International Journal of Molecular Biotechnological Research Review Article
Nutrient Sensing and Microbiota Crosstalk: Driving Determinants Shaping Metabolic Stability and Adaptive Physiology for Animal Health
Abstract
Nutrient sensing is a fundamental cellular process that enables animals to adapt to fluctuating dietary inputs while maintaining metabolic homeostasis and health. Recent advances reveal that the gut microbiota functions as an active metabolic partner, producing bioactive metabolites that directly influence host nutrient-sensing pathways and downstream cellular responses. This review synthesizes current knowledge on the integration of key signalling networks, including adenosine monophosphate activated protein kinase (AMPK), mechanistic target of rapamycin, and insulin signalling, with microbiota-derived cues such as short-chain fatty acids, bile acid derivatives, and amino acid metabolites. These interactions regulate critical cellular processes, including energy metabolism, immune function, oxidative stress responses, and epithelial integrity. Emerging evidence highlights a dynamic nutrient–microbiota–cell signalling axis that shapes physiological outcomes across multiple tissues. In livestock systems, this integrated framework has profound implications for growth efficiency, reproductive performance, disease resistance, and resilience to environmental stressors. Species-specific differences in microbiome composition and digestive physiology further modulate these responses, emphasizing the need for tailored nutritional strategies. Advances in omics technologies and molecular biotechnology are enabling deeper insights into host–microbiota interactions, facilitating the development of precision nutrition approaches that target specific signalling pathways. Despite significant progress, key mechanistic gaps remain in understanding the spatiotemporal coordination of nutrient sensing and microbial signalling under variable environmental conditions. Future research should prioritize multi-omics integration, longitudinal studies, and translational validation in production settings. Overall, integrating nutrient-sensing biology with microbiome science offers a transformative pathway for optimizing animal health and productivity in a rapidly changing climate.
Keywords
References (101)
- Guo Z, Yang J, Zang R, Yang Y, Wang Q, Xu C. The brain–gut–skin axis in inflammatory and disfiguring skin diseases: mechanistic insights, clinical correlations, and therapeutic strategies. Frontiers in Immunology. 2026;17. doi:10.3389/fimmu.2026.1737303
- Hasnah R, Makhlouf M, Zambon M, Arietti M, Altún YGK, Scialdone A, et al. A sensory map of the gastrointestinal tract. 2025. doi:10.1101/2025.03.07.641228
- Lazăr DC, Chiriac SD, Drăghici GA, Moacă EA, Faur AC, Avram MF, et al. Gastric Cancer and Microbiota: Exploring the Microbiome’s Role in Carcinogenesis and Treatment Strategies. Life. 2025;15(7):999. doi:10.3390/life15070999
- Kurhaluk N, Kołodziejska R, Kamiński P, Tkaczenko H. Integrative Neuroimmune Role of the Parasympathetic Nervous System, Vagus Nerve and Gut Microbiota in Stress Modulation: A Narrative Review. International Journal of Molecular Sciences. 2025;26(23):11706. doi:10.3390/ijms262311706
- M. Chan, “Dissecting Macrophage Metabolism in Metabolic Liver Disease,” 2025, Accessed: Apr. 25, 2026. [Online]. Available: https://search.proquest.com/openview/b2724f37aa9e3acacd8100f4b88ba18f/1?pq-origsite=gscholar&cbl=18750&diss=y
- Ghobadinezhad F, Ebrahimi N, Mozaffari F, Moradi N, Beiranvand S, Pournazari M, et al. The emerging role of regulatory cell-based therapy in autoimmune disease. Frontiers in Immunology. 2022;13. doi:10.3389/fimmu.2022.1075813
- S. Buffington, P. Forsythe, J. Hommel, F. Laezza, and A. Oberhauser, “Diet-and Probiotic-mediated Modulation of the Maternal Gut Microbiome Impacts Early-life Programming of Neurodevelopment and Behavioral Outcomes in Offspring,” 2022, Accessed: Apr. 25, 2026. [Online]. Available: https://utmb-ir.tdl.org/items/081077c7-d83d-4992-af65-4a6208bae3fe
- Abu Y, Roy S. Intestinal dysbiosis during pregnancy and microbiota-associated impairments in offspring. Frontiers in Microbiomes. 2025;4. doi:10.3389/frmbi.2025.1548650
- Hamamah S, Hajnal A, Covasa M. Influence of Bariatric Surgery on Gut Microbiota Composition and Its Implication on Brain and Peripheral Targets. Nutrients. 2024;16(7):1071. doi:10.3390/nu16071071
- Xia J, Guo W, Hu M, Jin X, Zhang S, Liu B, et al. Resynchronized rhythmic oscillations of gut microbiota drive time-restricted feeding induced nonalcoholic steatohepatitis alleviation. Gut Microbes. 2023;15(1). doi:10.1080/19490976.2023.2221450
- D. melanogaster Head et al., “Identification of Microbiota-Induced Gene Expression Changes in the Drosophila melanogaster Head,” bioRxiv, p. 561043, 2019, doi:10.1101/561043.ABSTRACT.
- M. Á. L. Ros, “The immunomodulatory effect of the diet. Implications for health and disease,” 2019, Accessed: Apr. 25, 2026. [Online]. Available: https://repositorio.unican.es/xmlui/handle/10902/16616
- Wang J, Qu J, Liu S, Xu Q, Li X, Zhu Y, et al. Tannic Acid Ameliorates Systemic Glucose and Lipid Metabolic Impairment Induced by Low-Dose T-2 Toxin Exposure. Journal of Agricultural and Food Chemistry. 2023;71(33):12574-12586. doi:10.1021/acs.jafc.3c02934
- Qiao K, Jiang R, Contreras GA, Xie L, Pascottini OB, Opsomer G, et al. The Complex Interplay of Insulin Resistance and Metabolic Inflammation in Transition Dairy Cows. Animals. 2024;14(6):832. doi:10.3390/ani14060832
- D. A. Jacobo-Velázquez, “Ferulic acid: mechanistic insights and multifaceted applications in metabolic Syndrome, food Preservation, and cosmetics,” 2025, mdpi.com. [Online]. Available: https://www.mdpi.com/1420-3049/30/18/3716
- H. Charles-Messance, K. A. J. Mitchelson, and ..., “Regulating metabolic inflammation by nutritional modulation,” 2020, Elsevier. [Online]. Available: https://www.sciencedirect.com/science/article/pii/S0091674920311696
- Wang B, Zhang B, Zhou L, Li S, Li Z, Luo H. Multi-omics reveals diet-induced metabolic disorders and liver inflammation via microbiota-gut-liver axis. The Journal of Nutritional Biochemistry. 2023;111:109183. doi:10.1016/j.jnutbio.2022.109183
- K. Thakur, Y. Y. Zhu, J. Y. Feng, J. G. Zhang, F. Hu, and ..., “Morin as an imminent functional food ingredient: An update on its enhanced efficacy in the treatment and prevention of metabolic syndromes,” Food Funct., 2020, [Online]. Available: https://pubs.rsc.org/en/content/articlehtml/2020/fo/d0fo01444c
- Kwon H, Pessin JE. Insulin‐Mediated PI3K and AKT Signaling. The Liver. 2020:485-495. doi:10.1002/9781119436812.ch39
- Bayliak MM, Abrat OB. Role of Nrf2 in Oxidative and Inflammatory Processes in Obesity and Metabolic Diseases. Progress in Inflammation Research. 2020:153-187. doi:10.1007/978-3-030-44599-7_7
- Wang J, Xiang Y, Jiang S, Li H, Caviezel F, Katawatin S, et al. Involvement of the VEGF signaling pathway in immunosuppression and hypoxia stress: analysis of mRNA expression in lymphocytes mediating panting in Jersey cattle under heat stress. BMC Veterinary Research. 2021;17(1). doi:10.1186/s12917-021-02912-y
- J. Y. Yoo and S. S. Kim, “Probiotics and prebiotics: present status and future perspectives on metabolic disorders,” 2016, mdpi.com. [Online]. Available: https://www.mdpi.com/2072-6643/8/3/173
- Leroy JLMR, Bie J, Jordaens L, Desmet K, Smits A, Marei WFA, et al. Negative energy balance and metabolic stress in relation to oocyte and embryo quality: an update on possible pathways reducing fertility in dairy cows. Animal Reproduction. 2017;14(3):497-506. doi:10.21451/1984-3143-ar992
- Piantoni P, Wang P, Drackley JK, Hurley WL, Loor JJ. Expression of Metabolic, Tissue Remodeling, Oxidative Stress, and Inflammatory Pathways in Mammary Tissue during Involution in Lactating Dairy Cows. Bioinformatics and Biology Insights. 2010;4:BBI.S5850. doi:10.4137/bbi.s5850
- S. Guo, “Insulin signalling, resistance, and the metabolic syndrome: insights from mouse models to disease mechanisms,” 2014, pmc.ncbi.nlm.nih.gov. [Online]. Available: https://pmc.ncbi.nlm.nih.gov/articles/PMC4087161/
- Marei WFA, De Bie J, Xhonneux I, Andries S, Britt JH, Leroy JLMR. Metabolic and antioxidant status during transition is associated with changes in the granulosa cell transcriptome in the preovulatory follicle in high-producing dairy cows at the time of breeding. Journal of Dairy Science. 2022;105(8):6956-6972. doi:10.3168/jds.2022-21928
- Wu CW, Storey KB. mTOR Signaling in Metabolic Stress Adaptation. Biomolecules. 2021;11(5):681. doi:10.3390/biom11050681
- Wu L, Ye S, Deng X, Fu Z, Li J, Yang C. Conjugated Linoleic Acid Ameliorates High Fat-Induced Insulin Resistance via Regulating Gut Microbiota–Host Metabolic and Immunomodulatory Interactions. Nutrients. 2024;16(8):1133. doi:10.3390/nu16081133
- Sun X, Tang Y, Jiang C, Luo S, Jia H, Xu Q, et al. Oxidative stress, NF-κB signaling, NLRP3 inflammasome, and caspase apoptotic pathways are activated in mammary gland of ketotic Holstein cows. Journal of Dairy Science. 2021;104(1):849-861. doi:10.3168/jds.2020-18788
- do Amaral BC, Connor EE, Tao S, Hayen MJ, Bubolz JW, Dahl GE. Heat stress abatement during the dry period influences metabolic gene expression and improves immune status in the transition period of dairy cows. Journal of Dairy Science. 2011;94(1):86-96. doi:10.3168/jds.2009-3004
- Srikanth K, Lee E, Kwan A, Lim Y, Lee J, Jang G, et al. Transcriptome analysis and identification of significantly differentially expressed genes in Holstein calves subjected to severe thermal stress. International Journal of Biometeorology. 2017;61(11):1993-2008. doi:10.1007/s00484-017-1392-3
- Naser AN, Lu Q, Chen YH. Trans-Compartmental Regulation of Tight Junction Barrier Function. Tissue Barriers. 2022;11(4). doi:10.1080/21688370.2022.2133880
- Shehata AA, Yalçın S, Latorre JD, Basiouni S, Attia YA, Abd El-Wahab A, et al. Probiotics, Prebiotics, and Phytogenic Substances for Optimizing Gut Health in Poultry. Microorganisms. 2022;10(2):395. doi:10.3390/microorganisms10020395
- Gao J, Xu K, Liu H, Liu G, Bai M, Peng C, et al. Impact of the Gut Microbiota on Intestinal Immunity Mediated by Tryptophan Metabolism. Frontiers in Cellular and Infection Microbiology. 2018;8. doi:10.3389/fcimb.2018.00013
- Suyama R, Cetraro N, Yew JY, Kai T. Microbes control Drosophila germline stem cell increase and egg maturation through hormonal pathways. Communications Biology. 2023;6(1). doi:10.1038/s42003-023-05660-x
- do Amaral BC, Connor EE, Tao S, Hayen J, Bubolz J, Dahl GE. Heat-stress abatement during the dry period: Does cooling improve transition into lactation? Journal of Dairy Science. 2009;92(12):5988-5999. doi:10.3168/jds.2009-2343
- S. Hamamah, A. Amin, A. L. Al-Kassir, J. Chuang, and ..., “Dietary fat modulation of gut microbiota and impact on regulatory pathways controlling food intake,” 2023, mdpi.com. [Online]. Available: https://www.mdpi.com/2072-6643/15/15/3365
- Rahbar Saadat Y, Barzegari A, Saadatian Z, Montazersaheb S, Zununi Vahed S. Gut microbiota and kidney aging: insights into current research. Nutrition & Metabolism. 2025;22(1). doi:10.1186/s12986-025-01032-w
- Cai H, Cao X, Qin D, Liu Y, Liu Y, Hua J, et al. Gut microbiota supports male reproduction via nutrition, immunity, and signaling. Frontiers in Microbiology. 2022;13. doi:10.3389/fmicb.2022.977574
- Tao P, Ji J, Wang Q, Cui M, Cao M, Xu Y. The role and mechanism of gut microbiota-derived short-chain fatty in the prevention and treatment of diabetic kidney disease. Frontiers in Immunology. 2022;13. doi:10.3389/fimmu.2022.1080456
- Fan Y, Qin M, Zhu J, Chen X, Luo J, Chen T, et al. MicroRNA sensing and regulating microbiota-host crosstalk via diet motivation. Critical Reviews in Food Science and Nutrition. 2022;64(13):4116-4133. doi:10.1080/10408398.2022.2139220
- Ma N, Guo J, Li Z, Xu L, Zhang K, Xu T, et al. Disturbances of Ruminal Microbiota and Liver Inflammation, Mediated by LPS and Histamine, in Dairy Cows Fed a High-Concentrate Diet. Animals. 2024;14(10):1495. doi:10.3390/ani14101495
- Moeller AH, Sanders JG. Roles of the gut microbiota in the adaptive evolution of mammalian species. Philosophical Transactions of the Royal Society B. 2020;375(1808). doi:10.1098/rstb.2019.0597
- Yu M, Yu B, Chen D. The effects of gut microbiota on appetite regulation and the underlying mechanisms. Gut Microbes. 2024;16(1). doi:10.1080/19490976.2024.2414796
- Q. Z. Basangwangdui, S. Dang, and ..., “yak rumen microbiota structure,” Anim. Soc. Behav. …, 2023, [Online]. Available: https://books.google.com/books?hl=en&lr=&id=nnHVEAAAQBAJ&oi=fnd&pg=PA111&dq=%22diet+gene%22+interactions+in+farm+animals+molecular+dynamics+of+nutrient+utilization+gene+expression+and+signalling+pathways&ots=CiQJXs3NYc&sig=q35AtAVtqzKbe8L4R2LDCaYE1u4
- Ma S, Zhang Y, Li Z, Guo M, Liu B, Wang Z, et al. Roughage quality determines the production performance of post-weaned Hu sheep via altering ruminal fermentation, morphology, microbiota, and the global methylome landscape of the rumen wall. Frontiers in Microbiomes. 2024;2. doi:10.3389/frmbi.2023.1272625
- Li C, Wang F, Mao Y, Ma Y, Guo Y. Multi-omics reveals the mechanism of Trimethylamine N-oxide derived from gut microbiota inducing liver fatty of dairy cows. BMC Genomics. 2025;26(1). doi:10.1186/s12864-024-11067-7
- Cao C, Chowdhury VS, Cline MA, Gilbert ER. The Microbiota-Gut-Brain Axis During Heat Stress in Chickens: A Review. Frontiers in Physiology. 2021;12. doi:10.3389/fphys.2021.752265
- Lin L, Lai Z, Yang H, Zhang J, Qi W, Xie F, et al. Genome-centric investigation of bile acid metabolizing microbiota of dairy cows and associated diet-induced functional implications. The ISME Journal. 2022;17(1):172-184. doi:10.1038/s41396-022-01333-5
- Lu Z, Shen H, Shen Z. Effects of Dietary-SCFA on Microbial Protein Synthesis and Urinal Urea-N Excretion Are Related to Microbiota Diversity in Rumen. Frontiers in Physiology. 2019;10. doi:10.3389/fphys.2019.01079
- Chi L, Tu P, Ru H, Lu K. Studies of xenobiotic-induced gut microbiota dysbiosis: from correlation to mechanisms. Gut Microbes. 2021;13(1). doi:10.1080/19490976.2021.1921912
- Tong Y, Lou X. Interplay between bile acids, gut microbiota, and the tumor immune microenvironment: mechanistic insights and therapeutic strategies. Frontiers in Immunology. 2025;16. doi:10.3389/fimmu.2025.1638352
- Edo GI, Mafe AN, Ali ABM, Akpoghelie PO, Yousif E, Isoje EF, et al. Mechanistic insights into β-glucans and gut microbiota interactions for enhancing human health. Discover Food. 2025;5(1). doi:10.1007/s44187-025-00503-6
- Rio P, Gasbarrini A, Gambassi G, Cianci R. Pollutants, microbiota and immune system: frenemies within the gut. Frontiers in Public Health. 2024;12. doi:10.3389/fpubh.2024.1285186
- Haider K, Abbas D, Galian J, Ghafar MA, Kabir K, Ijaz M, et al. The multifaceted roles of gut microbiota in insect physiology, metabolism, and environmental adaptation: implications for pest management strategies. World Journal of Microbiology and Biotechnology. 2025;41(3). doi:10.1007/s11274-025-04288-9
- Guney C, Bal NB, Akar F. The impact of dietary fructose on gut permeability, microbiota, abdominal adiposity, insulin signaling and reproductive function. Heliyon. 2023;9(8):e18896. doi:10.1016/j.heliyon.2023.e18896
- P. E. Mora, D. Valbuena, and A. Diez-Juan, “The Role of the Gut Microbiota in Female Reproductive and Gynecological Health: Insights into Endometrial Signalling Pathways,” 2025, mdpi.com. [Online]. Available: https://www.mdpi.com/2075-1729/15/5/762
- Y. Tao, Z. Wang, Q. Wang, and S. Zhong, “Multifactorial Mechanisms and Therapeutic Role of the Gut Microbiota in Sarcopenic Obesity: Role of Lifestyle and Gut Microbiota–Derived Metabolites,” Nutr. Rev., 2026, doi:10.1093/nutrit/nuaf274/8424279.
- Zhao X, Shi W, Li Z, Zhang W. Linking reproductive tract microbiota to premature ovarian insufficiency: Pathophysiological mechanisms and therapies. Journal of Reproductive Immunology. 2024;166:104325. doi:10.1016/j.jri.2024.104325
- Wu D, Wang C, Simujide H, Liu B, Chen Z, Zhao P, et al. Reproductive Hormones Mediate Intestinal Microbiota Shifts during Estrus Synchronization in Grazing Simmental Cows. Animals. 2022;12(14):1751. doi:10.3390/ani12141751
- Liu JB, Chen K, Li ZF, Wang ZY, Wang L. Glyphosate-induced gut microbiota dysbiosis facilitates male reproductive toxicity in rats. Science of The Total Environment. 2022;805:150368. doi:10.1016/j.scitotenv.2021.150368
- Wen S, Zhao Y, Liu S, Yuan H, You T, Xu H. Microplastics-perturbed gut microbiota triggered the testicular disorder in male mice: Via fecal microbiota transplantation. Environmental Pollution. 2022;309:119789. doi:10.1016/j.envpol.2022.119789
- Wang K, Ren A, Zheng M, Jiao J, Yan Q, Zhou C, et al. Diet with a High Proportion of Rice Alters Profiles and Potential Function of Digesta-Associated Microbiota in the Ileum of Goats. Animals. 2020;10(8):1261. doi:10.3390/ani10081261
- Tao W, Zhu W, Nabi F, Li Z, Liu J. Penthorum chinense Pursh compound flavonoids supplementation alleviates Aflatoxin B1-induced liver injury via modulation of intestinal barrier and gut microbiota in broiler. Ecotoxicology and Environmental Safety. 2023;255:114805. doi:10.1016/j.ecoenv.2023.114805
- Muñoz E, Fuentes F, Felmer R, Arias ME, Yeste M. Effects of Reactive Oxygen and Nitrogen Species on Male Fertility. Antioxidants & Redox Signaling. 2024;40(13-15):802-836. doi:10.1089/ars.2022.0163
- Abdulqadir R, Engers J, Al-Sadi R. Role of Bifidobacterium in Modulating the Intestinal Epithelial Tight Junction Barrier: Current Knowledge and Perspectives. Current Developments in Nutrition. 2023;7(12):102026. doi:10.1016/j.cdnut.2023.102026
- Liu WC, Pan ZY, Zhao Y, Guo Y, Qiu SJ, Balasubramanian B, et al. Effects of Heat Stress on Production Performance, Redox Status, Intestinal Morphology and Barrier-Related Gene Expression, Cecal Microbiome, and Metabolome in Indigenous Broiler Chickens. Frontiers in Physiology. 2022;13. doi:10.3389/fphys.2022.890520
- Bustani G, Alghetaa H, Mohammed A, Nagarkatti M, Nagarkatti P. The aryl hydrocarbon receptor: a new frontier in male reproductive system. Reproductive Biology and Endocrinology. 2025;23(1). doi:10.1186/s12958-025-01401-3
- Xu H, Zhang F, Che Y, Cui Y, Yao Q, Guan Y, et al. Integrative multi-omics and bioinformatics analysis of the effects of BaiRui YuPingFeng Powder on intestinal health in broilers. Frontiers in Veterinary Science. 2025;12. doi:10.3389/fvets.2025.1606531
- Rani K, Kaur G, Ali SA. Probiotic-prebiotic therapeutic potential: A new horizon of microbial biotherapy to reduce female reproductive complications. PharmaNutrition. 2023;24:100342. doi:10.1016/j.phanu.2023.100342
- Tretiak S, Mendes Maia T, Ducatelle R, Cherlet M, Rijsselaere T, Van Immerseel F, et al. Proteomic profiling of dysbiosis-challenged broilers reveals potential blood biomarkers for intestinal health. Veterinary Research. 2025;56(1). doi:10.1186/s13567-025-01570-4
- Matsuyama S, DeFalco T. Steroid hormone signaling: multifaceted support of testicular function. Frontiers in Cell and Developmental Biology. 2024;11. doi:10.3389/fcell.2023.1339385
- Singh PS, Triveni AG, Kumar MS, Sunanda T, Kumar PVN, Chauhan NS, et al. Volatile compounds–mediated hormonal signaling and crosstalk with plant growth–promoting microbes. Hormonal Cross-Talk, Plant Defense and Development. 2023:295-304. doi:10.1016/b978-0-323-95375-7.00013-6
- Sigdel A, Bisinotto RS, Peñagaricano F. Genes and pathways associated with pregnancy loss in dairy cattle. Scientific Reports. 2021;11(1). doi:10.1038/s41598-021-92525-0
- McClure R, Massari P. TLR-Dependent Human Mucosal Epithelial Cell Responses to Microbial Pathogens. Frontiers in Immunology. 2014;5. doi:10.3389/fimmu.2014.00386
- Oladejo AO, Li Y, Wu X, Imam BH, Yang J, Ma X, et al. Modulation of Bovine Endometrial Cell Receptors and Signaling Pathways as a Nanotherapeutic Exploration against Dairy Cow Postpartum Endometritis. Animals. 2021;11(6):1516. doi:10.3390/ani11061516
- The tight junction and the epithelial barrier in coeliac disease. International Review of Cell and Molecular Biology. 2021:105-132. doi:10.1016/bs.ircmb.2020.09.010
- Onyango AN. Cellular Stresses and Stress Responses in the Pathogenesis of Insulin Resistance. Oxidative Medicine and Cellular Longevity. 2018;2018(1). doi:10.1155/2018/4321714
- Benedetti M, Giuliani ME, Regoli F. Oxidative metabolism of chemical pollutants in marine organisms: molecular and biochemical biomarkers in environmental toxicology. Annals of the New York Academy of Sciences. 2015;1340(1):8-19. doi:10.1111/nyas.12698
- Limón-Pacheco J, Gonsebatt ME. The role of antioxidants and antioxidant-related enzymes in protective responses to environmentally induced oxidative stress. Mutation Research/Genetic Toxicology and Environmental Mutagenesis. 2009;674(1-2):137-147. doi:10.1016/j.mrgentox.2008.09.015
- Arora R, Sharma R, Ahlawat S, Chhabra P, Kumar A, Kaur M, et al. Transcriptomics reveals key genes responsible for functional diversity in pectoralis major muscles of native black Kadaknath and broiler chicken. 3 Biotech. 2023;13(7). doi:10.1007/s13205-023-03682-0
- Obianwuna UE, Chang X, Oleforuh-Okoleh VU, Onu PN, Zhang H, Qiu K, et al. Phytobiotics in poultry: revolutionizing broiler chicken nutrition with plant-derived gut health enhancers. Journal of Animal Science and Biotechnology. 2024;15(1). doi:10.1186/s40104-024-01101-9
- Losacco C, Pugliese G, Forte L, Tufarelli V, Maggiolino A, De Palo P. Digital Transition as a Driver for Sustainable Tailor-Made Farm Management: An Up-to-Date Overview on Precision Livestock Farming. Agriculture. 2025;15(13):1383. doi:10.3390/agriculture15131383
- Giannuzzi D, Evangelista C, Costa A, Conte G, Neglia G, Bernabucci U, et al. Milk phenomics: leveraging biological bonds with blood and infrared technologies for evaluating animal nutritional and health status. Italian Journal of Animal Science. 2024;23(1):780-801. doi:10.1080/1828051x.2024.2353226
- Nawab A, Dao TH, Chrystal PV, Cadogan D, Wilkinson S, Kim E, et al. Evaluation of Precision Feeding to Enhance Broiler Growth Performance. Animals. 2025;15(16):2433. doi:10.3390/ani15162433
- F. Prasetya and L. Hananta, “Nutrigenomics and Jamu: Integrating Nutritional Genomics with Indonesian Traditional Medicine for Precision, Preventive, and Systems-Oriented Health,” J. Trop. Pharm. …, 2025, [Online]. Available: http://jtpc.ff.unmul.ac.id/index.php/jtpc/article/view/320
- Fushai F, Chitura T, Oke OE. Climate-smart livestock nutrition in semi-arid Southern African agricultural systems. Frontiers in Veterinary Science. 2025;12. doi:10.3389/fvets.2025.1507152
- Zhang S, Lai C, Zhao J, Wang J. Big Data and AI‐Powered Modeling: A Pathway to Sustainable Precision Animal Nutrition. Advanced Science. 2025;12(41). doi:10.1002/advs.202507564
- Keohavong B. Digital innovation integration into biotechnology for development of sustainable protein frontiers for poultry nutrition in a circular bioeconomy. Poultry Science. 2026;105(2):106276. doi:10.1016/j.psj.2025.106276
- Nasar S, Muhammad M, Siddiqi EH, Majeed M, Ameen N, Ullah S, et al. OMICS‐BasedKnowledge for Achieving Food and Nutritional Security. OMICs‐based Techniques for Global Food Security. 2024:67-90. doi:10.1002/9781394209156.ch4
- Tecchio Borsoi F, Ferreira Alves L, Neri-Numa IA, Geraldo MV, Pastore GM. A multi-omics approach to understand the influence of polyphenols in ovarian cancer for precision nutrition: a mini-review. Critical Reviews in Food Science and Nutrition. 2023;65(6):1037-1054. doi:10.1080/10408398.2023.2287701
- Pomar C, van Milgen J, Remus A. 18: Precision livestock feeding, principle and practice. Poultry and pig nutrition. 2019:397-418. doi:10.3920/978-90-8686-884-1_18
- Zhang S, Lai C, Zhao J, Wang J. Big Data and AI‐Powered Modeling: A Pathway to Sustainable Precision Animal Nutrition. Advanced Science. 2025;12(41). doi:10.1002/advs.202507564
- Kang JW, Zivkovic AM. Are eggs good again? A precision nutrition perspective on the effects of eggs on cardiovascular risk, taking into account plasma lipid profiles and TMAO. The Journal of Nutritional Biochemistry. 2022;100:108906. doi:10.1016/j.jnutbio.2021.108906
- Kogut MH. Role of diet-microbiota interactions in precision nutrition of the chicken: facts, gaps, and new concepts. Poultry Science. 2022;101(3):101673. doi:10.1016/j.psj.2021.101673
- W. Quan, J. Zhou, J. Wang, J. Huang, and L. Du, “Machine Learning-Driven Precision Nutrition: A Paradigm Evolution in Dietary Assessment and Intervention,” 2025, mdpi.com. [Online]. Available: https://www.mdpi.com/2072-6643/18/1/45
- Hotea I, Dragomirescu M, Berbecea A, Radulov I. The Role of Nutrition in Enhancing Sustainability in Sheep Production. Agricultural Sciences. 2024. doi:10.5772/intechopen.113938
- Unger AL, Astrup A, Feeney EL, Holscher HD, Gerstein DE, Torres-Gonzalez M, et al. Harnessing the Magic of the Dairy Matrix for Next-Level Health Solutions: A Summary of a Symposium Presented at Nutrition 2022. Current Developments in Nutrition. 2023;7(7):100105. doi:10.1016/j.cdnut.2023.100105
- Abd El-Hack ME, Allam AA, Aldhalmi AK, Kamal M, Arif M, Alawam AS, et al. Integrating metabolomics for precision nutrition in poultry: optimizing growth, feed efficiency, and health. Frontiers in Veterinary Science. 2025;12. doi:10.3389/fvets.2025.1594749
- Y. Gao et al., “Fermented Dairy Products as Precision Modulators of Gut Microbiota and Host Health: Mechanistic Insights, Clinical Evidence, and Future Directions,” 2025, mdpi.com. [Online]. Available: https://www.mdpi.com/2304-8158/14/11/1946
- Kaur U, Malacco VMR, Bai H, Price TP, Datta A, Xin L, et al. Invited review: integration of technologies and systems for precision animal agriculture—a case study on precision dairy farming. Journal of Animal Science. 2023;101. doi:10.1093/jas/skad206