 0.951 for Log BCF and 0.943 for Log C. Feature importance analysis showed that soil pH and PFAS carbon chain length are key predictors of BCF. Soil PFAS concentration is the primary input feature for PFAS concentrations in plants and shorter growth-cycle plants accumulated higher PFAS concentrations. Root and leaf tissues were distinguished as the primary compartments of PFAS accumulation, exhibiting the highest BCF and concentration levels. Interestingly, although PFAS accumulation in plants generally shows a negative correlation with carbon chain length, root accumulation has a relatively weaker correlation with high levels of accumulation for both short-chain and long-chain PFAS. In contrast, above-ground tissues (particularly leaves) preferentially accumulate short-chain PFAS. These findings could provide valuable insights into the development of management and mitigation strategies to minimize PFAS accumulation in food crops and subsequently human exposure through the food chain.<\/jats:p>","DOI":"10.1021\/acs.est.6c10458","type":"journal-article","created":{"date-parts":[[2026,9,3]],"date-time":"2026-09-03T11:41:15Z","timestamp":1788435675000},"page":"25786-25799","source":"Crossref","is-referenced-by-count":1,"title":["Predicting Bioconcentration\nFactors and Concentrations\nof Per- and Polyfluoroalkyl Substances in Plants with Machine Learning"],"prefix":"10.1021","volume":"60","author":[{"ORCID":"https:\/\/orcid.org\/0009-0004-1281-8173","authenticated-orcid":true,"given":"Rui","family":"Li","sequence":"first","affiliation":[{"name":"Michigan State University , , , ,","place":["East Lansing, Michigan, United States, 48824"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4323-3125","authenticated-orcid":true,"given":"Jiyoon","family":"Yi","sequence":"additional","affiliation":[{"name":"Michigan State University , , , ,","place":["East Lansing, Michigan, United States, 48824"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3298-5265","authenticated-orcid":true,"given":"Hui","family":"Li","sequence":"additional","affiliation":[{"name":"Michigan State University , , , ,","place":["East Lansing, Michigan, United States, 48824"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2937-1732","authenticated-orcid":true,"given":"Wei","family":"Zhang","sequence":"additional","affiliation":[{"name":"Michigan State University , , , ,","place":["East Lansing, Michigan, United States, 48824"]},{"name":"Michigan State University , , , ,","place":["East Lansing, Michigan, United States, 48824"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"316","published-online":{"date-parts":[[2026,9,1]]},"reference":[{"issue":"6580","key":"2026091511111695300_cit1","doi-asserted-by":"publisher","DOI":"10.1126\/science.abg9065","article-title":"Per- and Polyfluoroalkyl Substances in the Environment","volume":"375","author":"Evich","year":"2022","journal-title":"Science"},{"issue":"16","key":"2026091511111695300_cit2","doi-asserted-by":"publisher","first-page":"11172","DOI":"10.1021\/acs.est.2c02765","article-title":"Outside the\nSafe Operating Space of a New Planetary Boundary for Per- and Polyfluoroalkyl\nSubstances (PFAS)","volume":"56","author":"Cousins","year":"2022","journal-title":"Environ. 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Technol."},{"issue":"5","key":"2026091511111695300_cit68","doi-asserted-by":"publisher","first-page":"1343","DOI":"10.1016\/j.envpol.2010.01.009","article-title":"Effect of Salinity and Sediment Characteristics on\nthe Sorption and Desorption of Perfluorooctane Sulfonate at Sediment-Water\nInterface","volume":"158","author":"You","year":"2010","journal-title":"Environ. Pollut."},{"key":"2026091511111695300_cit69","doi-asserted-by":"publisher","DOI":"10.1016\/j.chemosphere.2021.132122","article-title":"The Phytoextraction\nPower of Cichorium Intybus L. on Metal-Contaminated\nSoil: Focus on\nTime- and Cultivar-Depending Accumulation and Distribution of Cadmium,\nLead and Zinc","volume":"287","author":"Gue\u0301rin","year":"2022","journal-title":"Chemosphere"},{"key":"2026091511111695300_cit70","doi-asserted-by":"publisher","DOI":"10.1016\/j.envpol.2019.113575","article-title":"Distribution\nof Perfluoroalkyl Substances (PFASs) in Aquatic Plant-Based Systems:\nFrom Soil Adsorption and Plant Uptake to Effects on Microbial Community","volume":"257","author":"Zhang","year":"2020","journal-title":"Environ. Pollut."},{"issue":"1","key":"2026091511111695300_cit71","doi-asserted-by":"publisher","first-page":"89","DOI":"10.1007\/s11157-016-9390-1","article-title":"Mechanism of Zinc Absorption\nin Plants: Uptake, Transport,\nTranslocation and Accumulation","volume":"15","author":"Gupta","year":"2016","journal-title":"Rev. Environ.\nSci. Biotechnol."},{"issue":"1","key":"2026091511111695300_cit72","doi-asserted-by":"publisher","first-page":"345","DOI":"10.1007\/s11104-013-1637-9","article-title":"Mechanistic Studies of Perfluorooctane\nSulfonate, Perfluorooctanoic\nAcid Uptake by Maize (Zea Mays L. Cv. TY2)","volume":"370","author":"Wen","year":"2013","journal-title":"Plant Soil"},{"key":"2026091511111695300_cit73","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1016\/j.scitotenv.2018.10.443","article-title":"Uptake Mechanisms of Perfluoroalkyl\nAcids with Different\nCarbon Chain Lengths (C2-C8) by Wheat (Triticum acstivnmL.)","volume":"654","author":"Zhang","year":"2019","journal-title":"Sci. Total Environ."},{"issue":"20","key":"2026091511111695300_cit74","doi-asserted-by":"publisher","first-page":"11011","DOI":"10.1021\/jf201355y","article-title":"Carryover of Perfluorooctanoic\nAcid (PFOA) and Perfluorooctane Sulfonate\n(PFOS) from Soil to Plant and Distribution to the Different Plant\nCompartments Studied in Cultures of Carrots (Daucus Carota Ssp. Sativus),\nPotatoes (Solanum Tuberosum), and Cucumbers (Cucumis Sativus)","volume":"59","author":"Lechner","year":"2011","journal-title":"J. Agric. Food Chem."},{"key":"2026091511111695300_cit75","unstructured":"Price, C.; Munns, R.\n          Chapter\n6\u2500Growth A\u0305nalysis:\nA Quantitative Approach | Plants in Action. https:\/\/rseco.org\/content\/chapter-6-growth-analysis-quantitative-approach.html. (accessed October 21, 2025)."},{"issue":"7","key":"2026091511111695300_cit76","doi-asserted-by":"publisher","first-page":"1169","DOI":"10.1021\/acsestengg.1c00423","article-title":"Bioaccumulation and Translocation of 6:2 Fluorotelomer\nSulfonate, GenX, and Perfluoroalkyl Acids by Urban Spontaneous Plants","volume":"2","author":"Zhi","year":"2022","journal-title":"ACS EST Eng."},{"key":"2026091511111695300_cit77","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhazmat.2023.131492","article-title":"Phytoextraction of Per- and Polyfluoroalkyl Substances\n(PFAS) by Weeds: Effect of PFAS Physicochemical Properties and Plant\nPhysiological Traits","volume":"454","author":"He","year":"2023","journal-title":"J. Hazard. Mater."},{"issue":"35","key":"2026091511111695300_cit78","doi-asserted-by":"publisher","first-page":"15790","DOI":"10.1021\/acs.est.4c04009","article-title":"Characterization of\nthe Bioavailability of Per- and Polyfluoroalkyl Substances in Farmland\nSoils and the Factors Impacting Their Translocation to Edible Plant\nTissues","volume":"58","author":"Shen","year":"2024","journal-title":"Environ. Sci. Technol."},{"key":"2026091511111695300_cit79","unstructured":"SWAP,\nVer. 4.0.1., 2017; https:\/\/SWAP.wur.nl\/summary.htm. 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