Impact of Reference Gene Choice on Accurate Gene Expression Analysis Under Emerging Contaminant Exposure

ABSTRACT Accurate interpretation of gene expression in organisms exposed to emerging contaminants (ECs) requires reliable normalization using stable reference genes. In this study, six candidate housekeeping genes (EEF1A1, GAPDH, ACTB, TBP, RAG1, and PKM) were evaluated in fish ( Labeo catla ) liver under exposure to chlorpyrifos, triclosan, and oxytetracycline. Expression stability was assessed using geNorm, NormFinder, BestKeeper, and the Δ C t method, with RefFinder providing an integrated ranking. EEF1A1 consistently showed the highest stability, whereas PKM and RAG1 were the least reliable. Normalization of the xenobiotic response gene CYP1A1 with stable (EEF1A1) versus unstable (PKM, RAG1) genes revealed that inappropriate reference gene choice produced misleading expression profiles. These results highlight the critical importance of empirical reference gene validation for accurate qRT‐PCR–based gene expression analysis, particularly in ecotoxicological studies involving exposure to complex mixtures of contaminants.

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Publication Details

Journal
Environmental Toxicology
Published
2026-09-18
DOI
https://doi.org/10.1002/tox.70198
Primary Topic
Molecular Biology Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00

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article

Impact of Reference Gene Choice on Accurate Gene Expression Analysis Under Emerging Contaminant Exposure

Shubhadeep Ghosh, Subir Kumar Nag, Soma Das Sarkar, Basanta Kumar Das et al.
Environmental Toxicology
Molecular Biology Techniques and Applications
article

Impact of Reference Gene Choice on Accurate Gene Expression Analysis Under Emerging Contaminant Exposure

Shubhadeep Ghosh, Subir Kumar Nag, Soma Das Sarkar, Basanta Kumar Das, Kavita Kumari, Md. Aftabuddin
article en

Abstract

ABSTRACT Accurate interpretation of gene expression in organisms exposed to emerging contaminants (ECs) requires reliable normalization using stable reference genes. In this study, six candidate housekeeping genes (EEF1A1, GAPDH, ACTB, TBP, RAG1, and PKM) were evaluated in fish ( Labeo catla ) liver under exposure to chlorpyrifos, triclosan, and oxytetracycline. Expression stability was assessed using geNorm, NormFinder, BestKeeper, and the Δ C t method, with RefFinder providing an integrated ranking. EEF1A1 consistently showed the highest stability, whereas PKM and RAG1 were the least reliable. Normalization of the xenobiotic response gene CYP1A1 with stable (EEF1A1) versus unstable (PKM, RAG1) genes revealed that inappropriate reference gene choice produced misleading expression profiles. These results highlight the critical importance of empirical reference gene validation for accurate qRT‐PCR–based gene expression analysis, particularly in ecotoxicological studies involving exposure to complex mixtures of contaminants.

Environmental Toxicology
Indian Council of Agricultural Research (IN), Central Inland Fisheries Research Institute (IN)
Indian Council of Agricultural Research
Life below water
Openalex Percentile: Top 18%
Molecular Biology Techniques and Applications
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Impact of Reference Gene Choice on Accurate Gene Expression Analysis Under Emerging Contaminant Exposure — Shubhadeep Ghosh, Subir Kumar Nag, et al. · Environmental Toxicology (2026) | TGRS Research Map | TGRS