{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,28]],"date-time":"2026-09-28T02:51:33Z","timestamp":1790563893008,"version":"4.1.0"},"reference-count":52,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T00:00:00Z","timestamp":1764547200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T00:00:00Z","timestamp":1764547200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T00:00:00Z","timestamp":1764547200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T00:00:00Z","timestamp":1764547200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T00:00:00Z","timestamp":1764547200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T00:00:00Z","timestamp":1764547200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,12,1]],"date-time":"2025-12-01T00:00:00Z","timestamp":1764547200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["52300249"],"award-info":[{"award-number":["52300249"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Bioresource Technology"],"published-print":{"date-parts":[[2025,12]]},"DOI":"10.1016\/j.biortech.2025.133133","type":"journal-article","created":{"date-parts":[[2025,8,8]],"date-time":"2025-08-08T15:08:47Z","timestamp":1754665727000},"page":"133133","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":2,"special_numbering":"C","title":["Critical factors for carbon fixation efficiency in semiconductor-biohybrid systems: insights from a meta-analysis"],"prefix":"10.1016","volume":"437","author":[{"given":"Diantong","family":"Li","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ziyang","family":"Tang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Chenchen","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jie","family":"Mao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yaohui","family":"Bai","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jiuhui","family":"Qu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"issue":"3","key":"10.1016\/j.biortech.2025.133133_b0005","doi-asserted-by":"crossref","first-page":"274","DOI":"10.1038\/s41929-019-0421-5","article-title":"Third-generation biorefineries as the means to produce fuels and chemicals from CO2","volume":"3","author":"Liu","year":"2020","journal-title":"Nat. Catal."},{"issue":"6491","key":"10.1016\/j.biortech.2025.133133_b0010","doi-asserted-by":"crossref","first-page":"649","DOI":"10.1126\/science.aaz6802","article-title":"Light-powered CO2 fixation in a chloroplast mimic with natural and synthetic parts","volume":"368","author":"Miller","year":"2020","journal-title":"Science"},{"issue":"11","key":"10.1016\/j.biortech.2025.133133_b0015","doi-asserted-by":"crossref","DOI":"10.1126\/sciadv.adf6772","article-title":"Solar-powered multi-organism symbiont mimic system for beyond natural synthesis of polypeptides from CO2 and N2","volume":"9","author":"Yu","year":"2023","journal-title":"Sci. Adv."},{"issue":"7","key":"10.1016\/j.biortech.2025.133133_b0020","doi-asserted-by":"crossref","first-page":"2185","DOI":"10.1039\/C9EE00705A","article-title":"Biohybrid photoheterotrophic metabolism for significant enhancement of biological nitrogen fixation in pure microbial cultures","volume":"12","author":"Wang","year":"2019","journal-title":"Energ. Environ. Sci."},{"issue":"6563","key":"10.1016\/j.biortech.2025.133133_b0025","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1126\/science.abh2890","article-title":"Light-induced mobile factors from shoots regulate rhizobium-triggered soybean root nodulation","volume":"374","author":"Wang","year":"2021","journal-title":"Science"},{"issue":"4831","key":"10.1016\/j.biortech.2025.133133_b0030","doi-asserted-by":"crossref","first-page":"854","DOI":"10.1038\/194854a0","article-title":"New results about the mechanism of photosynthesis","volume":"194","author":"Rumberg","year":"1962","journal-title":"Nature"},{"issue":"11","key":"10.1016\/j.biortech.2025.133133_b0035","doi-asserted-by":"crossref","first-page":"3143","DOI":"10.1021\/acs.accounts.9b00380","article-title":"Artificial photosynthesis at efficiencies greatly exceeding that of natural photosynthesis","volume":"52","author":"Dogutan","year":"2019","journal-title":"Acc. Chem. Res."},{"key":"10.1016\/j.biortech.2025.133133_b0040","doi-asserted-by":"crossref","first-page":"891","DOI":"10.1016\/j.biortech.2015.09.061","article-title":"Microalgae-microbial fuel cell: a mini review","volume":"198","author":"Lee","year":"2015","journal-title":"Bioresour. Technol."},{"issue":"4","key":"10.1016\/j.biortech.2025.133133_b0045","doi-asserted-by":"crossref","first-page":"522","DOI":"10.1080\/07388551.2020.1743231","article-title":"Metabolic engineering to improve the biomanufacturing efficiency of acetic acid bacteria: advances and prospects","volume":"40","author":"Gao","year":"2020","journal-title":"Crit. Rev. Biotechnol."},{"issue":"3","key":"10.1016\/j.biortech.2025.133133_b0050","doi-asserted-by":"crossref","first-page":"315","DOI":"10.1080\/10643389.2022.2052704","article-title":"Recent advances of algae-bacteria consortia in aquatic remediation","volume":"53","author":"Li","year":"2023","journal-title":"Crit. Rev. Environ. Sci. Technol."},{"key":"10.1016\/j.biortech.2025.133133_b0055","doi-asserted-by":"crossref","first-page":"1301","DOI":"10.1016\/j.jcis.2023.07.085","article-title":"Boron-doped graphene quantum dot\/bismuth molybdate composite photo catalysts for efficient photocatalytic nitrogen fixation reactions","volume":"650","author":"Liu","year":"2023","journal-title":"J. Colloid Interface Sci."},{"key":"10.1016\/j.biortech.2025.133133_b0060","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.biortech.2017.02.083","article-title":"Response of anodic biofilm and the performance of microbial fuel cells to different discharging current densities","volume":"233","author":"Li","year":"2017","journal-title":"Bioresour. Technol."},{"issue":"7574","key":"10.1016\/j.biortech.2025.133133_b0065","doi-asserted-by":"crossref","first-page":"587","DOI":"10.1038\/nature15733","article-title":"Intercellular wiring enables electron transfer between methanotrophic archaea and bacteria","volume":"526","author":"Wegener","year":"2015","journal-title":"Nature"},{"issue":"8","key":"10.1016\/j.biortech.2025.133133_b0070","doi-asserted-by":"crossref","first-page":"568","DOI":"10.1038\/nrmicro2166","article-title":"Electron transfer in syntrophic communities of anaerobic bacteria and archaea","volume":"7","author":"Stams","year":"2009","journal-title":"Nat. Rev. Microbiol."},{"issue":"3","key":"10.1016\/j.biortech.2025.133133_b0075","doi-asserted-by":"crossref","first-page":"245","DOI":"10.1038\/s41929-020-0428-y","article-title":"Photosynthetic semiconductor biohybrids for solar-driven biocatalysis","volume":"3","author":"Cestellos-Blanco","year":"2020","journal-title":"Nat. Catal."},{"issue":"8","key":"10.1016\/j.biortech.2025.133133_b0080","doi-asserted-by":"crossref","DOI":"10.1016\/j.isci.2021.102828","article-title":"Biophotoelectrochemistry for renewable energy and environmental applications","volume":"24","author":"Ye","year":"2021","journal-title":"Iscience"},{"issue":"35","key":"10.1016\/j.biortech.2025.133133_b0085","doi-asserted-by":"crossref","DOI":"10.1002\/anie.202206508","article-title":"Metal-free semiconductor-based bio-nano hybrids for sustainable CO2-to-CH4 conversion with high quantum yield","volume":"61","author":"Hu","year":"2022","journal-title":"Angew. Chemie-Int. Ed."},{"issue":"19","key":"10.1016\/j.biortech.2025.133133_b0090","doi-asserted-by":"crossref","first-page":"9296","DOI":"10.1039\/C9NR02896J","article-title":"Enhanced CO2reduction and valuable C2+ chemical production by a CdS-photosynthetic hybrid system","volume":"11","author":"Wang","year":"2019","journal-title":"Nanoscale"},{"issue":"11","key":"10.1016\/j.biortech.2025.133133_b0095","doi-asserted-by":"crossref","first-page":"1019","DOI":"10.1038\/s41929-022-00867-3","article-title":"Maximizing light-driven CO2 and N2 fixation efficiency in quantum dot-bacteria hybrids","volume":"5","author":"Guan","year":"2022","journal-title":"Nat. Catal."},{"key":"10.1016\/j.biortech.2025.133133_b0100","doi-asserted-by":"crossref","DOI":"10.1016\/j.jhazmat.2022.128596","article-title":"Light-driven bio-decolorization of triphenylmethane dyes by a Clostridium thermocellum-CdS biohybrid","volume":"431","author":"Wang","year":"2022","journal-title":"J. Hazard. Mater."},{"issue":"4","key":"10.1016\/j.biortech.2025.133133_b0105","doi-asserted-by":"crossref","first-page":"4531","DOI":"10.1007\/s12274-021-3883-0","article-title":"Biosynthetic CdS-Thiobacillus thioparus hybrid for solar-driven carbon dioxide fixation","volume":"16","author":"Liu","year":"2023","journal-title":"Nano Res."},{"issue":"1","key":"10.1016\/j.biortech.2025.133133_b0110","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1111\/2041-210X.13724","article-title":"Methods for testing publication bias in ecological and evolutionary meta-analyses","volume":"13","author":"Nakagawa","year":"2022","journal-title":"Methods Ecol. Evol."},{"issue":"8","key":"10.1016\/j.biortech.2025.133133_b0115","doi-asserted-by":"crossref","DOI":"10.1111\/gcb.17470","article-title":"Micro\/nanoplastics pollution poses a potential threat to soil health","volume":"30","author":"Chen","year":"2024","journal-title":"Glob. Chang. Biol."},{"issue":"4","key":"10.1016\/j.biortech.2025.133133_b0120","doi-asserted-by":"crossref","first-page":"1150","DOI":"10.1890\/0012-9658(1999)080[1150:TMAORR]2.0.CO;2","article-title":"The meta-analysis of response ratios in experimental ecology","volume":"80","author":"Hedges","year":"1999","journal-title":"Ecology"},{"issue":"2","key":"10.1016\/j.biortech.2025.133133_b0125","doi-asserted-by":"crossref","first-page":"96","DOI":"10.1080\/01490400701881366","article-title":"Understanding meta-analysis: a review of the methodological literature","volume":"30","author":"Shelby","year":"2008","journal-title":"Leis. Sci."},{"key":"10.1016\/j.biortech.2025.133133_b0130","doi-asserted-by":"crossref","DOI":"10.1016\/j.jhazmat.2023.130887","article-title":"Microplastics may increase the environmental risks of Cd via promoting Cd uptake by plants: a meta-analysis","volume":"448","author":"Huang","year":"2023","journal-title":"J. Hazard. Mater."},{"issue":"21","key":"10.1016\/j.biortech.2025.133133_b0135","doi-asserted-by":"crossref","first-page":"5151","DOI":"10.1111\/mec.12934","article-title":"A quantitative review of MHC-based mating preference: the role of diversity and dissimilarity","volume":"23","author":"Kamiya","year":"2014","journal-title":"Mol. Ecol."},{"issue":"9","key":"10.1016\/j.biortech.2025.133133_b0140","first-page":"4285","article-title":"A review on the progresses in random forests theory and its applications in hydrogeology","volume":"42","author":"Du","year":"2022","journal-title":"China Environ. Sci."},{"issue":"21","key":"10.1016\/j.biortech.2025.133133_b0145","doi-asserted-by":"crossref","first-page":"10739","DOI":"10.1007\/s00500-018-3628-5","article-title":"A comparison of random forest based algorithms: random credal random forest versus oblique random forest","volume":"23","author":"Mantas","year":"2019","journal-title":"Soft. Comput."},{"key":"10.1016\/j.biortech.2025.133133_b0150","doi-asserted-by":"crossref","first-page":"228","DOI":"10.1016\/j.eswa.2017.12.029","article-title":"Increasing diversity in random forest learning algorithm via imprecise probabilities","volume":"97","author":"Abell\u00e1n","year":"2018","journal-title":"Expert Syst. Appl."},{"issue":"6","key":"10.1016\/j.biortech.2025.133133_b0155","doi-asserted-by":"crossref","first-page":"1595","DOI":"10.1109\/JSTQE.2010.2040464","article-title":"Organic-inorganic solar cells: recent developments and outlook","volume":"16","author":"Adikaari","year":"2010","journal-title":"IEEE J. Sel. Top. Quantum Electron."},{"issue":"6","key":"10.1016\/j.biortech.2025.133133_b0160","doi-asserted-by":"crossref","first-page":"789","DOI":"10.1002\/adma.200501717","article-title":"Design rules for donors in bulk-heterojunction solar cells -: towards 10 % energy-conversion efficiency","volume":"18","author":"Scharber","year":"2006","journal-title":"Adv. Mater."},{"issue":"1","key":"10.1016\/j.biortech.2025.133133_b0165","doi-asserted-by":"crossref","first-page":"5337","DOI":"10.1038\/s41467-023-40839-0","article-title":"Enhancing photosynthetic CO2 fixation by assembling metal-organic frameworks on Chlorella pyrenoidosa","volume":"14","author":"Li","year":"2023","journal-title":"Nat. Commun."},{"key":"10.1016\/j.biortech.2025.133133_b0170","doi-asserted-by":"crossref","first-page":"54","DOI":"10.1039\/C8FD00187A","article-title":"Solar-driven carbon dioxide fixation using photosynthetic semiconductor bio-hybrids","volume":"215","author":"Cestellos-Blanco","year":"2019","journal-title":"Faraday Discuss."},{"key":"10.1016\/j.biortech.2025.133133_b0175","doi-asserted-by":"crossref","first-page":"294","DOI":"10.1016\/S1872-2067(23)64643-1","article-title":"Light- driven CO2 utilization for chemical production in bacterium biohybrids","volume":"60","author":"Gan","year":"2024","journal-title":"Chin. J. Catal."},{"issue":"6268","key":"10.1016\/j.biortech.2025.133133_b0180","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1126\/science.aad3317","article-title":"Self-photosensitization of nonphotosynthetic bacteria for solar-to-chemical production","volume":"351","author":"Sakimoto","year":"2016","journal-title":"Science"},{"issue":"4","key":"10.1016\/j.biortech.2025.133133_b0185","doi-asserted-by":"crossref","first-page":"111","DOI":"10.1007\/s42114-024-00926-2","article-title":"Enhanced biogas upgrading by photocatalytic conversion of carbon dioxide to methane by Methanosarcina barkeri-cadmium sulfide biohybrid","volume":"7","author":"Wang","year":"2024","journal-title":"Adv. Compos. Hybrid Mater."},{"key":"10.1016\/j.biortech.2025.133133_b0190","doi-asserted-by":"crossref","DOI":"10.1016\/j.apcatb.2019.117916","article-title":"Light-driven carbon dioxide reduction to methane by Methanosarcina barkeri-CdS biohybrid","volume":"257","author":"Ye","year":"2019","journal-title":"Appl. Catal."},{"issue":"11","key":"10.1016\/j.biortech.2025.133133_b0195","doi-asserted-by":"crossref","first-page":"556","DOI":"10.1016\/j.tibs.2013.08.009","article-title":"Recent advances in reactive oxygen species measurement in biological systems","volume":"38","author":"Woolley","year":"2013","journal-title":"Trends Biochem. Sci"},{"issue":"7","key":"10.1016\/j.biortech.2025.133133_b0200","doi-asserted-by":"crossref","first-page":"633","DOI":"10.1038\/s41929-022-00817-z","article-title":"Bacteria-photocatalyst sheet for sustainable carbon dioxide utilization","volume":"5","author":"Wang","year":"2022","journal-title":"Nat. Catal."},{"issue":"2","key":"10.1016\/j.biortech.2025.133133_b0205","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1099\/00207713-37-2-169","article-title":"Emended description of strain MST (DSM 800T), the type strain of Methanosarcina barkeri","volume":"37","author":"Bryant","year":"1987","journal-title":"Int. J. Syst. Bacteriol."},{"key":"10.1016\/j.biortech.2025.133133_b0210","article-title":"Thermal adaptation of the archaeal and bacterial lipid membranes","volume":"2012","author":"Koga","year":"2012","journal-title":"Archaea-Int. Microbio. J."},{"issue":"12","key":"10.1016\/j.biortech.2025.133133_b0215","doi-asserted-by":"crossref","first-page":"1677","DOI":"10.1016\/j.tibtech.2024.07.005","article-title":"Harnessing microbes to pioneer environmental biophotoelectrochemistry","volume":"42","author":"Huang","year":"2024","journal-title":"Trends Biotechnol."},{"issue":"10","key":"10.1016\/j.biortech.2025.133133_b0220","doi-asserted-by":"crossref","first-page":"612","DOI":"10.1016\/j.trechm.2024.08.006","article-title":"Review advances in light-enhanced biological\/artificial hybrid systems","volume":"6","author":"Bo","year":"2024","journal-title":"Trends Chem."},{"issue":"5","key":"10.1016\/j.biortech.2025.133133_b0225","doi-asserted-by":"crossref","first-page":"712","DOI":"10.1038\/s41396-023-01383-3","article-title":"Biophotoelectrochemical process co-driven by dead microalgae and live bacteria","volume":"17","author":"Chen","year":"2023","journal-title":"ISME J."},{"key":"10.1016\/j.biortech.2025.133133_b0230","series-title":"Proceedings of the National Academy of Sciences of the United States of America","article-title":"Photosynthetic biohybrid coculture for tandem and tunable CO2and N2 fixation","author":"Cestellos-Blanco","year":"2022"},{"issue":"11","key":"10.1016\/j.biortech.2025.133133_b0235","doi-asserted-by":"crossref","first-page":"9269","DOI":"10.1039\/C8NJ01118D","article-title":"A visible-light driven electrochemical biofuel cell with the function of CO2 conversion to formic acid: coupled thylakoid from microalgae and biocatalyst immobilized electrodes","volume":"42","author":"Amao","year":"2018","journal-title":"New J. Chem."},{"issue":"15","key":"10.1016\/j.biortech.2025.133133_b0240","doi-asserted-by":"crossref","first-page":"9081","DOI":"10.1021\/acs.chemrev.3c00831","article-title":"Revisiting solar energy flow in nanomaterial-microorganism hybrid systems","volume":"124","author":"Liang","year":"2024","journal-title":"Chem. Rev."},{"issue":"19","key":"10.1016\/j.biortech.2025.133133_b0245","doi-asserted-by":"crossref","first-page":"7017","DOI":"10.1039\/D4EE02262A","article-title":"Microbial conversion of CO2 to organic compounds","volume":"17","author":"Li","year":"2024","journal-title":"Energ. Environ. Sci."},{"issue":"2","key":"10.1016\/j.biortech.2025.133133_b0250","doi-asserted-by":"crossref","first-page":"370","DOI":"10.1038\/s41396-021-01078-7","article-title":"Light-driven carbon dioxide reduction to methane by Methanosarcina barkeri in an electric syntrophic coculture","volume":"16","author":"Huang","year":"2022","journal-title":"ISME J."},{"issue":"1","key":"10.1016\/j.biortech.2025.133133_b0255","doi-asserted-by":"crossref","first-page":"6783","DOI":"10.1038\/s41467-023-42591-x","article-title":"Artificial photosynthetic cells with biotic-abiotic hybrid energy modules for customized CO2 conversion","volume":"14","author":"Gao","year":"2023","journal-title":"Nat. Commun."},{"key":"10.1016\/j.biortech.2025.133133_b0260","article-title":"Assessment of cadmium sulphide nanoparticles toxicity in the gills of a fresh water fish","volume":"13","author":"Verma","year":"2020","journal-title":"Environ. Nanotechnol. Monit. Manage."}],"container-title":["Bioresource Technology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0960852425011009?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0960852425011009?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,9,10]],"date-time":"2025-09-10T18:10:11Z","timestamp":1757527811000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0960852425011009"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12]]},"references-count":52,"alternative-id":["S0960852425011009"],"URL":"https:\/\/doi.org\/10.1016\/j.biortech.2025.133133","relation":{},"ISSN":["0960-8524"],"issn-type":[{"value":"0960-8524","type":"print"}],"subject":[],"published":{"date-parts":[[2025,12]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Critical factors for carbon fixation efficiency in semiconductor-biohybrid systems: insights from a meta-analysis","name":"articletitle","label":"Article Title"},{"value":"Bioresource Technology","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.biortech.2025.133133","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2025 Published by Elsevier Ltd.","name":"copyright","label":"Copyright"}],"article-number":"133133"}}