ReviewMicrobial cell factories2026
Mechanistic insights of smart biofilms in environmental bio-monitoring: from growth to detection.
Review in Microbial cell factories, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Microalgae, a diverse assemblage of oxygen-generating photosynthetic organisms, demonstrate autotrophic, mixotrophic, and heterotrophic metabolic modes, facilitating adaptive regulation of their activity under different culture conditions and providing extensive biotechnological potential. Recently, there has been a growing interest in the cultivation of microalgae as biofilms owing to their potential for efficient biomass generation in confined systems and a wide range of industrial applications. This review offers a comprehensive overview of microalgal biofilm development, emphasizing adhesion mechanisms, variations in biofilm structure across diverse substrates, and the impact of critical physical parameters including cell density, size, morphology, and surface charge. Furthermore, the review examines the incorporation of different methods to attain a comprehensive understanding of biofilm development and molecular behavior while preserving biofilm integrity. The discussion encompasses the present challenges and future prospects of microalgal biofilms as biosensor components, highlighting their applications in environmental monitoring, on-chip biosensing, and biohybrid devices. The intrinsic benefits of microalgae, such as their capacity for self-regeneration, metabolic adaptability, and compatibility with optical and electronic systems, establish them as plausible candidates for sustainable biotechnological progress. By integrating mechanistic understanding, experimental methodologies, and application-focused approaches, this review seeks to establish a comprehensive framework for the advancement of next-generation microalgal biofilm technologies.
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Registered trials
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.