# Composite selection signal analysis: Uncovering candidate genes and quantitative trait loci in Indian sheep breeds

**Authors:** Sapna Nath, Satish Kumar Illa, Destaw Worku, Sabyasachi Mukherjee, Anupama Mukherjee, Vinod Kumar Yata, Lamiaa Radwan, Lamiaa Radwan, Lamiaa Radwan, Lamiaa Radwan, Lamiaa Radwan, Lamiaa Radwan, Lamiaa Radwan, Lamiaa Radwan

PMC · DOI: 10.1371/journal.pone.0344299 · PLOS One · 2026-03-25

## TL;DR

This study identifies genes and genomic regions in Indian sheep breeds linked to traits like growth, reproduction, and disease resistance using a new statistical method.

## Contribution

A novel SNP-based DCMS statistic is introduced to detect selection signals with higher resolution in sheep genomes.

## Key findings

- The DCMS method identified 21, 10, and 14 putative genes in Chanthangi, Garole, and Deccani breeds, respectively.
- Breed-specific QTLs were found for traits like wool quality, disease resistance, and reproduction.
- The method complements existing approaches by enabling precise localization of selection signals.

## Abstract

Selective pressures, both natural and artificial, have significantly influenced the genomic architecture of domesticated sheep. Understanding their underlying molecular mechanisms is critical for developing efficient breeding programs to conserve and improve economically important traits in native breeds. In this study, we analysed high-density 50K SNP data from three Indigenous sheep breeds: Chanthangi (CHA, n = 29), Garole (GAR, n = 24), and Deccani (IDC, n = 26), each native to diverse climatic regions of India. We implemented a novel SNP-based de-correlated composite of multiple signals (DCMS) statistic, which integrates p-values from five selection metrics viz., FST, H1, H12, Tajima’s D, and nucleotide diversity (π) into a unified measure. The SNP-based DCMS approach offers finer resolution and complements window-based methods by enabling more precise localisation of selection signals and candidate genes. Multiple testing correction was applied at a False Discovery Rate (FDR) threshold of <5% to detect significant genomic regions. Comprehensive gene and quantitative trait loci (QTL) annotation and enrichment analysis of these regions were also performed for each breed. The DCMS analysis identified 21, 10, and 14 novel and breed-specific putative genes in the Chanthangi, Garole, and Deccani breeds, respectively, as well as 10, 28, and 13breed-specific QTL regions. The identified genes and QTLs are associated with diverse phenotypic traits, including growth and muscle development (CNTNAP5, DOCK3), reproduction (TCERG1L, BUB1, UNC5C, C2CD5, BBX), wool trait (TPPP3, P2RY6, FGF10, POU2F1, FAM168A), disease resistance (MTSS1, B4GALNT3), environment adaptation (TRMT12, MAPKAPK3), domestication (LRRC36). The QTLs identified are associated with body conformation (body measurements and bone area), production (milk fat yield), reproduction (total lambs born), disease resistance (hemonchus resistance, foot rot, and pneumonia susceptibility), and health (platelet count and entropion). Our SNP-based DCMS method enabled high-resolution detection of breed-specific selection signatures. It facilitated the discovery of both known and novel genomic regions, candidate genes, and QTLs unique to Indian sheep breeds. This comprehensive approach provides valuable insights into the molecular mechanisms underlying economically important traits and offers a robust foundation for targeted genetic improvement and conservation of indigenous sheep breeds.

## Linked entities

- **Genes:** CNTNAP5 (contactin associated protein family member 5) [NCBI Gene 129684], DOCK3 (dedicator of cytokinesis 3) [NCBI Gene 1795], TCERG1L (transcription elongation regulator 1 like) [NCBI Gene 256536], BUB1 (BUB1 mitotic checkpoint serine/threonine kinase) [NCBI Gene 699], UNC5C (unc-5 netrin receptor C) [NCBI Gene 8633], C2CD5 (C2 calcium dependent domain containing 5) [NCBI Gene 9847], BBX (BBX high mobility group box domain containing) [NCBI Gene 56987], TPPP3 (tubulin polymerization promoting protein family member 3) [NCBI Gene 51673], P2RY6 (pyrimidinergic receptor P2Y6) [NCBI Gene 5031], FGF10 (fibroblast growth factor 10) [NCBI Gene 2255], POU2F1 (POU class 2 homeobox 1) [NCBI Gene 5451], FAM168A (family with sequence similarity 168 member A) [NCBI Gene 23201], MTSS1 (MTSS I-BAR domain containing 1) [NCBI Gene 9788], B4GALNT3 (beta-1,4-N-acetyl-galactosaminyltransferase 3) [NCBI Gene 283358], TYW2 (tRNA wybutosine-synthesizing protein 2) [NCBI Gene 55039], MAPKAPK3 (MAPK activated protein kinase 3) [NCBI Gene 7867], LRRC36 (leucine rich repeat containing 36) [NCBI Gene 55282]
- **Diseases:** foot rot (MONDO:0024935)
- **Species:** Ovis aries (taxon 9940)

## Full-text entities

- **Genes:** IQSEC3 [NCBI Gene 101114514], MC1R [NCBI Gene 102099064], PPARalpha [NCBI Gene 443457], MEF2B [NCBI Gene 101106075], ADCY2 [NCBI Gene 101102089], KDM5A [NCBI Gene 101115023], CHRM2 [NCBI Gene 101102897], RAC1 [NCBI Gene 100101233], IL-6 [NCBI Gene 443406], MAEL [NCBI Gene 101113811], SLC24A5 [NCBI Gene 100820754], LRRC36 [NCBI Gene 101113262], UNC5C [NCBI Gene 101113935], CTNNB1 [NCBI Gene 100294600], BUB1 [NCBI Gene 101117404], MITF [NCBI Gene 101115163], MSMP [NCBI Gene 101113462], RGP1 [NCBI Gene 101113727], P2RY2 [NCBI Gene 106991621], ACOXL [NCBI Gene 101118010], TCERG1L [NCBI Gene 101107651], FCHSD2 [NCBI Gene 101123405], STARD10 [NCBI Gene 101103591], TPPP3 [NCBI Gene 101113519], P2RY6 [NCBI Gene 101123660], BMPR1B [NCBI Gene 443454], TRMT12 [NCBI Gene 101106695], CNTNAP5 [NCBI Gene 101116541], FAM168A [NCBI Gene 101102261], BBX [NCBI Gene 101115417], maf [NCBI Gene 101119498], CNTNAP5 [NCBI Gene 102187631], C2CD5 [NCBI Gene 101116387], DOCK3 [NCBI Gene 101114650], BDNF [NCBI Gene 102180782], LATS1 [NCBI Gene 101122867], FGF10 [NCBI Gene 443074], HINT2 [NCBI Gene 101112539], MTSS1 [NCBI Gene 101105577], ASIP [NCBI Gene 100127221], LHCGR [NCBI Gene 101113228], NPHP1 [NCBI Gene 101116556], insulin receptor [NCBI Gene 443431], MAPKAPK3 [NCBI Gene 101118996], SSTR1 [NCBI Gene 443202], ARHGEF17 [NCBI Gene 101104090], MALL [NCBI Gene 101116299], TRHDE [NCBI Gene 100310794], SLC7A11 [NCBI Gene 100820755], B4GALNT3 [NCBI Gene 101115274], GHR [NCBI Gene 443333], NIM1K [NCBI Gene 101115573], CD47 [NCBI Gene 101111153], POU2F1 [NCBI Gene 101114403]
- **Diseases:** Hemonchus infection (MESH:D007239), CHR (MESH:D015211), DCMS (MESH:D058617), Pneumonia (MESH:D011014), bacterial (MESH:D001424), disease (MESH:D004194), heat (MESH:D018883), paratuberculosis (MESH:D010283), foot rot (MESH:D005535), Brucellosis (MESH:D002006), supernumerary nipple (MESH:C562557), OAR (MESH:D053591), breast tumors (MESH:D001943), septicemic (MESH:D010930)
- **Chemicals:** Garole (-), calcium (MESH:D002118), fatty acid (MESH:D005227), BP (MESH:C038809), -D (MESH:D003903), estradiol (MESH:D004958), magnesium (MESH:D008274), bile acid (MESH:D001647), ATP (MESH:D000255), melanin (MESH:D008543)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Coxiella burnetii (species) [taxon 777], Bos taurus (bovine, species) [taxon 9913], Gallus gallus (bantam, species) [taxon 9031], Homo sapiens (human, species) [taxon 9606], Ovis aries (domestic sheep, species) [taxon 9940], Capra hircus (domestic goat, species) [taxon 9925]
- **Mutations:** rs404288918, rs411640492, rs426272889, serine/threonine, rs421635584, rs426980328, rs417231209, rs418089550, rs405044765, rs161146164, rs416121047, rs424714738, rs426666828, rs426598066, rs408124092, rs402400571, rs405457403, rs416045857, rs422431427, rs426187704, rs424558688, rs399619443, rs402605786, rs406947061, rs409795528, rs404605277, rs160159557, rs403394816, rs428856771, rs420647640, rs404696179, rs159913124, rs413264572, rs418752307, rs430157497

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC13016353/full.md

## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13016353/full.md

## References

89 references — full list in the complete paper: https://tomesphere.com/paper/PMC13016353/full.md

---
Source: https://tomesphere.com/paper/PMC13016353