# Differences in the expression profiles of m6A-related genes and the prognostic role in immunotherapy for lung adenocarcinoma patients

**Authors:** Zhizhao Zhang, Yuanhui Yang, Guangyang Bai, Chen Xue, Xikun Zhang

PMC · DOI: 10.3389/fonc.2026.1751029 · Frontiers in Oncology · 2026-02-23

## TL;DR

This study explores how m6A-related genes, especially IGF2BP1, affect lung adenocarcinoma prognosis and response to immunotherapy.

## Contribution

Identifies IGF2BP1 as a novel independent predictor of immunotherapy response and prognosis in lung adenocarcinoma.

## Key findings

- Sixteen m6A regulators show abnormal expression in LUAD tissues.
- IGF2BP1 is strongly linked to immune infiltration and immunotherapy response in LUAD.
- A nomogram combining IGF2BP1 and other factors effectively predicts LUAD prognosis.

## Abstract

Lung adenocarcinoma (LUAD) is the most common subtype of non-small cell lung cancer (NSCLC) and has high mortality rates. However, practical strategies for guiding clinical therapies for LUAD are still lacking. This study aimed to analyze the expression profiles and mutation features of 20 m6A (N6-methyladenosine) regulators in LUAD patients. It also systematically explored the biological roles of these m6A methylation regulators and their links to tumor immunity in LUAD, ultimately providing a theoretical basis for clinical treatment approaches.

RNA sequencing data for 20 m6A methylation regulators and clinical information for LUAD patients were sourced from the Cancer Genome Atlas (TCGA) and the Gene Expression Omnibus (GEO) databases. The relationship between insulin-like growth factor 2 mRNA binding protein 1 (IGF2BP1) and immune cell infiltration in LUAD was analyzed using CIBERSORT. The “GSVA” R package (version 1.38.2) was employed to perform Gene Set Variation Analysis (GSVA). The protein–protein interaction (PPI) network of these m6A-related genes was built using the STRING database. The Tumor Immune Dysfunction and Exclusion (TIDE) algorithm was applied to predict clinical responses to immune checkpoint inhibitors, while the oncoPredict R package evaluated chemotherapeutic responses. We collected clinical specimens to validate Kaplan–Meier survival analysis and used immunohistochemistry to differentiate between high- and low-expression groups.

Sixteen m6A modification regulators showed significant abnormal expression in LUAD tissues. Univariate Cox and Least Absolute Shrinkage and Selection Operator (LASSO) logistic regression analyses revealed that IGF2BP1 was the only independent predictor of LUAD after adjustment for common clinical markers. The mutation rates of m6A modification regulators in LUAD were below 10%. Further studies demonstrated that IGF2BP1 expression was strongly associated with immune infiltration, immune checkpoint expression, the effectiveness of immunotherapy in LUAD patients, and the incidence, progression, metastasis, and treatment resistance of lung adenocarcinoma. Additionally, patients with high IGF2BP1 expression had worse prognoses. We developed a nomogram combining IGF2BP1 expression with five other predictive risk factors. The ROC and calibration curves showed that the nomogram was well-calibrated and effectively distinguished between high- and low-expression LUAD patients. The results from the clinical validation cohort were consistent with these previous analyses.

Our findings suggest that the m6A modification influences the tumor microenvironment and that IGF2BP1 acts as an independent predictor of immunotherapy response in LUAD. It may serve as an innovative biomarker for LUAD prognosis and tumor immunity status.

## Linked entities

- **Genes:** IGF2BP1 (insulin like growth factor 2 mRNA binding protein 1) [NCBI Gene 10642]
- **Diseases:** lung adenocarcinoma (MONDO:0005061), non-small cell lung cancer (MONDO:0005233)

## Full-text entities

- **Genes:** IGF2BP2 (insulin like growth factor 2 mRNA binding protein 2) [NCBI Gene 10644] {aka IMP-2, IMP2, VICKZ2}, PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, CD27 (CD27 molecule) [NCBI Gene 939] {aka S152, S152. LPFS2, T14, TNFRSF7, Tp55}, LAIR1 (leukocyte associated immunoglobulin like receptor 1) [NCBI Gene 3903] {aka CD305, LAIR-1}, NFAT5 (nuclear factor of activated T cells 5) [NCBI Gene 10725] {aka NF-AT5, NFATL1, NFATZ, OREBP, TONEBP}, CSF1R (colony stimulating factor 1 receptor) [NCBI Gene 1436] {aka BANDDOS, C-FMS, CD115, CSF-1R, CSFR, FIM2}, EGFR (epidermal growth factor receptor) [NCBI Gene 1956] {aka ERBB, ERBB1, ERRP, HER1, NISBD2, NNCIS}, TNFSF14 (TNF superfamily member 14) [NCBI Gene 8740] {aka CD258, HVEML, LIGHT, LTg}, CD48 (CD48 molecule) [NCBI Gene 962] {aka BCM1, BLAST, BLAST1, MEM-102, SLAMF2, hCD48}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, SLC2A1 (solute carrier family 2 member 1) [NCBI Gene 6513] {aka CSE, DYT17, DYT18, DYT9, EIG12, GLUT}, IGF2BP3 (insulin like growth factor 2 mRNA binding protein 3) [NCBI Gene 10643] {aka CT98, IMP-3, IMP3, KOC, KOC1, VICKZ3}, ICOS (inducible T cell costimulator) [NCBI Gene 29851] {aka AILIM, CD278, CVID1}, WTAP (WT1 associated protein) [NCBI Gene 9589] {aka Mum2}, CDC25C (cell division cycle 25C) [NCBI Gene 995] {aka CDC25, PPP1R60}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, KIR3DL1 (killer cell immunoglobulin like receptor, three Ig domains and long cytoplasmic tail 1) [NCBI Gene 3811] {aka CD158E1, KIR, KIR3DL1/S1, NKAT-3, NKAT3, NKB1}, CD160 (CD160 molecule) [NCBI Gene 11126] {aka BY55, NK1, NK28}, WIF1 (Wnt inhibitory factor 1) [NCBI Gene 11197] {aka WIF-1}, FTO (FTO alpha-ketoglutarate dependent dioxygenase) [NCBI Gene 79068] {aka ALKBH9, BMIQ14, GDFD, IFEX9}, BUB1 (BUB1 mitotic checkpoint serine/threonine kinase) [NCBI Gene 699] {aka BUB1A, BUB1L, MCPH30, hBUB1}, HIF1A (hypoxia inducible factor 1 subunit alpha) [NCBI Gene 3091] {aka HIF-1-alpha, HIF-1A, HIF-1alpha, HIF1, HIF1-ALPHA, MOP1}, ALKBH5 (alkB homolog 5, RNA demethylase) [NCBI Gene 54890] {aka ABH5, OFOXD, OFOXD1}, METTL4 (methyltransferase 4, N6-adenosine) [NCBI Gene 64863] {aka HsT661}, ABCB1 (ATP binding cassette subfamily B member 1) [NCBI Gene 5243] {aka ABC20, CD243, CLCS, ENPAT, GP170, MDR1}, IGFBP1 (insulin like growth factor binding protein 1) [NCBI Gene 3484] {aka AFBP, IBP1, IGF-BP25, PP12, hIGFBP-1}, CNOT1 (CCR4-NOT transcription complex subunit 1) [NCBI Gene 23019] {aka AD-005, CDC39, HPE12, NOT1, NOT1H, VIBOS}, CD40LG (CD40 ligand) [NCBI Gene 959] {aka CD154, CD40L, HIGM1, IGM, IMD3, T-BAM}, TNFSF9 (TNF superfamily member 9) [NCBI Gene 8744] {aka 4-1BB-L, CD137L, TNLG5A}, IGF2BP1 (insulin like growth factor 2 mRNA binding protein 1) [NCBI Gene 10642] {aka CRD-BP, CRDBP, IMP-1, IMP1, VICKZ1, ZBP1}, IGFBP3 (insulin like growth factor binding protein 3) [NCBI Gene 3486] {aka BP-53, IBP-3, IBP3, IGFBP-3}, TMIGD2 (transmembrane and immunoglobulin domain containing 2) [NCBI Gene 126259] {aka CD28H, IGPR-1, IGPR1}, CD86 (CD86 molecule) [NCBI Gene 942] {aka B7-2, B7.2, B70, BU63, CD28LG2, CD86 v6}, TNFRSF8 (TNF receptor superfamily member 8) [NCBI Gene 943] {aka CD30, D1S166E, Ki-1}, TNFSF15 (TNF superfamily member 15) [NCBI Gene 9966] {aka TL1, TL1A, TNLG1B, VEGI, VEGI192A}, YTHDC1 (YTH N6-methyladenosine RNA binding protein C1) [NCBI Gene 91746] {aka YT521, YT521-B}, PDCD1LG2 (programmed cell death 1 ligand 2) [NCBI Gene 80380] {aka B7DC, Btdc, CD273, PD-L2, PDCD1L2, PDL2}, MAPK8 (mitogen-activated protein kinase 8) [NCBI Gene 5599] {aka JNK, JNK-46, JNK1, JNK1A2, JNK21B1/2, PRKM8}, PDC (phosducin) [NCBI Gene 5132] {aka MEKA, PHD, PhLOP, PhLP}, IGFBP2 (insulin like growth factor binding protein 2) [NCBI Gene 3485] {aka IBP2, IGF-BP53}, CD70 (CD70 molecule) [NCBI Gene 970] {aka CD27-L, CD27L, CD27LG, LPFS3, TNFSF7, TNLG8A}, MTCL2 (microtubule crosslinking factor 2) [NCBI Gene 140710] {aka C20orf117, KIAA0889, SOGA, SOGA1}, BTLA (B and T lymphocyte associated) [NCBI Gene 151888] {aka BTLA1, CD272}, METTL14 (methyltransferase 14, N6-adenosine-methyltransferase non-catalytic subunit) [NCBI Gene 57721] {aka hMETTL14}, RBM15 (RNA binding motif protein 15) [NCBI Gene 64783] {aka OTT, OTT1}, CTLA4 (cytotoxic T-lymphocyte associated protein 4) [NCBI Gene 1493] {aka ALPS5, CD, CD152, CELIAC3, CTLA-4, GRD4}, ALK (ALK receptor tyrosine kinase) [NCBI Gene 238] {aka ALK1, CD246, NBLST3}, BUB1B (BUB1 mitotic checkpoint serine/threonine kinase B) [NCBI Gene 701] {aka BUB1beta, BUBR1, Bub1A, MAD3L, MVA1, SSK1}, METTL16 (methyltransferase 16, RNA N6-adenosine) [NCBI Gene 79066] {aka METT10D}, ACTB (actin beta) [NCBI Gene 60] {aka BKRNS, BNS, BRWS1, CSMH, DDS1, PS1TP5BP1}, LAG3 (lymphocyte activating 3) [NCBI Gene 3902] {aka CD223}, PDK4 (pyruvate dehydrogenase kinase 4) [NCBI Gene 5166], TIGIT (T cell immunoreceptor with Ig and ITIM domains) [NCBI Gene 201633] {aka VSIG9, VSTM3, WUCAM}, RBM15B (RNA binding motif protein 15B) [NCBI Gene 29890] {aka HUMAGCGB, HsOTT3, OTT3}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, CD40 (CD40 molecule) [NCBI Gene 958] {aka Bp50, CDW40, TNFRSF5, p50}, MRC1 (mannose receptor C-type 1) [NCBI Gene 4360] {aka CD206, CLEC13D, CLEC13DL, MMR, MRC1L1, bA541I19.1}, TNFRSF4 (TNF receptor superfamily member 4) [NCBI Gene 7293] {aka ACT35, CD134, IMD16, OX40, TXGP1L}, TNFRSF25 (TNF receptor superfamily member 25) [NCBI Gene 8718] {aka APO-3, DDR3, DR3, LARD, TNFRSF12, TR3}, ZC3H13 (zinc finger CCCH-type containing 13) [NCBI Gene 23091] {aka KIAA0853, Xio}
- **Diseases:** breast cancer (MESH:D001943), ovarian cancer (MESH:D010051), intrahepatic gastrointestinal cancer (MESH:D005770), CNV (OMIM:610141), HCC (MESH:D006528), bladder cancer (MESH:D001749), clear-cell renal cell carcinoma (MESH:D002292), metastases (MESH:D009362), OS (MESH:D011475), CRC (MESH:D015179), carcinogenic (MESH:D011230), Tumor Immune Dysfunction (MESH:D007154), fatalities (MESH:C565541), cytotoxicity (MESH:D064420), autoimmune reactions (MESH:D001327), gastric cancer (MESH:D013274), LUAD (MESH:D000077192), hypoxic (MESH:D002534), carcinogenesis (MESH:D063646), intrahepatic cholangiocarcinoma (MESH:D018281), AML (MESH:D015470), genetic abnormalities (MESH:D030342), hypoxia (MESH:D000860), LUSC (MESH:D002294), NSCLC (MESH:D002289), melanoma (MESH:D008545), osteosarcoma (MESH:D012516), inflammation (MESH:D007249), pancreatic cancer (MESH:D010190), bone tumors (MESH:D001859), cervical cancer (MESH:D002583), small-cell lung cancer (MESH:D055752), cancer (MESH:D009369), Lung cancer (MESH:D008175)
- **Chemicals:** Erlotinib (MESH:D000069347), steroid hormone (MESH:D013256), ATP (MESH:D000255), m6A (MESH:C005955), Afatinib (MESH:D000077716), DAB (MESH:C000469), 3,3'-Diaminobenzidine (MESH:D015100), Gemcitabine (MESH:D000093542), ribose (MESH:D012266), glucose (MESH:D005947), estrogenic (-), Cisplatin (MESH:D002945), hydrogen peroxide (MESH:D006861), Epirubicin (MESH:D015251), hematoxylin (MESH:D006416), doxorubicin (MESH:D004317), arginine (MESH:D001120), progesterone (MESH:D011374), ascorbate (MESH:D001205), Fulvestrant (MESH:D000077267), pentose (MESH:D010429), Crizotinib (MESH:D000077547), Oxaliplatin (MESH:D000077150), methanol (MESH:D000432), proline (MESH:D011392), N6-methyladenosine (MESH:C010223), paraffin (MESH:D010232), oxygen (MESH:D010100), Osimertinib (MESH:C000596361), lactate (MESH:D019344), Tamoxifen (MESH:D013629)
- **Species:** Homo sapiens (human, species) [taxon 9606], Mus musculus (house mouse, species) [taxon 10090]

## Full text

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## Figures

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## References

189 references — full list in the complete paper: https://tomesphere.com/paper/PMC12967950/full.md

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Source: https://tomesphere.com/paper/PMC12967950