Evidence map›Paper›PMID 41454163›Full record

ArticleBioprocess and biosystems engineering2026

Unraveling the biological mechanisms of biohydrogen production through dark fermentation using assembled genomes from metagenomic data.

Patricia Bovio-Winkler, Esteban Orellana, Stefano Campanaro, José de Jesús Montoya-Rosales, Lucas Tadeu Fuess, Julián Carrillo-Reyes, Elena Castelló, Karla M Muñoz-Páez, Iván Moreno-Andrade, Germán Buitrón and 2 more

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Article in Bioprocess and biosystems engineering, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors.

Patricia Bovio-WinklerMicrobial Ecology Laboratory, Department of Biochemistry and Microbial Genomic, Biological Research Institute "Clemente Estable", Avenida Italia 3318, CP 11600, Montevideo, Uruguay.
Esteban OrellanaDepartment of Biology, University of Padua, Via U. Bassi 58/B, 35131, Padua, Italy.
Stefano CampanaroDepartment of Biology, University of Padua, Via U. Bassi 58/B, 35131, Padua, Italy.
José de Jesús Montoya-RosalesLaboratory for Research on Advanced Processes for Water Treatment, Unidad Académica Juriquilla, Instituto de Ingeniería, Universidad Nacional Autónoma de México, Blvd. Juriquilla 3001, 76230, Querétaro, Mexico.
Lucas Tadeu FuessBiological Processes Laboratory, São Carlos School of Engineering, University of São Paulo, 1100 João Dagnone Avenue13.563-120, São Carlos, SP, Brazil.
Julián Carrillo-ReyesLaboratory for Research on Advanced Processes for Water Treatment, Unidad Académica Juriquilla, Instituto de Ingeniería, Universidad Nacional Autónoma de México, Blvd. Juriquilla 3001, 76230, Querétaro, Mexico.
Elena CastellóBiotechnology of Processes for Environment, Faculty of Engineering, Universidad de la República, Montevideo, Uruguay.
Karla M Muñoz-PáezLaboratory for Research on Advanced Processes for Water Treatment, Unidad Académica Juriquilla, Instituto de Ingeniería, Universidad Nacional Autónoma de México, Blvd. Juriquilla 3001, 76230, Querétaro, Mexico.
Iván Moreno-AndradeLaboratory for Research on Advanced Processes for Water Treatment, Unidad Académica Juriquilla, Instituto de Ingeniería, Universidad Nacional Autónoma de México, Blvd. Juriquilla 3001, 76230, Querétaro, Mexico.
Germán BuitrónLaboratory for Research on Advanced Processes for Water Treatment, Unidad Académica Juriquilla, Instituto de Ingeniería, Universidad Nacional Autónoma de México, Blvd. Juriquilla 3001, 76230, Querétaro, Mexico.
Elías Razo-FloresDivisión de Ciencias Ambientales, Instituto Potosino de Investigación Científica y Tecnológica, Camino a la Presa San José 2055, Lomas 4a Sección, C.P. 78216, Valladolid, Mexico.
Claudia EtchebehereMicrobial Ecology Laboratory, Department of Biochemistry and Microbial Genomic, Biological Research Institute "Clemente Estable", Avenida Italia 3318, CP 11600, Montevideo, Uruguay. cetchebehere@iibce.edu.uy.

Funding

Fondo Sectorial SEP-CONACYT project A1-S-37174
6 · The paper itself

Abstract

Dark fermentation represents a sustainable and promising approach for biohydrogen generation. However, achieving high yields depends on understanding the complex microbial interactions driving the process. This study used genome-centric metagenomics to analyze microbial communities from 11 hydrogen-producing reactors. In total, 44 metagenome-assembled genomes (MAGs) were analyzed in detail. High-yield reactors demonstrated a strong synergy between hydrogen-producing bacteria (HPB) and lactic acid bacteria (LAB), particularly Clostridium butyricum and Clostridium beijerinckii. These species encode the electron-transferring flavoprotein-lactate dehydrogenase complex (EtfAB-ldh complex), enabling hydrogen production from lactic acid. In contrast, reactors with lower hydrogen yields exhibited a higher prevalence of hydrogenotrophic microorganisms, including homoacetogens and methanogens, which redirected electron flow toward competing pathways, thereby decreasing hydrogen output. These results emphasize the importance of promoting HPB while suppressing hydrogen consumers to maintain an optimal microbial community. By linking community composition with metabolic potential, this study provides a framework for improving reactor performance, increasing hydrogen yields, and advancing sustainable hydrogen production from organic waste streams.

Indexed as

BioreactorsClostridium beijerinckiiClostridium butyricumFermentationGenome, BacterialHydrogenMetagenomeMetagenomicsHydrogenBiohydrogen productionClostridiumHydrogen-producing bacteriaLactic acid bacteriaMetagenome-assembled genomes

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.