# Multi-omics analysis identifies TLRscore for prognostic prediction and highlights TLR8 in macrophage-mediated antitumor immunity of lung adenocarcinoma

**Authors:** Ang Li, Jiawei Liu, Hongjiao Wu, Ye Jin, Hongmei Zhang, Zhi Zhang, Shunli Jiang, Xuemei Zhang

PMC · DOI: 10.3389/fimmu.2026.1711401 · Frontiers in Immunology · 2026-02-10

## TL;DR

This study identifies a new biomarker (TLRscore) and highlights TLR8's role in lung cancer immunity, offering insights for better immunotherapy strategies.

## Contribution

Development of TLRscore as a prognostic biomarker and identification of TLR8's role in macrophage-mediated antitumor immunity in lung adenocarcinoma.

## Key findings

- High TLRscore correlates with better prognosis and increased immune infiltration in lung adenocarcinoma.
- TLR8 activation in macrophages promotes an M1-like antitumor phenotype and enhances phagocytosis and cytokine secretion.
- The rs3761624 SNP suppresses TLR8 transcription, and TLR8 agonists like Motolimod inhibit cancer cell growth.

## Abstract

Toll-like receptors (TLRs) are key mediators of innate and adaptive immunity. Understanding their role in tumor immunity is essential for improving checkpoint blockade therapies.

Using TCGA data from 32 cancers, we assessed TLR expression, prognosis, and epigenetic changes. A TLRscore was constructed with ssGSEA to evaluate associations with immune infiltration, survival, drug sensitivity, and immunotherapy outcomes, validated in lung adenocarcinoma (LUAD) cohorts. TLR8 polymorphism was genotyped by PCR-RFLP, and the rs3761624 variant was functionally analyzed by luciferase assay. Functional assays in LUAD cells and macrophages treated with the TLR8 agonist Motolimod examined proliferation, migration, invasion, phagocytosis, mitochondrial activity, and ROS generation.

TLRs showed altered expression, frequent mutations, copy number variations, and methylation regulation in cancer. High TLRscore predicted favorable prognosis, increased immune infiltration, and improved immunotherapy response in LUAD. TLR8 was the most immunologically relevant, strongly linked to macrophage infiltration, PD-L1 expression, and T-cell activity. The rs3761624 SNP suppressed TLR8 transcription via enhanced NR1D1 repression. Motolimod reprogrammed macrophages toward an M1 phenotype, boosting cytokine secretion, phagocytosis, and antitumor activity, while inhibiting LUAD cell growth. Mechanistically, TLR8 activation in macrophages was associated with reduced mitochondrial membrane potential, increased ROS production, and the acquisition of an M1-like, antitumor phenotype with enhanced phagocytosis and cytokine secretion.

TLRscore is a novel biomarker for prognosis and immunotherapy response, while TLR8 represents a promising therapeutic target in LUAD, providing mechanistic insight into potential combination strategies.

## Linked entities

- **Genes:** TLR8 (toll like receptor 8) [NCBI Gene 51311], NR1D1 (nuclear receptor subfamily 1 group D member 1) [NCBI Gene 9572], CD274 (CD274 molecule) [NCBI Gene 29126]
- **Proteins:** CD274 (CD274 molecule)
- **Chemicals:** Motolimod (PubChem CID 16049404)
- **Diseases:** lung adenocarcinoma (MONDO:0005061), cancer (MONDO:0004992)

## Full-text entities

- **Genes:** TNFRSF9 (TNF receptor superfamily member 9) [NCBI Gene 3604] {aka 4-1BB, CD137, CDw137, ILA, IMD109}, CD80 (CD80 molecule) [NCBI Gene 941] {aka B7, B7-1, B7.1, BB1, CD28LG, CD28LG1}, MALAT1 (metastasis associated lung adenocarcinoma transcript 1) [NCBI Gene 378938] {aka HCN, LINC00047, NCRNA00047, NEAT2, PRO2853, miPEP-52}, TLR9 (toll like receptor 9) [NCBI Gene 54106] {aka CD289}, TLR3 (toll like receptor 3) [NCBI Gene 7098] {aka CD283, IIAE2, IMD83}, TLR5 (toll like receptor 5) [NCBI Gene 7100] {aka MELIOS, SLE1, SLEB1, TIL3}, IL12B (interleukin 12B) [NCBI Gene 3593] {aka CLMF, CLMF2, IL-12B, IMD28, IMD29, NKSF}, TLR1 (toll like receptor 1) [NCBI Gene 7096] {aka CD281, TIL, TIL. LPRS5, rsc786}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, ECSIT (ECSIT signaling integrator) [NCBI Gene 51295] {aka SITPEC}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, IL10 (Interleukin 10 level) [NCBI Gene 103158318], TCN2 (transcobalamin 2) [NCBI Gene 6948] {aka D22S676, D22S750, II, TC, TC II, TC-2}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, TLR4 (toll like receptor 4) [NCBI Gene 7099] {aka ARMD10, CD284, TLR-4, TOLL}, TNFSF10 (TNF superfamily member 10) [NCBI Gene 8743] {aka APO2L, Apo-2L, CD253, TANCR, TL2, TNLG6A}, ATM (ATM serine/threonine kinase) [NCBI Gene 472] {aka AT1, ATA, ATC, ATD, ATDC, ATE}, STK11 (serine/threonine kinase 11) [NCBI Gene 6794] {aka LKB1, PJS, hLKB1}, STAT3 (signal transducer and activator of transcription 3) [NCBI Gene 6774] {aka ADMIO, ADMIO1, APRF, HIES}, TLR2 (toll like receptor 2) [NCBI Gene 7097] {aka CD282, TIL4}, CFLAR (CASP8 and FADD like apoptosis regulator) [NCBI Gene 8837] {aka CASH, CASP8AP1, CLARP, Casper, FLAME, FLAME-1}, CD163 (CD163 molecule) [NCBI Gene 9332] {aka M130, MM130, SCARI1}, HLA-C (major histocompatibility complex, class I, C) [NCBI Gene 3107] {aka D6S204, HLA-JY3, HLAC, HLC-C, MHC, PSORS1}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, TLR10 (toll like receptor 10) [NCBI Gene 81793] {aka CD290}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, GAPDH (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 2597] {aka G3PD, GAPD, HEL-S-162eP}, TRAF6 (TNF receptor associated factor 6) [NCBI Gene 7189] {aka MGC:3310, RNF85}, GSK3B (glycogen synthase kinase 3 beta) [NCBI Gene 2932], PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, EGFR (epidermal growth factor receptor) [NCBI Gene 1956] {aka ERBB, ERBB1, ERRP, HER1, NISBD2, NNCIS}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, SYK (spleen associated tyrosine kinase) [NCBI Gene 6850] {aka IMD82, p72-Syk}, TLR7 (toll like receptor 7) [NCBI Gene 51284] {aka IMD74, SLEB17, TLR7-like}, DYNC1I2 (dynein cytoplasmic 1 intermediate chain 2) [NCBI Gene 1781] {aka DIC74, DNCI2, IC2, NEDMIBA}, HIF1A (hypoxia inducible factor 1 subunit alpha) [NCBI Gene 3091] {aka HIF-1-alpha, HIF-1A, HIF-1alpha, HIF1, HIF1-ALPHA, MOP1}, GZMB (granzyme B) [NCBI Gene 3002] {aka C11, CCPI, CGL-1, CGL1, CSP-B, CSPB}, IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, CD247 (CD247 molecule) [NCBI Gene 919] {aka CD3-ZETA, CD3H, CD3Q, CD3Z, CD3ZETA, IMD25}, BCL2 (BCL2 apoptosis regulator) [NCBI Gene 596] {aka Bcl-2, PPP1R50}, CTLA4 (cytotoxic T-lymphocyte associated protein 4) [NCBI Gene 1493] {aka ALPS5, CD, CD152, CELIAC3, CTLA-4, GRD4}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, CD86 (CD86 molecule) [NCBI Gene 942] {aka B7-2, B7.2, B70, BU63, CD28LG2, CD86 v6}, PRF1 (perforin 1) [NCBI Gene 5551] {aka HPLH2, P1, PFP}, PDCD1LG2 (programmed cell death 1 ligand 2) [NCBI Gene 80380] {aka B7DC, Btdc, CD273, PD-L2, PDCD1L2, PDL2}, IGF1R (insulin like growth factor 1 receptor) [NCBI Gene 3480] {aka CD221, IGFIR, IGFR, JTK13}, TNFRSF4 (TNF receptor superfamily member 4) [NCBI Gene 7293] {aka ACT35, CD134, IMD16, OX40, TXGP1L}, NR1D1 (nuclear receptor subfamily 1 group D member 1) [NCBI Gene 9572] {aka EAR1, REVERBA, REVERBalpha, THRA1, THRAL, ear-1}, KRAS (KRAS proto-oncogene, GTPase) [NCBI Gene 3845] {aka 'C-K-RAS, C-K-RAS, CFC2, K-RAS2A, K-RAS2B, K-RAS4A}, NFE2L2 (NFE2 like bZIP transcription factor 2) [NCBI Gene 4780] {aka IMDDHH, NRF2, Nrf-2}, ITCH (itchy E3 ubiquitin protein ligase) [NCBI Gene 83737] {aka ADMFD, AIF4, AIP4, NAPP1}, TLR8-AS1 (TLR8 antisense RNA 1) [NCBI Gene 349408] {aka GS1-324M7.6}, CD274 (CD274 molecule) [NCBI Gene 574058] {aka PDL1}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, PDCD1LG2 (programmed cell death 1 ligand 2) [NCBI Gene 574057] {aka PDL2}, LAG3 (lymphocyte activating 3) [NCBI Gene 3902] {aka CD223}, TLR8 (toll like receptor 8) [NCBI Gene 51311] {aka CD288, IMD98, TLR-8, hTLR8}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, MRC1 (mannose receptor C-type 1) [NCBI Gene 4360] {aka CD206, CLEC13D, CLEC13DL, MMR, MRC1L1, bA541I19.1}
- **Diseases:** carcinogenesis (MESH:D063646), blood tumor (MESH:D009383), STAD (MESH:D013274), LUAD (MESH:D000077192), PR (MESH:D004828), COAD (MESH:D003110), LUSC (MESH:D002294), non-small cell lung cancer (MESH:D002289), SARC (MESH:D012509), ischemia (MESH:D007511), mitochondrial dysfunction (MESH:D028361), PAAD (MESH:D010190), TLR (MESH:C537419), Glioma (MESH:D005910), melanoma (MESH:D008545), inflammation (MESH:D007249), TGCT (MESH:C563236), READ (MESH:D012004), UCS (MESH:D002296), Malignant tumors (MESH:D009369), LUAD cancer (MESH:D008175), SKCM (MESH:C562393), PD (MESH:D018450), MESO (MESH:D008654), GBM (MESH:D005909), KIRC (MESH:D002292), DLBC (MESH:D016403), hepatocellular carcinoma (MESH:D006528), colorectal cancer (MESH:D015179), urothelial carcinoma (MESH:D014523), UCEC (MESH:D016889), carcinogenic (MESH:D011230), reperfusion injury (MESH:D015427), cytotoxicity (MESH:D064420), Tumor Immune Dysfunction (MESH:D007154)
- **Chemicals:** TRIzol (MESH:C411644), 2', 7'-dichlorofluorescein diacetate (MESH:C029569), CCK-8 (MESH:D012844), Ruxolitinib (MESH:C540383), sorafenib (MESH:D000077157), SB216763 (MESH:C417521), KU-55933 (MESH:C495818), Telratolimod (MESH:C000626991), Motolimod (MESH:C573973), poly(I:C) (MESH:D011070), FITC (MESH:D016650), CL-387785 (MESH:C118029), Ribociclib (MESH:C000589651), agarose (MESH:D012685), paraformaldehyde (MESH:C003043), CO2 (MESH:D002245), m6A (MESH:C005955), CpG ODN (MESH:C408982), ROS (MESH:D017382), R848 (MESH:C402365), AMG-319 (MESH:C000597234), DAPI (MESH:C007293), Entospletinib (MESH:C000589391), DCF (MESH:D015649), JC-1 (MESH:C068624), crystal violet (MESH:D005840), M0 (-), Lipofectamine 2000 (MESH:C086724), BMS-754807 (MESH:C545990), RVX-208 (MESH:C000628794)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Mutations:** F/, rs3764880, Rs3761624, rs2333227, rs5741883, F12K
- **Cell lines:** H1299 — Homo sapiens (Human), Lung large cell carcinoma, Cancer cell line (CVCL_0060), A549 — Homo sapiens (Human), Lung adenocarcinoma, Cancer cell line (CVCL_0023), M0 — Homo sapiens (Human), Familial hypertrophic cardiomyopathy type 26, Induced pluripotent stem cell (CVCL_A6XE), SKCM — Canis lupus familiaris (Dog), Canine mastocytoma, Cancer cell line (CVCL_WH42), THP-1 — Homo sapiens (Human), Childhood acute monocytic leukemia, Cancer cell line (CVCL_0006)

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## Figures

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## References

75 references — full list in the complete paper: https://tomesphere.com/paper/PMC12929545/full.md

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Source: https://tomesphere.com/paper/PMC12929545