ArticleMicrobiology spectrum2026
Spatial ecology meets quality control: a GIS-integrated strategy for visualizing and managing microbial contamination in sterile pharmaceutical cleanrooms.
Article in Microbiology spectrum, 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
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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.
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Authors and funding
8 authors.
Funding
Abstract
To enhance contamination source identification in sterile drug manufacturing, this study innovatively developed an integrated strategy combining geographic information system (GIS) spatial visualization with microbial contamination control. Between 2022 and 2025, researchers collected 1,117 environmental microbial isolates from sterile preparation workshops, analyzing their population structure, distribution patterns, and potential risks through 16S rRNA/ITS sequencing. GIS technology was employed to associate strain data with workshop spatial information, thereby providing a visual representation of microbial quantity, species composition, and distribution patterns. Results showed that
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Registered trials
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