# Identification of Key Genes Regulating Body Weight in Qingyuan Partridge Chickens During Development Using RNA-Sequence Analysis

**Authors:** Junyi Zhuang, Weifang Yang, Yanji Chen, Shuang Liu, Xucheng He, Jiguang Deng, Yucheng Zhang, Maiqing Zheng, Guiping Zhao, Jie Wen, Huanxian Cui

PMC · DOI: 10.3390/genes17020179 · Genes · 2026-01-31

## TL;DR

This study identifies key genes involved in body weight regulation in Qingyuan partridge chickens during development using RNA sequencing.

## Contribution

The study systematically identifies key genes and pathways associated with body weight regulation in Qingyuan partridge chickens.

## Key findings

- Transcriptomic analysis identified 3521 genes specifically expressed at one day of age, enriched in ribosomal biosynthesis and cell proliferation pathways.
- WGCNA identified two gene modules containing 1563 hub genes significantly correlated with body weight.
- 26 key genes, including CALM2, HSP90AA1, and CHRND, were closely associated with muscle growth and body weight regulation.

## Abstract

Background: The Qingyuan partridge chicken is a high-quality local chicken breed in China. Its weight gain directly affects breeding efficiency. This study used RNA sequencing to analyze gene expression dynamics in the breast muscle tissue of Qingyuan partridge chickens at 1, 35, 70, and 105 days of age. Methods: This study employed RNA-sequencing, integrated with differential expression analysis, weighted gene co-expression network analysis (WGCNA), and short time-series expression miner (STEM) analysis, to systematically investigate the transcriptomic dynamics in breast muscle tissue across four developmental stages. Results: Phenotypic analysis revealed a significant increase in both body weight (BW) and breast muscle weight with age (p < 0.05). Transcriptomic analysis identified 3521 genes specifically expressed at the age of one day compared with the other 3 ages. These were significantly enriched in pathways related to ribosomal biosynthesis, cytoskeletal regulation, and cell proliferation (p < 0.05). Turquoise and black modules were identified by WGCNA, containing 1563 hub genes, which significantly correlated with BW. Integration of differentially expressed genes and STEM analysis selected 26 BW-related key genes closely associated with muscle growth, including calmodulin 2 (CALM2), heat shock protein 90 alpha family class A member 1 (HSP90AA1), and cholinergic receptor nicotinic delta subunit (CHRND). Protein–protein interaction analysis revealed two functional networks centered around these genes. Enrichment analysis of the STEM profiles indicated that upregulated genes were significantly enriched in autophagy and the ErbB, FoxO, mTOR, and insulin signaling pathways, while genes related to the ribosome, cell cycle, and PPAR signaling pathways were downregulated. Conclusions: This study identified BW-related key genes and pathways, enriching our knowledge of the functional maintenance of chicken BW.

## Linked entities

- **Genes:** CALM2 (calmodulin 2) [NCBI Gene 805], HSP90AA1 (heat shock protein 90 alpha family class A member 1) [NCBI Gene 3320], CHRND (cholinergic receptor nicotinic delta subunit) [NCBI Gene 1144]

## Full-text entities

- **Genes:** Actn1 (actinin, alpha 1) [NCBI Gene 109711] {aka 3110023F10Rik, Actn1a}, MYH1D (myosin, heavy chain 1D, skeletal muscle (similar to human myosin, heavy chain 1, skeletal muscle, adult)) [NCBI Gene 417306] {aka MYH1B, MYH3, Myosin-1B, Myosin-3}, GHSR (growth hormone secretagogue receptor) [NCBI Gene 378911], ACTB (actin, beta) [NCBI Gene 396526] {aka Bact, actin}, CHRND (cholinergic receptor nicotinic delta subunit) [NCBI Gene 424940] {aka AChR, CHNRD}, Pdgfrb (platelet derived growth factor receptor, beta polypeptide) [NCBI Gene 18596] {aka CD140b, PDGFR-1, Pdgfr}, Gadd45b (growth arrest and DNA-damage-inducible 45 beta) [NCBI Gene 17873] {aka Myd118}, NPR2 (natriuretic peptide receptor 2) [NCBI Gene 100859339] {aka NPR-B}, EIF4EBP1 (eukaryotic translation initiation factor 4E binding protein 1) [NCBI Gene 426773], IGF1 (insulin like growth factor 1) [NCBI Gene 418090] {aka IGF-1, IGF-I}, PPARGC1A (PPARG coactivator 1 alpha) [NCBI Gene 422815] {aka AVPGC-1ALPHA}, MATN2 [NCBI Gene 107052766], SOX5 (SRY-box 5) [NCBI Gene 418195], Apln (apelin) [NCBI Gene 30878] {aka 6030430G11Rik, Apel}, Pcna (proliferating cell nuclear antigen) [NCBI Gene 18538], PPARA (peroxisome proliferator activated receptor alpha) [NCBI Gene 374120] {aka PPAR}, CCND1 (cyclin D1) [NCBI Gene 396341], CACNB1 (calcium voltage-gated channel auxiliary subunit beta 1) [NCBI Gene 777366] {aka CACNLB1}, MYO1F (myosin IF) [NCBI Gene 396187] {aka CBBMIB, myosin-If}, MTOR (mechanistic target of rapamycin) [NCBI Gene 419455] {aka FRAP1}, GHR (growth hormone receptor) [NCBI Gene 408184] {aka GHBP}, ATE1 (arginyltransferase 1) [NCBI Gene 423936], SLC8A3 (solute carrier family 8 member A3) [NCBI Gene 395759] {aka NCX3}, GH (growth hormone) [NCBI Gene 378781] {aka GH1, cGH}, JMJD6 (arginine demethylase and lysine hydroxylase) [NCBI Gene 417355] {aka PTDSR}, Mapk9 (mitogen-activated protein kinase 9) [NCBI Gene 26420] {aka JNK2, Prkm9, p54aSAPK}, Myh7 (myosin, heavy polypeptide 7, cardiac muscle, beta) [NCBI Gene 140781] {aka B-MHC, MYH-beta/slow, MyHC-I, Myhc-b, Myhcb, beta-MHC}, AHCY (adenosylhomocysteinase) [NCBI Gene 419146], Pdgfra (platelet derived growth factor receptor, alpha polypeptide) [NCBI Gene 18595] {aka CD140a, Pdgfr-2}, Rpl37a (ribosomal protein L37a) [NCBI Gene 19981], Rps13 (ribosomal protein S13) [NCBI Gene 68052] {aka 2700063M04Rik}, Vcl (vinculin) [NCBI Gene 22330] {aka 9430097D22}, MYH1B (myosin, heavy chain 1B, skeletal muscle (similar to human myosin, heavy chain 1, skeletal muscle, adult)) [NCBI Gene 374069] {aka MYH3}, E2F1 (E2F transcription factor 1) [NCBI Gene 1869] {aka E2F-1, RBAP1, RBBP3, RBP3}, HIF1AN (hypoxia inducible factor 1 alpha subunit inhibitor) [NCBI Gene 428952], HSPA8 (heat shock protein family A (Hsp70) member 8) [NCBI Gene 395853] {aka HSC70}, MYH1A (myosin, heavy chain 1A, skeletal muscle (similar to human myosin, heavy chain 1, skeletal muscle, adult)) [NCBI Gene 417309], CALM2 (calmodulin 2) [NCBI Gene 395855] {aka CALM}, Pdgfb (platelet derived growth factor subunit B) [NCBI Gene 18591] {aka PDGF-2, PDGF-B, Sis, c-sis}, Itga7 (integrin alpha 7) [NCBI Gene 16404] {aka [a]7, alpha7}, DKC1 (dyskerin pseudouridine synthase 1) [NCBI Gene 1736] {aka CBF5, CHINE1, DKC, DKCX, NAP57, NOLA4}, HSPA5 (heat shock 70kDa protein 5 (glucose-regulated protein, 78kDa)) [NCBI Gene 396487] {aka GRP78, Hsc70}, PLXND1 (plexin D1) [NCBI Gene 416124], FAT3 (FAT atypical cadherin 3) [NCBI Gene 395167], MTM1 (myotubularin 1) [NCBI Gene 422388], Tgfb2 (transforming growth factor, beta 2) [NCBI Gene 21808] {aka Tgf-beta2, Tgfb-2}, Slc8a1 (solute carrier family 8 (sodium/calcium exchanger), member 1) [NCBI Gene 20541] {aka D930008O12Rik, Ncx1}, PPARA (peroxisome proliferator activated receptor alpha) [NCBI Gene 5465] {aka NR1C1, PPAR, PPAR-alpha, PPARalpha, hPPAR}, FOXE3 (forkhead box E3) [NCBI Gene 772006], HSP90AA1 (heat shock protein 90 alpha family class A member 1) [NCBI Gene 423463] {aka HSP90, Hsp90alpha, cHsp90}, CDK1 (cyclin dependent kinase 1) [NCBI Gene 983] {aka CDC2, CDC28A, P34CDC2}, WDR37 (WD repeat domain 37) [NCBI Gene 420460], LAPTM4B (lysosomal protein transmembrane 4 beta) [NCBI Gene 770893], Pik3r4 (phosphoinositide-3-kinase regulatory subunit 4) [NCBI Gene 75669] {aka 2210010O15Rik, C730038E05Rik, D9Ertd418e, Vps15, p150}, NRP1 (neuropilin 1) [NCBI Gene 395560] {aka neuropilin-1}, CCNB2 (cyclin B2) [NCBI Gene 9133] {aka HsT17299}, CD9 (CD9 molecule) [NCBI Gene 395527], DNAJB1 [NCBI Gene 100858808], MYOCD (myocardin) [NCBI Gene 427790], Map3k4 (mitogen-activated protein kinase kinase kinase 4) [NCBI Gene 26407] {aka D17Rp17, D17Rp17e, MAPKKK4, MEKK 4, MTK1, Mek4b}
- **Diseases:** myopathies (MESH:D009135), MF (MESH:C567116), BW (MESH:D001835), BW gain (MESH:D015430), inflammation (MESH:D007249), injury to (MESH:D014947), muscle (MESH:D019042), muscle contraction (MESH:C536214)
- **Chemicals:** calcium (MESH:D002118), SYBR Green (MESH:C098022), agarose (MESH:D012685), lipid (MESH:D008055), amino acid (MESH:D000596), Ca2+ (-), Trizol (MESH:C411644), glycogen (MESH:D006003), nitrogen (MESH:D009584)
- **Species:** Gallus gallus (bantam, species) [taxon 9031], Homo sapiens (human, species) [taxon 9606]
- **Mutations:** D105C, D70C, D105A, D105D, D35A

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## References

47 references — full list in the complete paper: https://tomesphere.com/paper/PMC12941177/full.md

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Source: https://tomesphere.com/paper/PMC12941177