ILnc: Prioritizing Long Non-coding RNAs for Pan-cancer Analysis of Immune Cell Infiltration
Xinhui LiiD, Changbo YangiD, Jing BaiiD, Yunjin XieiD, Mengjia XuiD, Hui LiuiD, Tingting ShaoiD, Juan XuiD, Xia LiiD
Abstract
The distribution and extent of immune cell infiltration into solid tumors play pivotal roles in cancer immunology and therapy. Here we introduced an immune long non-coding RNA (lncRNA) signature-based method (ILnc), for estimating the abundance of 14 immune cell types from lncRNA transcriptome data. Performance evaluation through pure immune cell data shows that our lncRNA signature sets can be more accurate than protein-coding gene signatures. We found that lncRNA signatures are significantly enriched to immune functions and pathways, such as immune response and T cell activation. In addition, the expression of these lncRNAs is significantly correlated with expression of marker genes in corresponding immune cells. Application of ILnc in 33 cancer types provides a global view of immune infiltration across cancers and we found that the abundance of most immune cells is significantly associated with patient clinical signatures. Finally, we identified six immune subtypes spanning cancer tissue types which were characterized by differences in immune cell infiltration, homologous recombination deficiency (HRD), expression of immune checkpoint genes, and prognosis. Altogether, these results demonstrate that ILnc is a powerful and exhibits broad utility for cancer researchers to estimate tumor immune infiltration, which will be a valuable tool for precise classification and clinical prediction.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Single-cell Long Non-coding RNA Landscape of T Cells in Human Cancer Immunity
Haitao Luo, Dechao Bu, … Furong Li·Genomics Proteomics & BioinformaticsPeer-reviewed·Jun 1, 2021
- Genomic landscape of tumor-host interactions with differential prognostic and predictive connotations
J. Roelands, W. Hendrickx, … D. Bedognetti·bioRxiv·May 8, 2019
- Comprehensive functional profiling of long non-coding RNAs through a novel pan-cancer integration approach and modular analysis of their protein-coding gene association networks
Kevin Walters, Radmir Sarsenov, … James R. Bradford·BMC GenomicsPeer-reviewed·Jun 3, 2019
- An immune-lncRNA risk model to predict prognosis for patients with head and neck squamous cell carcinoma
- Transitional lncRNA Signatures Reveal Distinct Stages of Cancer Progression and Metastasis
Stav Zok, Daniel Behar, Michal Linial B·bioRxiv·Jun 10, 2025
- Gene expression markers of Tumor Infiltrating Leukocytes
Patrick Danaher, Sarah Warren, … Stephen P Fling·bioRxiv·Aug 11, 2016