# Identification of genes related to ketosis in dairy cows and establishment of early detection method for aryl hydrocarbon receptor gene

**Authors:** Yu Wang, Huizhong Zhang, Ying Li, Fengcai Guo, Jianyun Li, Wenlong Wang, Wenguang Zhang

PMC · DOI: 10.3389/fvets.2026.1737345 · Frontiers in Veterinary Science · 2026-02-11

## TL;DR

This study identifies the AHR gene as a potential early warning marker for ketosis in dairy cows, offering a reliable detection method based on gene expression.

## Contribution

The study establishes a novel early detection method for ketosis using the AHR gene and validates its accuracy and reliability.

## Key findings

- Three key biochemical indicators (BHBA, NEFA, GLU) were identified for ketosis diagnosis in postpartum dairy cows.
- The AHR gene was identified as a candidate molecular marker for ketosis prediction with high detection accuracy.
- The AHR-based detection method showed excellent specificity, sensitivity, and repeatability with 91.11% prediction accuracy for healthy cows.

## Abstract

Ketosis is a common metabolic disease in periparturient dairy cows. Monitoring and early warning based on blood indicators have become a key research focus in this field. Current diagnosis mainly relies on detecting plasma β-hydroxybutyric acid (BHBA). This study aims to explore the pathogenesis of ketosis at the blood genetic level, with the goal of achieving the early warning and prevention of the disease.

According to China’s “gold standard” diagnostic method for dairy cow ketosis, blood samples were collected from different groups. Biochemical and oxidative stress indicators were then measured to evaluate organ function. Transcriptome sequencing analysis was performed on healthy cows and sick cows (both pre- and post-onset) to identify differentially expressed genes (DEGs). The functions of DEGs and their enriched pathways were analyzed through GO and KEGG pathway analyses. Weighted Gene Co-expression Network Analysis (WGCNA) was used to analyze the transcriptomic data, identify co-expression modules, and explore the relevance between these modules and the traits associated with ketosis occurrence. A dual standard curve method was established with the AHR gene as the core for early warning and detection. Then the specificity, sensitivity, and repeatability of the primers were validated. Finally, the method was applied to detect both positive samples (diseased cows) and healthy dairy cow samples to analyze the relative expression level of the AHR gene and the prediction accuracy.

Three biochemical indicators BHBA, non-esterified fatty acid (NEFA), and glucose (GLU) were identified as key diagnostic markers for ketosis in postpartum dairy cows. Changes in NEFA and GLU levels prior to parturition may indicate the risk of ketosis. A large number of DEGs were screened out, among which the AHR gene was identified as a candidate molecular marker gene for ketosis prediction. The early warning and detection method based on the AHR gene demonstrated high primer specificity, and the detection method itself exhibited excellent specificity, sensitivity, and repeatability. The prediction accuracy for healthy dairy cows reached 91.11%.

This study demonstrates that the detection method established based on the AHR gene is efficient and reliable, effectively distinguishing between early ketosis individuals and healthy ones based on gene expression differences. This study provides an efficient and reliable technical tool for the early warning of ketosis in dairy cows.

## Linked entities

- **Genes:** AHR (aryl hydrocarbon receptor) [NCBI Gene 196]
- **Chemicals:** β-hydroxybutyric acid (PubChem CID 6971058), glucose (PubChem CID 5793)

## Full-text entities

- **Genes:** Il17a (interleukin 17A) [NCBI Gene 16171] {aka Ctla-8, Ctla8, IL-17, IL-17A, Il17}, GAPDH (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 281181] {aka GAPD}, Socs3 (suppressor of cytokine signaling 3) [NCBI Gene 12702] {aka Cis3, Cish3, EF-10, Ef10, SSI-3, Ssi3}, LDH (Muscle lactate dehydrogenase activity) [NCBI Gene 101409728], KMT2A (lysine methyltransferase 2A) [NCBI Gene 508330] {aka MLL}, AHR (aryl hydrocarbon receptor) [NCBI Gene 280714], FGF21 (fibroblast growth factor 21) [NCBI Gene 785576] {aka FGF8C}, CAT (catalase) [NCBI Gene 531682], Il6 (interleukin 6) [NCBI Gene 16193] {aka Il-6}, ALB (albumin) [NCBI Gene 280717], CMPK1 (cytidine/uridine monophosphate kinase 1) [NCBI Gene 509965] {aka CK, CMPK}, ITPR1 (inositol 1,4,5-trisphosphate receptor type 1) [NCBI Gene 317697], INS (insulin) [NCBI Gene 280829], Il10 (interleukin 10) [NCBI Gene 16153] {aka CSIF, If2a, Il-10}, RASGRP3 (RAS guanyl releasing protein 3) [NCBI Gene 523745], Ahr (aryl-hydrocarbon receptor) [NCBI Gene 11622] {aka Ah, Ahh, Ahre, In, bHLHe76}, aryl hydrocarbon receptor [NCBI Gene 522736], ITPR2 (inositol 1,4,5-trisphosphate receptor type 2) [NCBI Gene 281878] {aka insP3R2}
- **Diseases:** abnormal liver metabolism (MESH:D008107), Inflammation (MESH:D007249), metabolic disturbance (MESH:D024821), anorexia (MESH:D000855), abnormal glucose metabolism (MESH:D044882), Diabetes (MESH:D003920), reduced milk production (MESH:D016269), cancer (MESH:D009369), pneumonia (MESH:D011014), fatty degeneration of the liver (MESH:D005234), obesity (MESH:D009765), disordered fat metabolism (MESH:D008659), neuroendocrine disorders (MESH:D018358), Cushing syndrome (MESH:D003480), PHC (MESH:C562993), mobilization (MESH:D014086), ketotic (MESH:D056693), weight loss (MESH:D015431), lethargy (MESH:D053609), Insulin resistance (MESH:D007333), hypoglycemia (MESH:D007003), liver damage (MESH:D056486), type I diabetes (MESH:D003922), appetite loss (MESH:D001068), liver fat metabolism disorders (MESH:D017093), depression (MESH:D003866), autoimmune hepatitis (MESH:D019693), Ketosis (MESH:D007662), lipid toxicity (MESH:D011017)
- **Chemicals:** oxygen (MESH:D010100), BHBA (MESH:D020155), Fat (MESH:D005223), TG (MESH:D014280), agar (MESH:D000362), ketone (MESH:D007659), lipid peroxides (MESH:D008054), lactic acid (MESH:D019344), nitrogen (MESH:D009584), NEFA (MESH:D005230), acetyl-CoA (MESH:D000105), Trizol (MESH:C411644), water (MESH:D014867), Ac (MESH:D007657), cholesterol (MESH:D002784), C12:0 (MESH:C030358), superoxide (MESH:D013481), C18:1n9 (-), hydrogen peroxide (MESH:D006861), TCA (MESH:D014238), AcAc (MESH:C016635), MDA (MESH:D008315), acetone (MESH:D000096), amino acid (MESH:D000596), heme (MESH:D006418), urea nitrogen (MESH:C530477), lipid (MESH:D008055), agarose (MESH:D012685), ampicillin (MESH:D000667), glutathione (MESH:D005978), GLU (MESH:D005947), calcium (MESH:D002118), ROS (MESH:D017382)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Ovis aries (domestic sheep, species) [taxon 9940], Bos taurus (bovine, species) [taxon 9913]
- **Cell lines:** Trans1 T1 — Homo sapiens (Human), Embryonic stem cell (CVCL_A244), T3-L1 — Mus musculus (Mouse), Spontaneously immortalized cell line (CVCL_0123), pMD-19 T — Homo sapiens (Human), Fibrosarcoma, Cancer cell line (CVCL_WM80)

## Full text

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## Figures

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## References

47 references — full list in the complete paper: https://tomesphere.com/paper/PMC12933942/full.md

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Source: https://tomesphere.com/paper/PMC12933942