PCA-based metagenomics reveals functional and taxonomic diversity in Kedu chicken gut microbiota
Main Article Content
Abstract
Abstract. Pandupuspitasari NS, Sugiharto S, Agusetyaningsih I, Lestari DA, Khan FA, Setiaji A, Raza MA. 2025. PCA-based metagenomics reveals functional and taxonomic diversity in Kedu chicken gut microbiota. Biodiversitas 26: 4035-4041. The Gastrointestinal Tract (GIT) microbiota plays a central role in poultry health, productivity, and resilience, influencing digestion, nutrient absorption, immune development, and disease resistance. This study provides the first multi-database Principal Component Analysis (PCA)-based metagenomic characterization of the gut microbiota in Kedu chickens (Gallus gallus (Linnaeus, 1758)), an indigenous Indonesian breed. Digesta from five GIT segments (crop, gizzard, jejunum, colon, and cecum) of 21 traditionally reared Kedu chickens were sequenced on the Illumina NovaSeq X Plus platform, yielding 1,523,876 unigenes. Functional annotation against Non-Redundant Protein Database (NR), Clusters of Orthologous Groups (COG), Kyoto Encyclopedia of Genes and Genomes (KEGG), Carbohydrate-Active enZYmes Database (CAZy), Antibiotic Resistance Genes Database (ARDB), Comprehensive Antibiotic Resistance Database (CARD), and Virulence Factor Database (VFDB) revealed enrichment of genes involved in metabolism (38.2%), cellular processes (15.7%), environmental information processing (12.6%), and genetic information processing (11.0%). PCA separated GIT segments by functional specialization: The jejunum clustered distinctly (PC1 variance = 26.48% for NR, 30.04% for COG, 67.16% for KEGG) due to nutrient absorption-related functions, while the cecum exhibited the highest diversity and carbohydrate-active enzyme profiles (PC1 = 24.98% for CAZy). ARDB/CARD analysis showed that distal GIT segments (colon, cecum) contained higher densities of antimicrobial resistance genes, and VFDB revealed elevated virulence factor abundance in ileum and cecum. These findings highlight segment-specific microbiota roles, supporting the development of targeted probiotics and feed strategies, and contribute to conserving the functional biodiversity of Kedu chickens in sustainable production systems.
Article Details
Issue
Section

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
References
Adedokun SA, Olojede OC. 2019. Optimizing gastrointestinal integrity in poultry: The role of nutrients and feed additives. Front Vet Sci 5: 348. DOI: 10.3389/fvets.2018.00348.
Bai Y, Wang R, Yang Y, Li R, Wu X. 2021. Folic acid absorption characteristics and effect on cecal microbiota of laying hens. Front Vet Sci 8: 720851. DOI: 10.3389/fvets.2021.720851.
Chen L, Bai X, Wang T, Liu J, Miao X, Zeng B, Li D. 2023. Gut microbial diversity analysis of different native chickens and screening of chicken-derived cecal. Animals 13: 3672. DOI: 10.3390/ani13233672.
Choi KY, Lee TK, Sul WJ. 2015. Metagenomic analysis of chicken gut microbiota for improving metabolism and health of chickens-A review. Asian-Australas J Anim Sci 28 (9): 1217-1225. DOI: 10.5713/ajas.15.0026.
Chowdhury MAH, Ashrafudoulla M, Mevo SIU, Mizan MFR, Park SH, Ha SD. 2023. Current and future interventions for improving poultry health and poultry food safety and security: a comprehensive review. Compr Rev Food Sci Food Saf 22 (3): 1555-1596. DOI: 10.1111/1541-4337.13121.
Fathima S, Shanmugasundaram R, Adams D, Selvaraj RK. 2022. Gastrointestinal microbiota and their manipulation for improved growth and performance in chickens. Foods 11 (10): 1401. DOI: 10.3390/foods11101401.
Gadde U, Oh ST, Lee YS, Davis E, Zimmerman N, Rehberger T, Lillehoj HS. 2017. The effects of direct-fed microbial supplementation, as an alternative to antibiotics, on growth performance, intestinal immune status, and epithelial barrier gene expression in broiler chickens. Probiotics Antimicrob Proteins 9 (4): 397-405. DOI: 10.1007/s12602-017-9275-9.
Greenacre M, Groenen PJF, Hastie T, D’Enza AI, Markos A, Tuzhilina E. 2022. Principal component analysis. Nat Rev Methods Primers 2: 100. DOI: 10.1038/s43586-022-00184-w.
Kassa G, Alemayehu D, Andualem B. 2024. Isolation, identification, and molecular characterization of probiotic bacteria from locally selected Ethiopian free range chickens gastrointestinal tract. Poult Sci 103 (2): 103311. DOI: 10.1016/j.psj.2023.103311.
Kers JG, Velkers FC, Fischer EAJ, Hermes GDA, Stegeman JA, Smidt H. 2018. Host and environmental factors affecting the intestinal microbiota in chickens. Front Microbiol 9: 235. DOI: 10.3389/fmicb.2018.00235.
Kogut MH. 2019. The effect of microbiome modulation on the intestinal health of poultry. Anim Feed Sci Technol 250: 32-40. DOI: 10.1016/j.anifeedsci.2018.10.008.
Kpomasse CC, Kouame YAE, N’nanle O, Houndonougbo FM, Tona K, Oke OE. 2023. The productivity and resilience of the indigenous chickens in the tropical environments: Improvement and future perspectives. J Appl Anim Res 51 (1): 456-469. DOI: 10.1080/09712119.2023.2228374.
Murwani R, Sembiring A, Cahyani NKD, Anggoro AW, Kurniasih EM, Budiharjo A, Ambariyanto A. 2025. Unveiling microbiome diversity and abundance in the ceca and intestine of freshly slaughtered market-sold kampung chickens. Biodiversitas 26 (2): 909-919. DOI: 10.13057/biodiv/d260240.
Nguyen TA, He J, Le LT, Bao W, Tran NH. 2023. Federated PCA on Grassmann manifold for anomaly detection in IoT networks. IEEE INFOCOM 2023 - IEEE Conf Comput Commun: 1-10. DOI: 10.1109/INFOCOM53939.2023.10229026.
Nhung NT, Chansiripornchai N, Carrique-Mas JJ. 2017. Antimicrobial resistance in bacterial poultry pathogens: a review. Front Vet Sci 4: 126. DOI: 10.3389/fvets.2017.00126.
Oakley BB, Lillehoj HS, Kogut MH, Kim WK, Maurer JJ, Pedroso A, Lee MD, Collett SR, Johnson TJ, Cox NA. 2014. The chicken gastrointestinal microbiome. FEMS Microbiol Lett 360 (2): 100-112. DOI: 10.1111/1574-6968.12608.
Pan D, Yu Z. 2014. Intestinal microbiome of poultry and its interaction with host and diet. Gut Microbes 5: 108-119. DOI: 10.4161/gmic.26945.
Rothrock Jr MJ, Locatelli A. 2019. Importance of farm environment to shape poultry-related microbiomes throughout the farm-to-fork continuum of pasture-raised broiler flocks. Front Sustain Food Syst 3: 48. DOI: 10.3389/fsufs.2019.00048.
Sergeant MJ, Constantinidou C, Cogan TA, Bedford MR, Penn CW, Pallen MJ. 2014. Extensive microbial and functional diversity within the chicken cecal microbiome. PLoS One 9 (3): e91941. DOI: 10.1371/journal.pone.0091941.
Stanley D, Moore RJ, Wong CH. 2018. An insight into intestinal mucosal microbiota disruption after stroke. Sci Rep 8 (1): 568. DOI: 10.1038/s41598-017-18904-8.
Sutopo S, Lestari DA, Kurnianto E, Setiaji A. 2022. Egg weight, sex and variety effects on body weights and growth ability of Kedu chickens. Adv Anim Vet Sci 10 (5): 1017-1022. DOI: 10.17582/journal.aavs/2022/10.5.1017.1022.
T-Thienprasert NP, Jaithon T, Klomkliew P, Chanchaem P, Suwanasopee T, Koonawootrittriron S, Kovitvadhi A, Chundang P, Pongprayoon P, Kityakarn S, Luksirikul P, Payungporn S. 2025. Comparative analysis of the gut microbiota of Thai indigenous chicken fed house crickets. Animals 15 (7): 1070. DOI: 10.3390/ani15071070.
Wickramasuriya SS, Park I, Lee K, Lee Y, Kim WH, Nam H, Lillehoj HS. 2022. Role of physiology, immunity, microbiota, and infectious diseases in the gut health of poultry. Vaccines 10 (2): 172. DOI: 10.3390/vaccines10020172.
Yang Y, Jobin C. 2014. Microbial imbalance and intestinal pathologies: Connections and contributions. Dis Model Mech 7 (10): 1131-1142. DOI: 10.1242/dmm.016428.
Zhang P, West NP, Chen P-Y, Thang MWC, Price G, Cripps AW, Cox AJ. 2019. Selection of microbial biomarkers using genetic algorithms and principal component analysis. BMC Bioinformatics 20: 413. DOI: 10.1186/s12859-019-3001-4.
Zhang L, Said LB, Diarra MS, Fliss I. 2022. Effects of bacterial-derived antimicrobial solutions on shelf-life, microbiota and sensory attributes of raw chicken legs under refrigerated storage condition. Int J Food Microbiol 383: 109958. DOI: 10.1016/j.ijfoodmicro.2022.109958.
Zhang W, Jian X, Ding S, Chang J, Ji S, Chi Y. 2025. Insights into the gut microbiota characteristics between the organic and traditional feeding chickens based on amplicon and metagenomic sequencing. Front Microbiol 15: 1509461. DOI: 10.3389/fmicb.2024.1509461.