# APOBEC-mediated mutagenesis is a favorable predictor of prognosis and immunotherapy for bladder cancer patients: evidence from pan-cancer analysis and multiple databases

**Authors:** Run Shi, Xin Wang, Yang Wu, Bin Xu, Tianyu Zhao, Christian Trapp, Xuanbin Wang, Kristian Unger, Cheng Zhou, Shun Lu, Alexander Buchner, Gerald Bastian Schulz, Fengjun Cao, Claus Belka, Chuan Su, Minglun Li, Yongqian Shu

PMC · DOI: 10.7150/thno.73235 · 2022-05-16

## TL;DR

APOBEC mutagenesis is linked to better outcomes and immunotherapy response in bladder cancer patients, based on analysis of multiple cancer datasets.

## Contribution

The study identifies APOBEC mutagenesis as a favorable biomarker for prognosis and immunotherapy in bladder cancer using pan-cancer and multi-omics data.

## Key findings

- APOBEC mutagenesis is a dominant mutational pattern in bladder cancer.
- Higher APOBEC enrichment correlates with better prognosis and immune activation in bladder cancer patients.
- APOBEC3A and APOBEC3B are key in tumor progression and immune response in the tumor microenvironment.

## Abstract

Background: The APOBEC (apolipoprotein B mRNA editing enzyme, catalytic polypeptide-like) family-mediated mutagenesis is widespread in human cancers. However, our knowledge of the biological feature and clinical relevance of APOBECs and APOBEC mutagenesis in cancers remains limited.

Methods: In this study, with a series of bioinformatic and statistical approaches, we performed a comprehensive analysis of multiple levels of data, including whole-exome sequencing (WES) and targeted next-generation sequencing (NGS), transcriptome (bulk RNA-seq and single-cell RNA-seq), immune signatures and immune checkpoint blockade (ICB) potential, patient survival and drug sensitivity, to reveal the distribution characteristics and clinical significance of APOBECs and APOBEC mutagenesis in pan-cancer especially bladder cancer (BLCA).

Results: APOBEC mutagenesis dominates in the mutational patterns of BLCA. A higher enrichment score of APOBEC mutagenesis correlates with favorable prognosis, immune activation and potential ICB response in BLCA patients. APOBEC3A and 3B play a significant role in the malignant progression and cell differentiation within the tumor microenvironment. Furthermore, using machine learning approaches, a prognostic APOBEC mutagenesis-related model was established and validated in different BLCA cohorts.

Conclusions: Our study illustrates the characterization of APOBECs and APOBEC mutagenesis in multiple cancer types and highlights its potential value as a promising biomarker for prognosis and immunotherapy in BLCA.

## Linked entities

- **Genes:** APOBEC3A (apolipoprotein B mRNA editing enzyme catalytic subunit 3A) [NCBI Gene 200315], APOBEC3B (apolipoprotein B mRNA editing enzyme catalytic subunit 3B) [NCBI Gene 9582]
- **Diseases:** bladder cancer (MONDO:0004986), BLCA (MONDO:0005611)

## Full-text entities

- **Genes:** KMT2D (lysine methyltransferase 2D) [NCBI Gene 8085] {aka AAD10, ALR, BCAHH, CAGL114, KABUK1, KMS}, PRKDC (protein kinase, DNA-activated, catalytic subunit) [NCBI Gene 5591] {aka DNA-PKC, DNA-PKcs, DNAPK, DNAPKc, DNPK1, HYRC}, KDM6A (lysine demethylase 6A) [NCBI Gene 7403] {aka KABUK2, UTX, bA386N14.2}, SETD2 (SET domain containing 2, histone lysine methyltransferase) [NCBI Gene 29072] {aka HBP231, HIF-1, HIP-1, HSPC069, HYPB, KMT3A}, EP300 (EP300 lysine acetyltransferase) [NCBI Gene 2033] {aka KAT3B, MKHK2, RSTS2, p300}, FGFR3 (fibroblast growth factor receptor 3) [NCBI Gene 2261] {aka ACH, CD333, CEK2, HSFGFR3EX, JTK4}, APOBEC2 (apolipoprotein B mRNA editing enzyme catalytic subunit 2) [NCBI Gene 10930] {aka ARCD1, ARP1}, RB1 (RB transcriptional corepressor 1) [NCBI Gene 5925] {aka OSRC, PPP1R130, RB, p105-Rb, p110-RB1, pRb}, APOB (apolipoprotein B) [NCBI Gene 338] {aka FCHL2, FLDB, LDLCQ4, apoB-100, apoB-48}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, AICDA (activation induced cytidine deaminase) [NCBI Gene 57379] {aka AID, ARP2, CDA2, HEL-S-284, HIGM2}, SYNE1 (spectrin repeat containing nuclear envelope protein 1) [NCBI Gene 23345] {aka 8B, AMC3, AMCM, ARCA1, C6orf98, CPG2}, APOBEC3A (apolipoprotein B mRNA editing enzyme catalytic subunit 3A) [NCBI Gene 200315] {aka A3A, ARP3, PHRBN, bK150C2.1}, BRIP1 (BRCA1 interacting DNA helicase 1) [NCBI Gene 83990] {aka BACH1, FANCJ, OF}, ATR (ATR checkpoint kinase) [NCBI Gene 545] {aka FCTCS, FRP1, MEC1, SCKL, SCKL1}, EREG (epiregulin) [NCBI Gene 2069] {aka EPR, ER, Ep}, APOBEC1 (apolipoprotein B mRNA editing enzyme catalytic subunit 1) [NCBI Gene 339] {aka APO1, APOBEC-1, BEDP, CDAR1, HEPR}, PRF1 (perforin 1) [NCBI Gene 5551] {aka HPLH2, P1, PFP}, CTLA4 (cytotoxic T-lymphocyte associated protein 4) [NCBI Gene 1493] {aka ALPS5, CD, CD152, CELIAC3, CTLA-4, GRD4}, MACF1 (microtubule actin crosslinking factor 1) [NCBI Gene 23499] {aka ABP620, ACF7, KIAA0754, LIS9, Lnc-PMIF, MACF}, PIK3CA (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit alpha) [NCBI Gene 5290] {aka CCM4, CLAPO, CLOVE, CWS5, HMH, MCAP}, MUC16 (mucin 16, cell surface associated) [NCBI Gene 94025] {aka CA125}, PTPRC (protein tyrosine phosphatase receptor type C) [NCBI Gene 5788] {aka B220, CD45, CD45R, GP180, IMD105, L-CA}, APOBEC4 (apolipoprotein B mRNA editing enzyme catalytic polypeptide like 4) [NCBI Gene 403314] {aka C1orf169}, APOBEC3A and 3B [NCBI Gene 200315;9582], APOBEC3B (apolipoprotein B mRNA editing enzyme catalytic subunit 3B) [NCBI Gene 9582] {aka A3B, APOBEC1L, ARCD3, ARP4, DJ742C19.2, PHRBNL}, ATM (ATM serine/threonine kinase) [NCBI Gene 472] {aka AT1, ATA, ATC, ATD, ATDC, ATE}, ARID1A (AT-rich interaction domain 1A) [NCBI Gene 8289] {aka B120, BAF250, BAF250a, BM029, C1orf4, CSS2}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, TTN (titin) [NCBI Gene 7273] {aka CMD1G, CMH9, CMPD4, CMYO5, CMYP5, EOMFC}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, REV3L (REV3 like, DNA directed polymerase zeta catalytic subunit) [NCBI Gene 5980] {aka POLZ, REV3}, APOBEC3C (apolipoprotein B mRNA editing enzyme catalytic subunit 3C) [NCBI Gene 27350] {aka A3C, APOBEC1L, ARDC2, ARDC4, ARP5, PBI}, ERCC2 (ERCC excision repair 2, TFIIH core complex helicase subunit) [NCBI Gene 2068] {aka COFS2, CXPD, EM9, TFIIH, TTD, TTD1}, INO80 (INO80 complex ATPase subunit) [NCBI Gene 54617] {aka INO80A, INOC1}, BRCA1 (BRCA1 DNA repair associated) [NCBI Gene 672] {aka BRCAI, BRCC1, BROVCA1, FANCS, IRIS, PNCA4}, KMT2C (lysine methyltransferase 2C) [NCBI Gene 58508] {aka HALR, KLEFS2, MLL3}, IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, FCGR3A (Fc gamma receptor IIIa) [NCBI Gene 2214] {aka CD16-II, CD16A, FCG3, FCGR3, FCRIIIA, FcGRIIIA}, TIGIT (T cell immunoreceptor with Ig and ITIM domains) [NCBI Gene 201633] {aka VSIG9, VSTM3, WUCAM}, CDA (cytidine deaminase) [NCBI Gene 978] {aka CDD}
- **Diseases:** BLCA (MESH:D001749), Mesothelioma (MESH:D008654), Pancreatic Cancer (MESH:D010190), Tumorigenesis (MESH:D063646), Glioblastoma (MESH:D005909), AMES-H (MESH:D000848), NMIBC (MESH:D000093284), Ovarian Cancer (MESH:D010051), Kidney Clear Cell Carcinoma (MESH:D002292), ANTs (MESH:D000092422), Stomach Cancer (MESH:D013274), inflammatory (MESH:D007249), Head and Neck Cancer (MESH:D006258), Sarcoma (MESH:D012509), Testicular Cancer (MESH:D013736), Breast Cancer (MESH:D001943), COAD (MESH:D029424), Lung Squamous Cell Carcinoma (MESH:D002294), ACC (MESH:D004476), Cervical Cancer (MESH:D002583), ICB (MESH:D007154), Lung Adenocarcinoma (MESH:D000077192), Cancer (MESH:D009369), NSCLC (MESH:D002289), Chromophobe (MESH:D000238), CNV (MESH:D000092342), OS (MESH:D011475), Thyroid Cancer (MESH:D013964), Thymoma (MESH:D013945), Colon Cancer (MESH:D015179), GBM (MESH:D005910), C3 (MESH:C565169), TLS (MESH:C536766), thoracic tumor (MESH:D013899), pan- (MESH:C537931), Melanoma (MESH:D008545), Liver Cancer (MESH:D006528), TGCT (MESH:C563236), Adrenocortical Cancer (MESH:D000306), Bile Duct Cancer (MESH:D001650), DDR (MESH:C537658), Prostate Cancer (MESH:D011471), Rectal Cancer (MESH:D012004), FA (MESH:D005199), HRR (MESH:C535296), Esophageal Cancer (MESH:D004938)
- **Chemicals:** C (MESH:D002244), TPM (MESH:D000077236), PI-103 (MESH:C522973), cytosine (MESH:D003596), oxymatrine (MESH:C037573), atezolizumab (MESH:C000594389), tamoxifen (MESH:D013629), NSC 74859 (MESH:C520337), BI-2536 (MESH:C518477), cytidines (MESH:D003562), niclosamide (MESH:D009534), uracil (MESH:D014498), PYR-41 (MESH:C523934), pirenperone (MESH:C034177), RO-3306 (MESH:C512984), ruxolitinib (MESH:C540383), temocapril (MESH:C055603), AC-264613 (-)
- **Species:** Human immunodeficiency virus 1 (no rank) [taxon 11676], Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** GSE48075 — Konosirus punctatus (Dotted gizzard shad), Spontaneously immortalized cell line (CVCL_6F81), S2 — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z232), MESO — Homo sapiens (Human), Pleural epithelioid mesothelioma, Cancer cell line (CVCL_5113), E-MTAB-4321 — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z894)

## Figures

11 figures with captions in the complete paper: https://tomesphere.com/paper/PMC9169361/full.md

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Source: https://tomesphere.com/paper/PMC9169361