# Prognostic stratification in hepatocellular carcinoma using a telomerase-related lncRNA signature derived from TCGA database

**Authors:** Runze Yang, Luchao Xing, Chenghao Wang, Yunhao Zhang, Songzhuang Xie, Jianlei Yuan, Zhanzhan Li, Zhanzhan Li, Zhanzhan Li

PMC · DOI: 10.1371/journal.pone.0339415 · 2026-03-06

## TL;DR

This study identifies a 4-lncRNA signature linked to telomerase activity that predicts survival and immune profiles in hepatocellular carcinoma patients.

## Contribution

A novel telomerase-related lncRNA signature is developed for prognostic stratification and treatment guidance in HCC.

## Key findings

- The 4-TRLs signature accurately separates HCC patients into low- and high-risk groups with distinct survival outcomes.
- High-risk patients show increased immune cell infiltration and checkpoint expression, suggesting poor immunotherapy response.
- RT-qPCR validation confirms dysregulated TRLs in HCC tissues, supporting bioinformatic findings.

## Abstract

Characterized by high recurrence rates and limited therapeutic options, hepatocellular carcinoma (HCC) is a leading cause of cancer-related mortality worldwide. Notwithstanding the fact that telomerase-related long non-coding RNAs (TRLs) have been implicated in tumorigenesis, it remains poorly understood about their prognostic and immunological roles in HCC.

For the purpose of identifying telomerase-related genes (TRGs) and TRLs, we used transcriptomic data from The Cancer Genome Atlas (TCGA). We built a prognostic signature using LASSO-Cox regression. Then, we validated it with time-dependent ROC curves. We assessed the model's clinical utility with nomogram calibration and DCA. We also evaluated immune profiling, tumor mutation burden, drug sensitivity and TIDE scores to characterize the tumor microenvironment. Using a pilot cohort of clinical samples, initial experimental validation was completed with RT-qPCR.

By using a 4-TRLs signature, HCC patients can be divided into Low-risk (L-R) and High-risk (H-R) groups. The signature acted as an independent prognostic factor. It provided a highly accurate prediction of patient survival at 1, 3, and 5 years (AUC: 0.744–0.770). H-R patients had more immune cells in their tumors. They also showed higher levels of checkpoint expression. Besides, their TIDE (tumor immune dysfunction and exclusion) scores were also higher. All these things mean they might not respond well to immunotherapy. Subtype-specific therapeutic vulnerabilities can be read from drug sensitivity analysis. By carrying out reverse transcription quantitative polymerase chain reaction (RT-qPCR), consistent dysregulation patterns of TRLs can be observed in HCC tissues. This providing basis supports for our bioinformatic findings. Mechanistically, lncRNA AC026356.1 linked to a telomerase-related ceRNA network. This network includes miR-126-5p and its downstream targets.

The 4-TRLs signature is a tool that can be applied in HCC clinical practice. It enables prognostic stratification and helps guide treatment. These lncRNAs are linked to both immune activity and drug response. This dual role shows they affect tumor progression and the microenvironment. This finding provides new insights for precision oncology in HCC.

## Linked entities

- **Diseases:** hepatocellular carcinoma (MONDO:0007256), HCC (MONDO:0007256)

## Full-text entities

- **Genes:** NFIB (nuclear factor I B) [NCBI Gene 4781] {aka CTF, HMGIC/NFIB, MACID, NF-I/B, NF1-B, NFI-B}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, CCNB1 (cyclin B1) [NCBI Gene 891] {aka CCNB}, CCL22 (C-C motif chemokine ligand 22) [NCBI Gene 6367] {aka A-152E5.1, ABCD-1, DC/B-CK, MDC, SCYA22, STCP-1}, TERC (telomerase RNA component) [NCBI Gene 7012] {aka DKCA1, PFBMFT2, SCARNA19, TER, TR, TRC3}, CEP55 (centrosomal protein 55) [NCBI Gene 55165] {aka C10orf3, CT111, MARCH, URCC6}, PLK1 (polo like kinase 1) [NCBI Gene 5347] {aka PLK, STPK13}, MAD2L1 (mitotic arrest deficient 2 like 1) [NCBI Gene 4085] {aka HSMAD2, MAD2}, CD276 (CD276 molecule) [NCBI Gene 80381] {aka 4Ig-B7-H3, B7-H3, B7H3, B7RP-2}, YAP1 (Yes1 associated transcriptional regulator) [NCBI Gene 10413] {aka COB1, YAP, YAP-1, YAP2, YAP65, YKI}, IL11 (interleukin 11) [NCBI Gene 3589] {aka AGIF, IL-11}, UBE2C (ubiquitin conjugating enzyme E2 C) [NCBI Gene 11065] {aka UBCH10, dJ447F3.2}, CENPE (centromere protein E) [NCBI Gene 1062] {aka CENP-E, KIF10, MCPH13, PPP1R61}, DIAPH3 (diaphanous related formin 3) [NCBI Gene 81624] {aka AN, AUNA1, DIA2, DRF3, NSDAN, diap3}, SNHG1 (small nucleolar RNA host gene 1) [NCBI Gene 23642] {aka LINC00057, NCRNA00057, U22HG, UHG, lncRNA16}, BRAF (B-Raf proto-oncogene, serine/threonine kinase) [NCBI Gene 673] {aka B-RAF1, B-raf, BRAF-1, BRAF1, NS7, RAFB1}, NHSL3 (NHS like 3) [NCBI Gene 57648] {aka KIAA1522}, MIR1265 (microRNA 1265) [NCBI Gene 100302116] {aka MIRN1265, hsa-mir-1265}, CDK1 (cyclin dependent kinase 1) [NCBI Gene 983] {aka CDC2, CDC28A, P34CDC2}, TENM1 (teneurin transmembrane protein 1) [NCBI Gene 10178] {aka ODZ1, ODZ3, TEN-M1, TEN1, TNM, TNM1}, TRG (T cell receptor gamma locus) [NCBI Gene 6965] {aka TCRG, TRG@}, CCNA2 (cyclin A2) [NCBI Gene 890] {aka CCN1, CCNA}, ELK1 (ETS transcription factor ELK1) [NCBI Gene 2002], CLPTM1L (CLPTM1 like) [NCBI Gene 81037] {aka CRR9}, MIR210HG (MIR210 host gene) [NCBI Gene 100506211], LAG3 (lymphocyte activating 3) [NCBI Gene 3902] {aka CD223}, BMPR1A (bone morphogenetic protein receptor type 1A) [NCBI Gene 657] {aka 10q23del, ACVRLK3, ALK-3, ALK3, BMPR-1A, CD292}, CYTOR (cytoskeleton regulator RNA) [NCBI Gene 112597] {aka C2orf59, LINC00152, NCRNA00152}, METTL3 (methyltransferase 3, N6-adenosine-methyltransferase complex catalytic subunit) [NCBI Gene 56339] {aka IME4, M6A, MT-A70, Spo8, hMETTL3}, TERT (telomerase reverse transcriptase) [NCBI Gene 7015] {aka CMM9, DKCA2, DKCB4, EST2, PFBMFT1, TCS1}, MIR223 (microRNA 223) [NCBI Gene 407008] {aka MIRN223, miRNA223, mir-223}, TOP2A (DNA topoisomerase II alpha) [NCBI Gene 7153] {aka TOP2, TOP2alpha, TOPIIA, TP2A}, MAPK1 (mitogen-activated protein kinase 1) [NCBI Gene 5594] {aka ERK, ERK-2, ERK2, ERT1, MAPK2, NS13}, LINC01089 (long intergenic non-protein coding RNA 1089) [NCBI Gene 338799] {aka LIMT}, BUB1B (BUB1 mitotic checkpoint serine/threonine kinase B) [NCBI Gene 701] {aka BUB1beta, BUBR1, Bub1A, MAD3L, MVA1, SSK1}, CTLA4 (cytotoxic T-lymphocyte associated protein 4) [NCBI Gene 1493] {aka ALPS5, CD, CD152, CELIAC3, CTLA-4, GRD4}, CENPA (centromere protein A) [NCBI Gene 1058] {aka CENP-A, CenH3}, GBA1LP (glucosylceramidase beta 1 like, pseudogene) [NCBI Gene 2630] {aka GBAP, GBAP1}, H3P16 (H3 histone pseudogene 16) [NCBI Gene 644914] {aka H3.6, H3F3AP6, p21}, LASP1 (LIM and SH3 protein 1) [NCBI Gene 3927] {aka Lasp-1, MLN50}, SEMA4C (semaphorin 4C) [NCBI Gene 54910] {aka M-SEMA-F, SEMACL1, SEMAF, SEMAI}, IGF2BP1 (insulin like growth factor 2 mRNA binding protein 1) [NCBI Gene 10642] {aka CRD-BP, CRDBP, IMP-1, IMP1, VICKZ1, ZBP1}, BIRC5 (baculoviral IAP repeat containing 5) [NCBI Gene 332] {aka API4, EPR-1}, IGF2BP2 (insulin like growth factor 2 mRNA binding protein 2) [NCBI Gene 10644] {aka IMP-2, IMP2, VICKZ2}, GAPDH (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 2597] {aka G3PD, GAPD, HEL-S-162eP}, CDC20 (cell division cycle 20) [NCBI Gene 991] {aka CDC20A, OOMD14, OZEMA14, bA276H19.3, p55CDC}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, CENPF (centromere protein F) [NCBI Gene 1063] {aka CENF, CILD31, PRO1779, STROMS, hcp-1}, KIF20A (kinesin family member 20A) [NCBI Gene 10112] {aka MKLP2, RAB6KIFL, RCM6}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, SNAI1 (snail family transcriptional repressor 1) [NCBI Gene 6615] {aka SLUGH2, SNA, SNAH, SNAIL, SNAIL1, dJ710H13.1}, SKAP2 (src kinase associated phosphoprotein 2) [NCBI Gene 8935] {aka PRAP, RA70, SAPS, SCAP2, SKAP-HOM, SKAP55R}, PRKAA2 (protein kinase AMP-activated catalytic subunit alpha 2) [NCBI Gene 5563] {aka AMPK, AMPK2, AMPKa2, PRKAA}, BUB1 (BUB1 mitotic checkpoint serine/threonine kinase) [NCBI Gene 699] {aka BUB1A, BUB1L, MCPH30, hBUB1}, SHROOM4 (shroom family member 4) [NCBI Gene 57477] {aka MRXSSDS, SHAP, shrm4}, MIR7-3 (microRNA 7-3) [NCBI Gene 407045] {aka MIRN7-3, hsa-mir-7-3, mir-7-3}
- **Diseases:** esophageal adenocarcinoma (MESH:D000230), Cancer (MESH:D009369), hypoxia (MESH:D000860), non-small cell lung cancer (MESH:D002289), CSC (MESH:D018295), tumorigenesis (MESH:D063646), L- (MESH:D007926), TIDE (MESH:D007154), MF (MESH:C567116), viral hepatitis (MESH:D014777), tumorigenic (MESH:D002471), thyroid carcinomas (MESH:D013964), TRGs (MESH:C535507), HCC (MESH:D006528), TRLs (MESH:D000094024), bladder cancer (MESH:D001749), Dysfunction (MESH:D006331), H-R (MESH:D008228)
- **Chemicals:** Sorafenib (MESH:D000077157), lapatinib (MESH:D000077341), water (MESH:D014867), 5-fluorouracil (MESH:D005472), nelarabine (MESH:C104457), dasatinib (MESH:D000069439), AC026356.1 (-), cisplatin (MESH:D002945), gemcitabine (MESH:D000093542), m6A (MESH:C005955), afatinib (MESH:D000077716), lenvatinib (MESH:C531958)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** Hep3B — Homo sapiens (Human), Childhood hepatocellular carcinoma, Cancer cell line (CVCL_0326), AC026356.1 — Mus musculus (Mouse), Malignant neoplasms of the mouse mammary gland, Cancer cell line (CVCL_A5LE), MHCC97H — Homo sapiens (Human), Adult hepatocellular carcinoma, Cancer cell line (CVCL_4972)

## Figures

15 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12965591/full.md

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Source: https://tomesphere.com/paper/PMC12965591