Integrative analysis of lysosome-dependent cell death related molecular subtypes and prognosis prediction in papillary thyroid carcinoma
Ying Xu, Qiong Wang, Na Zhang, Fugeng He, Xiaochun Mao

TL;DR
This study explores how lysosome-dependent cell death relates to papillary thyroid cancer prognosis and identifies a gene signature for risk prediction.
Contribution
A novel six-gene signature linked to lysosome-dependent cell death is developed for papillary thyroid carcinoma prognosis.
Findings
Three molecular subtypes with distinct immune and prognostic profiles were identified based on lysosome-dependent cell death-related genes.
A six-gene signature effectively stratifies patients into high- and low-risk groups with different survival outcomes.
LMTK3 knockdown reduced PTC cell proliferation and invasion in vitro, suggesting its potential as a therapeutic target.
Abstract
Papillary thyroid carcinoma (PTC), the most common thyroid malignancy, shows marked clinical heterogeneity despite generally favorable outcomes. Lysosome-dependent cell death (LDCD), a form of programmed death triggered by lysosomal membrane permeabilization, has emerged as a potential cancer therapy target, but its role in PTC remains unclear. Transcriptomic data from public cohorts were analyzed to identify LDCD-related genes (LDCDRG) associated with PTC prognosis. Cox analysis and LASSO regression analyses were performed to construct a prognostic model. Immune landscape, drug sensitivity, and single-cell expression profiles were examined. Functional experiments were conducted in vitro to verify the biological effects of the key gene LMTK3 on PTC cell proliferation, viability, and invasion. Nineteen LDCDRG were differentially expressed between normal and tumor tissues, defining…
Genes, proteins, chemicals, diseases, species, mutations and cell lines named across the full text — each resolved to its canonical identifier and authoritative record.
Click any figure to enlarge with its caption.
Figure 1
Figure 2
Figure 3
Figure 4
Figure 5
Figure 6
Figure 7
Figure 8
Figure 9Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsThyroid Cancer Diagnosis and Treatment · Retinoids in leukemia and cellular processes · Ferroptosis and cancer prognosis
