Evidence map›Paper›PMID 41820596›Full record

ArticleScientific reports2026

Variability analysis of a low-cost paper dipstick nucleic acid extraction method for wastewater surveillance using gage repeatability and reproducibility.

Shruti Ahuja, Avani Kulkarni, Kiran Kondabagil, Siddharth Tallur

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In one paragraph

Article in Scientific reports, 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

What it found

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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

4 authors.

Shruti AhujaCentre for Research in Nanotechnology and Science (CRNTS), IIT Bombay, Mumbai, 400076, India.
Avani KulkarniDepartment of Electrical Engineering (EE), IIT Bombay, Mumbai, 400076, India.
Kiran KondabagilDepartment of Biosciences and Bioengineering (BSBE), IIT Bombay, Mumbai, 400076, India.
Siddharth TallurDepartment of Electrical Engineering (EE), IIT Bombay, Mumbai, 400076, India. stallur@ee.iitb.ac.in.

Funding

Department of Science & Technology (DST), Ministry of Science & Technology, Government of India DST/IC/IC-IMPACTS/2022/P-13Wadhwani Research Centre for Bioengineering (WRCB) at IIT Bombay DO/2022-WRCB002-076
6 · The paper itself

Abstract

Microbial concentration remains a key challenge in developing low-cost, point-of-use wastewater monitoring assays for pandemic preparedness, primarily due to sample heterogeneity and low pathogen load. Paper dipstick-based methods are promising for simplified and low-cost RNA capture and isolation from sub-milliliter sample volumes. However, given the manual nature of the method, variability is a major concern. To evaluate variability introduced by the method type, operator handling, and wastewater samples, we performed a multi-operator two-way analysis of variance (ANOVA) and 'evaluating the measurement process' (EMP) gage repeatability & reproducibility (gage R&R) study. Two-way ANOVA was used to determine whether differences in Ct values across samples, operators, and their interaction were statistically significant. To further assess the source of variation and quantify the repeatability and reproducibility of the assay, a comprehensive EMP gage R&R analysis was conducted. We detected pepper mild mottle virus (PMMoV) and bacteriophage Phi6 in wastewater samples collected from a sewage pumping station at IIT Bombay campus. PMMoV is abundant in human feces, and a reliable control for normalizing pathogen loads in wastewater by population size, while Phi6 spiked in the wastewater samples is a common surrogate for enveloped viruses such as SARS-CoV-2. Our study demonstrates that dipstick method detected changes in PMMoV load associated with change in the population density due to the campus summer break with the total variation lower than the acceptable gage R&R limit of 30%.

Indexed as

RNA, ViralWastewaterHumansPaperRapid Diagnostic TestsReproducibility of ResultsSARS-CoV-2RNA, ViralWastewaterGage R& RMicrobial capturePaper dipstickVariance componentsWastewater surveillance

Identifiers

PMID41820596
PMCPMC13103086

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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.