Evidence map›Paper›PMID 41961879›Full record

ArticlePLOS global public health2026

Localized wastewater surveillance showed correlation but no early warning during Bengaluru's Omicron wave.

Siva Athreya, Farah Ishtiaq, Tarun Khandelwal, Chitra Pattabiraman, Lakshminarayana Rao, Rajesh Sundaresan, Reshma Mohan Thattaramppilly

Abstract read
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Article in PLOS global public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Siva AthreyaInternational Centre for Theoretical Sciences - TIFR, Bengaluru, India.ORCID https://orcid.org/0000-0002-0501-1433
Farah IshtiaqTata Institute for Genetics and Society, Bengaluru, India.ORCID https://orcid.org/0000-0002-6762-7014
Tarun KhandelwalARTPARK, Indian Institute of Science Campus, Bengaluru, India.
Chitra PattabiramanARTPARK, Indian Institute of Science Campus, Bengaluru, India.ORCID https://orcid.org/0000-0002-9707-3358
Lakshminarayana RaoCentre for Sustainable Technologies, Indian Institute of Science, Bengaluru, India.
Rajesh SundaresanElectrical Communication Engineering, Indian Institute of Science, Bengaluru, India.ORCID https://orcid.org/0000-0003-4070-3977
Reshma Mohan ThattaramppillyCentre for Sustainable Technologies, Indian Institute of Science, Bengaluru, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Wastewater surveillance is an effective tool for monitoring the spread of infectious diseases such as COVID-19. In August 2021, a citywide surveillance effort was initiated in Bengaluru to analyze viral loads from 28 sewage treatment plants (STPs). The study found a strong correlation between aggregated viral loads and citywide COVID-19 case counts. However, the lack of localized clinical data limited the ability to assess infection trends at the STP level. In this follow-up study, we incorporate granular clinical data from 198 administrative units in the city. We find similar trends between viral loads at individual STPs and the cases in their catchment areas. A typical confidence interval for the Pearson correlation between clinical cases and wastewater viral loads at an STP is approximately [Formula: see text], based on the median bounds across the STPs; at the city-level it is [Formula: see text]. However, our analysis shows no reliable indication of a lead or early warning-the viral loads and reported cases rise simultaneously. It is important to note that our study is limited to the first Omicron wave of the pandemic. To quantify lead time, we used correlation and change-point analysis. These results underscore the potential of localized wastewater surveillance for real-time monitoring but highlight its limitation in early outbreak detection.

Identifiers

PMID41961879
PMCPMC13068238

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