# Integrative network pharmacology and machine learning identify potential targets of indole-3-lactic acid in colorectal cancer

**Authors:** Jie Li, Jian Zhang, Jun Ke, Zhijian Ren, Cuncheng Feng, Kayode Raheem, Kayode Raheem, Kayode Raheem

PMC · DOI: 10.1371/journal.pone.0344478 · PLOS One · 2026-03-09

## TL;DR

This study uses network pharmacology and machine learning to identify potential targets of indole-3-lactic acid in colorectal cancer, offering new insights into its anticancer mechanisms.

## Contribution

The study introduces an integrative approach combining network pharmacology, machine learning, and molecular docking to identify novel ILA targets in CRC.

## Key findings

- Four hub genes (EPHA2, HMOX1, MMP3, PARP1) were identified as potential ILA targets in colorectal cancer.
- ILA was linked to key signaling pathways like PPAR, PI3K-AKT, and IL-17, as well as metabolic and immune-related processes.
- Molecular docking and simulations confirmed stable ILA binding to HMOX1, supporting its role as a target.

## Abstract

The treatment of colorectal cancer (CRC) remains challenging due to chemotherapy resistance and genetic heterogeneity. Indole-3-lactic acid (ILA), a tryptophan metabolite derived from gut microbiota, exhibits promising anti-inflammatory and anticancer properties; however, its specific molecular targets and regulatory mechanisms in CRC remain poorly understood. In this study, we combined network pharmacology and machine learning with molecular docking to identify candidate targets and pathways for ILA in CRC. We identified 39 ILA-CRC common targets, ultimately identifying four hub genes through the intersection of machine learning models. Validation in independent GEO datasets confirmed significant differential expression of these genes in CRC tissues. Functional enrichment analyses linked these genes to the PPAR, PI3K-AKT, and IL-17 signaling pathways, and gene set enrichment analysis further implicated ascorbate and aldarate metabolism, DNA replication, and fatty acid metabolism. Immune infiltration analysis indicated associations between hub gene expression and immune cell populations, including mast cells, neutrophils, and macrophages, suggesting potential involvement in the tumor immune microenvironment. Molecular docking supported favorable binding of ILA to all four hub proteins, and 100-ns molecular dynamics simulations specifically validated the dynamic stability of the ILA-HMOX1 complex. In conclusion, these results highlight EPHA2, HMOX1, MMP3, and PARP1 as candidate targets and suggest that ILA may influence CRC-related signaling, metabolic programs, and immune contexture, providing a theoretical foundation for developing gut microbiota-derived metabolites as novel anticancer strategies.

## Linked entities

- **Genes:** EPHA2 (EPH receptor A2) [NCBI Gene 1969], HMOX1 (heme oxygenase 1) [NCBI Gene 3162], MMP3 (matrix metallopeptidase 3) [NCBI Gene 4314], PARP1 (poly(ADP-ribose) polymerase 1) [NCBI Gene 142]
- **Chemicals:** indole-3-lactic acid (PubChem CID 92904), tryptophan (PubChem CID 1148)
- **Diseases:** colorectal cancer (MONDO:0005575)

## Full-text entities

- **Genes:** LCN2 (lipocalin 2) [NCBI Gene 3934] {aka 24p3, MSFI, NGAL, p25}, IL1B (interleukin 1 beta) [NCBI Gene 3553] {aka IL-1, IL1-BETA, IL1F2, IL1beta}, AHR (aryl hydrocarbon receptor) [NCBI Gene 196] {aka FVH3, RP85, bHLHe76}, PARP1 (poly(ADP-ribose) polymerase 1) [NCBI Gene 142] {aka ADPRT, ADPRT 1, ADPRT1, ARTD1, PARP, PARP-1}, Nfkb1 (nuclear factor of kappa light polypeptide gene enhancer in B cells 1, p105) [NCBI Gene 18033] {aka NF-KB1, NF-kappaB, NF-kappaB1, p105, p50, p50/p105}, AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}, HSP90AB1 (heat shock protein 90 alpha family class B member 1) [NCBI Gene 3326] {aka D6S182, HSP84, HSP90B, HSPC2, HSPCB}, MMP3 (matrix metallopeptidase 3) [NCBI Gene 4314] {aka CHDS6, MMP-3, SL-1, STMY, STMY1, STR1}, Il17a (interleukin 17A) [NCBI Gene 16171] {aka Ctla-8, Ctla8, IL-17, IL-17A, Il17}, APP (amyloid beta precursor protein) [NCBI Gene 351] {aka AAA, ABETA, ABPP, AD1, APPI, CTFgamma}, Parp1 (poly (ADP-ribose) polymerase family, member 1) [NCBI Gene 11545] {aka 5830444G22Rik, ARTD1, Adprp, Adprt1, PARP, PPOL}, Pik3r1 (phosphoinositide-3-kinase regulatory subunit 1) [NCBI Gene 18708] {aka PI3K, p50alpha, p55alpha, p85alpha}, MMP1 (matrix metallopeptidase 1) [NCBI Gene 4312] {aka CLG}, EPHA2 (EPH receptor A2) [NCBI Gene 1969] {aka ARCC2, CTPA, CTPP1, CTRCT6, ECK}, IDO1 (indoleamine 2,3-dioxygenase 1) [NCBI Gene 3620] {aka IDO, IDO-1, INDO}, ICAM1 (intercellular adhesion molecule 1) [NCBI Gene 3383] {aka BB2, CD54, P3.58}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, MMP7 (matrix metallopeptidase 7) [NCBI Gene 4316] {aka MMP-7, MPSL1, PUMP-1}, NFE2L2 (NFE2 like bZIP transcription factor 2) [NCBI Gene 4780] {aka IMDDHH, NRF2, Nrf-2}, CYP1B1 (cytochrome P450 family 1 subfamily B member 1) [NCBI Gene 1545] {aka ASGD6, CP1B, CYPIB1, GLC3A, P4501B1}, Il10 (interleukin 10) [NCBI Gene 16153] {aka CSIF, If2a, Il-10}, Tnf (tumor necrosis factor) [NCBI Gene 21926] {aka DIF, TNF-a, TNF-alpha, TNFSF2, TNFalpha, Tnfa}, IL17A (interleukin 17A) [NCBI Gene 3605] {aka CTLA-8, CTLA8, IL-17, IL-17A, IL17, ILA17}, PPARA (peroxisome proliferator activated receptor alpha) [NCBI Gene 5465] {aka NR1C1, PPAR, PPAR-alpha, PPARalpha, hPPAR}, Cxcl15 (C-X-C motif chemokine ligand 15) [NCBI Gene 20309] {aka Il8, Scyb15, lungkine, weche}, CBS (cystathionine beta-synthase) [NCBI Gene 875] {aka HIP4}, Ahr (aryl-hydrocarbon receptor) [NCBI Gene 11622] {aka Ah, Ahh, Ahre, In, bHLHe76}, Ppara (peroxisome proliferator activated receptor alpha) [NCBI Gene 19013] {aka 4933429D07Rik, Nr1c1, PPAR-alpha, PPARalpha, Ppar}, PPARG (peroxisome proliferator activated receptor gamma) [NCBI Gene 5468] {aka CIMT1, FPLD3, GLM1, NR1C3, PPARG1, PPARG2}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, Akt1 (Akt serine/threonine kinase 1) [NCBI Gene 11651] {aka Akt, LTR-akt, PKB, PKB/Akt, PKBalpha, Rac}, HMOX1 (heme oxygenase 1) [NCBI Gene 3162] {aka HMOX1D, HO-1, HSP32, bK286B10}, PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, IL12A (interleukin 12A) [NCBI Gene 3592] {aka CLMF, IL-12A, NFSK, NKSF1, P35}
- **Diseases:** cancer (MESH:D009369), inflammation (MESH:D007249), cardiac toxicity (MESH:D066126), carcinogenesis (MESH:D063646), colitis (MESH:D003092), cytotoxicity (MESH:D064420), ILA (MESH:C565446), liver metastasis (MESH:D009362), CRC (MESH:D015179), atherosclerosis (MESH:D050197), chronic (MESH:D002908), IBD (MESH:D015212), mucosal injury (MESH:D052016), breast, prostate, and colorectal cancer (MESH:D001943)
- **Chemicals:** carbon monoxide (MESH:D002248), nitrogen (MESH:D009584), Cholic acid (MESH:D019826), biliverdin (MESH:D001664), NaCl (MESH:D012965), ADP-ribose (MESH:D000246), ascorbate (MESH:D001205), water (MESH:D014867), iron (MESH:D007501), heme (MESH:D006418), fatty acid (MESH:D005227), -56178R1 (-), ILA (MESH:C024139), PAR (MESH:D011064), aminoacyl-tRNA (MESH:D012346), NAD+ (MESH:D009243), Tryptophan (MESH:D014364), IAld (MESH:C012381), hydrogen (MESH:D006859), indole (MESH:C030374), short-chain fatty acids (MESH:D005232), LPS (MESH:D008070), lipid (MESH:D008055), nitrogen compounds (MESH:D017672)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** HT-29 — Homo sapiens (Human), Colon adenocarcinoma, Cancer cell line (CVCL_0320)

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## References

64 references — full list in the complete paper: https://tomesphere.com/paper/PMC12970938/full.md

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Source: https://tomesphere.com/paper/PMC12970938