Abstract
Gut microbiota comprises more than 100 trillion microorganisms and plays critical roles in immunity, metabolism, and homeostasis. Its imbalance (dysbiosis) has been associated with gastrointestinal, metabolic, autoimmune, and neurological disorders. On the other hand, probiotics are live microorganisms with beneficial effects that have emerged as a promising therapeutic strategy. Here, we analyzed the impact of Bacillus subtilis CW14 and Propionibacterium freudenreichii ITG P9 probiotics on intestinal epithelial cells from the Caco-2 and HT-29 cell lines, respectively. Using an integrative approach based on bioinformatics tools, we examined differentially expressed genes and protein-protein interactions (PPIs) to establish the impact of these probiotics on gene modulation and their relationship with various human pathologies. The results showed specific effects for each probiotic: B. subtilis CW14 primarily modulated a coordinated and controlled immune response involving chemokines and inflammatory factors, while P. freudenreichii ITG P9 elicited a transcriptional response characterized by the modulation of genes associated with cell cycle control and stress. The pleiotropic effect of both probiotics on genes linked to metabolic, neurological, and autoimmune diseases was established, with many cases involving the regulation of genes with immunomodulatory, neuroprotective, or antitumor properties. Furthermore, key molecular mechanisms related to immunomodulation emerged from the results, including innate receptors such as TLR and NOD, and signaling pathways like NF-κB and MAPK, which, based on the transcriptomic data, support the relevance of the gut-brain axis connection as a framework for future investigation.
References
Anderson, G. (2023). Gut Microbiome and Circadian Interactions with Platelets Across Human Diseases, including Alzheimer’s Disease, Amyotrophic Lateral Sclerosis, and Cancer. Current Topics in Medicinal Chemistry, 23(28), 2699-2719. https://doi.org/10.2174/0115680266253465230920114223
Bateman, A., Martin, M.-J., Orchard, S., Magrane, M., Adesina, A., Ahmad, S., Bowler-Barnett, E. H., Bye-A-Jee, H., Carpentier, D., Denny, P., Fan, J., Garmiri, P., Gonzáles, L. J. da C., Hussein, A., Ignatchenko, A., Insana, G., Ishtiaq, R., Joshi, V., Jyothi, D., … Zhang, J. (2025). UniProt: the Universal Protein Knowledgebase in 2025. Nucleic Acids Research, 53(D1), D609-D617. https://doi.org/10.1093/nar/gkae1010
Bhuvaneshwar, K. & Gusev, Y. (2024). Translational bioinformatics and data science for biomarker discovery in mental health: an analytical review. Briefings in Bioinformatics, 25(2), bbae098. https://doi.org/10.1093/bib/bbae098
Biggs, K. E., Fikse, E. N., Anderson, F. L., Kettenbach, A. N., Havrda, M. C. (2025). Coronin1A Regulates the Trafficking of Alpha Synuclein in Microglia. The Journal of Neuroscience, 45(11), e1337242025. https://doi.org/10.1523/JNEUROSCI.1337-24.2025
Bueno-Fortes, S., Muenzner, J. K., Berral-Gonzalez, A., Hampel, C., Lindner, P., Berninger, A., Huebner, K., Kunze, P., Bäuerle, T., Erlenbach-Wuensch, K., Sánchez-Santos, J. M., Hartmann, A., De Las Rivas, J., Schneider-Stock, R. (2021). A Gene Signature Derived from the Loss of CDKN1A (p21) Is Associated with CMS4 Colorectal Cancer. Cancers, 14(1), 136. https://doi.org/10.3390/cancers14010136
Chandiok, T. (2024). ERK 1/2 Pathways: Discoveries in Disease Causation and Developments in Their Treatment. International Journal of Research and Review, 11(6), 808-817. https://doi.org/10.52403/ijrr.20240687
Chen, E. Y., Tan, C. M., Kou, Y., Duan, Q., Wang, Z., Meirelles, G. V., Clark, N. R., Ma’ayan, A. (2013). Enrichr: interactive and collaborative HTML5 gene list enrichment analysis tool. BMC Bioinformatics, 14(1), 128. https://doi.org/10.1186/1471-2105-14-128
Chen, R., Ma, L., Jiang, C., Zhang, S. (2022). Expression and potential role of CCL4 in CD8+T cells in NSCLC. Clinical and Translational Oncology, 24(12), 2420-2431. https://doi.org/10.1007/s12094-022-02913-9
Chen, Z., Tang, M., Wang, N., Liu, J., Tan, X., Ma, H., Luo, J., Xie, K. (2025). Genetic variation reveals the therapeutic potential of BRSK2 in idiopathic pulmonary fibrosis. BMC Medicine, 23(1), 22. https://doi.org/10.1186/s12916-025-03848-y
Ciccacci, C., Latini, A., Perricone, C., Conigliaro, P., Colafrancesco, S., Ceccarelli, F., Priori, R., Conti, F., Perricone, R., Novelli, G., Borgiani, P. (2019). TNFAIP3 Gene Polymorphisms in Three Common Autoimmune Diseases: Systemic Lupus Erythematosus, Rheumatoid Arthritis, and Primary Sjogren Syndrome—Association with Disease Susceptibility and Clinical Phenotypes in Italian Patients. Journal of Immunology Research, 2019, 1-6. https://doi.org/10.1155/2019/6728694
Clough, E. & Barrett, T. (2016). The Gene Expression Omnibus Database. In: Mathé, E., Davis, S. (eds) Statistical Genomics. Methods in Molecular Biology, 1418. Humana Press. https://doi.org/10.1007/978-1-4939-3578-9_5
Cousin, F. J., Jouan-Lanhouet, S., Théret, N., Brenner, C., Jouan, E., Le Moigne-Muller, G., Dimanche-Boitrel, M.-T., Jan, G. (2016). The probiotic Propionibacterium freudenreichii as a new adjuvant for TRAIL-based therapy in colorectal cancer. Oncotarget, 7(6), 7161-7178. https://doi.org/10.18632/oncotarget.6881
Cremon, C., Barbaro, M. R., Ventura, M., Barbara, G. (2018). Pre- and probiotic overview. Current Opinion in Pharmacology, 43, 87-92. https://doi.org/10.1016/j.coph.2018.08.010
Cryan, J. F., O’Riordan, K. J., Cowan, C. S. M., Sandhu, K. V., Bastiaanssen, T. F. S., Boehme, M., Codagnone, M. G., Cussotto, S., Fulling, C., Golubeva, A. V., Guzzetta, K. E., Jaggar, M., Long-Smith, C. M., Lyte, J. M., Martin, J. A., Molinero-Perez, A., Moloney, G., Morelli, E., Morillas, E., … Dinan, T. G. (2019). The Microbiota-Gut-Brain Axis. Physiological Reviews, 99(4), 1877-2013. https://doi.org/10.1152/physrev.00018.2018
Dekaboruah, E., Suryavanshi, M. V., Chettri, D., Verma, A. K. (2020). Human microbiome: an academic update on human body site specific surveillance and its possible role. Archives of Microbiology, 202(8), 2147-2167. https://doi.org/10.1007/s00203-020-01931-x
del Toro, N., Shrivastava, A., Ragueneau, E., Meldal, B., Combe, C., Barrera, E., Perfetto, L., How, K., Ratan, P., Shirodkar, G., Lu, O., Mészáros, B., Watkins, X., Pundir, S., Licata, L., Iannuccelli, M., Pellegrini, M., Martin, M. J., Panni, S., … Hermjakob, H. (2022). The IntAct database: efficient access to fine-grained molecular interaction data. Nucleic Acids Research, 50(D1), D648-D653. https://doi.org/10.1093/nar/gkab1006
Dicks, L. M. T. (2022). Gut Bacteria and Neurotransmitters. Microorganisms, 10(9), 1838. https://doi.org/10.3390/microorganisms10091838
do Carmo, F. L. R., Rabah, H., Huang, S., Gaucher, F., Deplanche, M., Dutertre, S., Jardin, J., Le Loir, Y., Azevedo, V., Jan, G. (2017). Propionibacterium freudenreichii Surface Protein SlpB Is Involved in Adhesion to Intestinal HT-29 Cells. Frontiers in Microbiology, 8, 1033. https://doi.org/10.3389/fmicb.2017.01033
Feng, Y., Chen, Z., Xu, Y., Han, Y., Jia, X., Wang, Z., Zhang, N., Lv, W. (2023). The central inflammatory regulator IκBζ: induction, regulation and physiological functions. Frontiers in Immunology, 14, 1188253. https://doi.org/10.3389/fimmu.2023.1188253
Hashemi, B., Abdollahi, M., Abbaspour-Aghdam, S., Hazrati, A., Malekpour, K., meshgi, S., Kafil, H. S., ghazi, F., Yousefi, M., Roshangar, L., Ahmadi, M. (2023). The effect of probiotics on immune responses and their therapeutic application: A new treatment option for multiple sclerosis. Biomedicine & Pharmacotherapy, 159, 114195. https://doi.org/10.1016/j.biopha.2022.114195
Hou, K., Wu, Z.-X., Chen, X.-Y., Wang, J.-Q., Zhang, D., Xiao, C., Zhu, D., Koya, J. B., Wei, L., Li, J., Chen, Z.-S. (2022). Microbiota in health and diseases. Signal Transduction and Targeted Therapy, 7(1), 135. https://doi.org/10.1038/s41392-022-00974-4
Hu, M. & Shao, Z. (2022). Lactobacillus pentosus Alleviates Lipopolysaccharide-Induced Neuronal Pyroptosis via Promoting BIRC3-Mediated Inactivation of NLRC4. Evidence-Based Complementary and Alternative Medicine, 2022, 1-9. https://doi.org/10.1155/2022/2124876
Jung-Rodríguez, E., Barbault, F., Bignon, E., Monari, A. (2024). Molecular bases and specificity behind the activation of the immune system OAS/RNAse L pathway by viral RNA. bioRxiv, 2024.07.08.602453 https://doi.org/10.1101/2024.07.08.602453
Karin, N. & Razon, H. (2018). Chemokines beyond chemo-attraction: CXCL10 and its significant role in cancer and autoimmunity. Cytokine, 109, 24-28. https://doi.org/10.1016/j.cyto.2018.02.012
Kim, H., Jo, J.-H., Lee, H.-G., Park, W., Lee, H.-K., Park, J.-E., Shin, D. (2024). Inflammatory response in dairy cows caused by heat stress and biological mechanisms for maintaining homeostasis. PLOS ONE, 19(3), e0300719. https://doi.org/10.1371/journal.pone.0300719
Kou, Y., Liu, Q., Liu, W., Sun, H., Liang, M., Kong, F., Zhang, B., Wei, Y., Liu, Z., Wang, Y. (2019). LIGHT/TNFSF14 signaling attenuates beige fat biogenesis. The FASEB Journal, 33(2), 1595-1604. https://doi.org/10.1096/fj.201800792R
Krause, P., Zahner, S. P., Kim, G., Shaikh, R. B., Steinberg, M. W., Kronenberg, M. (2014). The Tumor Necrosis Factor Family Member TNFSF14 (LIGHT) Is Required for Resolution of Intestinal Inflammation in Mice. Gastroenterology, 146(7), 1752-1762.e4. https://doi.org/10.1053/j.gastro.2014.02.010
Lasso, G., Mayer, S. V., Winkelmann, E. R., Chu, T., Elliot, O., Patino-Galindo, J. A., Park, K., Rabadan, R., Honig, B., Shapira, S. D. (2019). A Structure-Informed Atlas of Human-Virus Interactions. Cell, 178(6), 1526-1541.e16. https://doi.org/10.1016/j.cell.2019.08.005
Liu, Z., Zhao, J., Sun, R., Wang, M., Wang, K., Li, Y., Shang, H., Hou, J., Jiang, Z. (2022). Lactobacillus plantarum 23-1 improves intestinal inflammation and barrier function through the TLR4/NF-κB signaling pathway in obese mice. Food & Function, 13(11), 5971-5986. https://doi.org/10.1039/D1FO04316A
Love, M. I., Huber, W., Anders, S. (2014). Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biology, 15(12), 550. https://doi.org/10.1186/s13059-014-0550-8
Mayer, E. A., Knight, R., Mazmanian, S. K., Cryan, J. F., Tillisch, K. (2014). Gut Microbes and the Brain: Paradigm Shift in Neuroscience. The Journal of Neuroscience, 34(46), 15490-15496. https://doi.org/10.1523/JNEUROSCI.3299-14.2014
McFarland, L. V., Evans, C. T., Goldstein, E. J. C. (2018). Strain-Specificity and Disease-Specificity of Probiotic Efficacy: A Systematic Review and Meta-Analysis. Frontiers in Medicine, 5, 124. https://doi.org/10.3389/fmed.2018.00124
Nesterova, A.P., Klimov, E.A., Zharkova, M., Sozin, S., Sobolev, V. Ivanikova, N.V., Shkrob, M., Yuryev, A. (2020). Disease Pathways. Elsevier. https://doi.org/10.1016/C2018-0-00586-1
Neurath, M. F. (2014). Cytokines in inflammatory bowel disease. Nature Reviews Immunology, 14(5), 329-342. https://doi.org/10.1038/nri3661
Ogata, H., Goto, S., Sato, K., Fujibuchi, W., Bono, H., Kanehisa, M. (1999). KEGG: Kyoto Encyclopedia of Genes and Genomes. Nucleic Acids Research, 27(1), 29-34. https://doi.org/10.1093/nar/27.1.29
Oughtred, R., Rust, J., Chang, C., Breitkreutz, B., Stark, C., Willems, A., Boucher, L., Leung, G., Kolas, N., Zhang, F., Dolma, S., Coulombe‐Huntington, J., Chatr‐aryamontri, A., Dolinski, K., Tyers, M. (2021). The BioGRID database: A comprehensive biomedical resource of curated protein, genetic, and chemical interactions. Protein Science, 30(1), 187-200. https://doi.org/10.1002/pro.3978
Pauletto, M., Elgendy, R., Ianni, A., Marone, E., Giantin, M., Grotta, L., Ramazzotti, S., Bennato, F., Dacasto, M., Martino, G. (2020). Nutrigenomic Effects of Long-Term Grape Pomace Supplementation in Dairy Cows. Animals, 10(4), 714. https://doi.org/10.3390/ani10040714
Peng, M., Liu, J., Liang, Z. (2019). Probiotic Bacillus subtilis CW14 reduces disruption of the epithelial barrier and toxicity of ochratoxin A to Caco-2 cells. Food and Chemical Toxicology, 126, 25-33. https://doi.org/10.1016/j.fct.2019.02.009
Piñero, J., Ramírez-Anguita, J. M., Saüch-Pitarch, J., Ronzano, F., Centeno, E., Sanz, F., Furlong, L. I. (2019). The DisGeNET knowledge platform for disease genomics: 2019 update. Nucleic Acids Research, 48, D845-D855. https://doi.org/10.1093/nar/gkz1021
Qumsiyeh, E., Showe, L., Yousef, M. (2022). GediNET for discovering gene associations across diseases using knowledge based machine learning approach. Scientific Reports, 12(1), 19955. https://doi.org/10.1038/s41598-022-24421-0
Rath, A., Olry, A., Dhombres, F., Brandt, M. M., Urbero, B., Ayme, S. (2012). Representation of rare diseases in health information systems: The orphanet approach to serve a wide range of end users. Human Mutation, 33(5), 803-808. https://doi.org/10.1002/humu.22078
Richard, M. L. & Sokol, H. (2019). The gut mycobiota: insights into analysis, environmental interactions and role in gastrointestinal diseases. Nature Reviews Gastroenterology & Hepatology, 16, 331-345. https://doi.org/10.1038/s41575-019-0121-2
Ritchie, M. E., Phipson, B., Wu, D., Hu, Y., Law, C. W., Shi, W., Smyth, G. K. (2015). limma powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acids Research, 43(7), e47-e47. https://doi.org/10.1093/nar/gkv007
Saiyin, H., Na, N., Han, X., Fang, Y., Wu, Y., Lou, W., Yang, X. (2017). BRSK2 induced by nutrient deprivation promotes Akt activity in pancreatic cancer via downregulation of mTOR activity. Oncotarget, 8(27), 44669-44681. https://doi.org/10.18632/oncotarget.17965
Sarkar, A., Lehto, S. M., Harty, S., Dinan, T. G., Cryan, J. F., Burnet, P. W. J. (2016). Psychobiotics and the Manipulation of Bacteria–Gut–Brain Signals. Trends in Neurosciences, 39(11), 763-781. https://doi.org/10.1016/j.tins.2016.09.002
Shah, B. R., Xu, W., Mraz, J. (2019). Cytochrome P450 1B1: role in health and disease and effect of nutrition on its expression. RSC Advances, 9(36), 21050-21062. https://doi.org/10.1039/C9RA03674A
Shannon, P., Markiel, A., Ozier, O., Baliga, N. S., Wang, J. T., Ramage, D., Amin, N., Schwikowski, B., Ideker, T. (2003). Cytoscape: A Software Environment for Integrated Models of Biomolecular Interaction Networks. Genome Research, 13(11), 2498-2504. https://doi.org/10.1101/gr.1239303
Szklarczyk, D., Kirsch, R., Koutrouli, M., Nastou, K., Mehryary, F., Hachilif, R., Gable, A. L., Fang, T., Doncheva, N. T., Pyysalo, S., Bork, P., Jensen, L. J., von Mering, C. (2023). The STRING database in 2023: protein–protein association networks and functional enrichment analyses for any sequenced genome of interest. Nucleic Acids Research, 51(D1), D638-D646. https://doi.org/10.1093/nar/gkac1000
Trejo, F. & Sanz, Y. (2013). Intestinal bacteria and probiotics: effects on the immune system and impacts on human health. In: Philip C. Calder, Parveen Yaqoob (Eds.). Diet, Immunity and Inflammation (pp. 267–291). Woodhead Publishing. https://doi.org/10.1533/9780857095749.3.267
Vida, H., Sahar, M., Nikdouz, A., Arezoo, H. (2025). Chemokines in neurodegenerative diseases. Immunology & Cell Biology, 103(3), 275-292. https://doi.org/10.1111/imcb.12843
Wang, C., Wang, J., Zhu, Z., Hu, J., Lin, Y. (2024). Spotlight on pro-inflammatory chemokines: regulators of cellular communication in cognitive impairment. Frontiers in Immunology, 15, 1421076. https://doi.org/10.3389/fimmu.2024.1421076
Wang, Q., Wu, H., Hu, J., Fu, H., Qu, Y., Yang, Y., Cai, K. Q., Efimov, A., Wu, M., Yen, T., Wang, Y., Yang, Z.-J. (2021). Nestin Is Required for Spindle Assembly and Cell-Cycle Progression in Glioblastoma Cells. Molecular Cancer Research, 19(10), 1651-1665. https://doi.org/10.1158/1541-7786.MCR-20-0994
Weiss, S. R. (2020). Activation and Antagonism of the OAS–RNase L Pathway. Proceedings, 50(1), 14. https://doi.org/10.3390/proceedings2020050014
Yamazaki, S., Inohara, N., Ohmuraya, M., Tsuneoka, Y., Yagita, H., Katagiri, T., Nishina, T., Mikami, T., Funato, H., Araki, K., Nakano, H. (2022). IκBζ controls IL-17-triggered gene expression program in intestinal epithelial cells that restricts colonization of SFB and prevents Th17-associated pathologies. Mucosal Immunology, 15(6), 1321-1337. https://doi.org/10.1038/s41385-022-00554-3
Yang, R.-Y., Tan, J.-Y., Liu, Z., Shen, X.-L., Hu, Y.-J. (2023). Lappaol F regulates the cell cycle by activating CDKN1C/p57 in human colorectal cancer cells. Pharmaceutical Biology, 61(1), 337-344. https://doi.org/10.1080/13880209.2023.2172048
Yates, A., Akanni, W., Amode, M. R., Barrell, D., Billis, K., Carvalho-Silva, D., Cummins, C., Clapham, P., Fitzgerald, S., Gil, L., Girón, C. G., Gordon, L., Hourlier, T., Hunt, S. E., Janacek, S. H., Johnson, N., Juettemann, T., Keenan, S., Lavidas, I., … Flicek, P. (2016). Ensembl 2016. Nucleic Acids Research, 44(D1), D710-D716. https://doi.org/10.1093/nar/gkv1157
Ygberg, S. & Nilsson, A. (2012). The developing immune system – from foetus to toddler. Acta Paediatrica, 101(2), 120-127. https://doi.org/10.1111/j.1651-2227.2011.02494.x
Yu, M., Ma, X., Jiang, D., Wang, L., Zhan, Q., Zhao, J. (2021). CXC chemokine ligand 5 (CXCL5) disrupted the permeability of human brain microvascular endothelial cells via regulating p38 signal. Microbiology and Immunology, 65(1), 40-47. https://doi.org/10.1111/1348-0421.12854
Zhang, W., Yi, Z., Wei, C., Keung, K. L., Sun, Z., Xi, C., Woytovich, C., Farouk, S., Gallon, L., Menon, M. C., Magee, C., Najafian, N., Samaniego, M. D., Djamali, A., Alexander, S. I., Rosales, I. A., Smith, R. N., O’Connell, P. J., Colvin, R., … Murphy, B. (2019). Pretransplant transcriptomic signature in peripheral blood predicts early acute rejection. JCI Insight, 4(11): e127543. https://doi.org/10.1172/jci.insight.127543
Zhu, Y., Yang, S., Zhao, N., Liu, C., Zhang, F., Guo, Y., Liu, H. (2021). CXCL8 chemokine in ulcerative colitis. Biomedicine & Pharmacotherapy, 138, 111427. https://doi.org/10.1016/j.biopha.2021.111427
Zmora, N., Suez, J., Elinav, E. (2019). You are what you eat: diet, health and the gut microbiota. Nature Reviews Gastroenterology & Hepatology, 16(1), 35-56. https://doi.org/10.1038/s41575-018-0061-2

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Copyright (c) 2026 Revista de la Academia Colombiana de Ciencias Exactas, Físicas y Naturales

