The expression landscape and clinical significance of cancer-specific RNA transcripts across human cancers

Haochen Li1, Jie Ding1, Xianghuo He2,3

  • 1Fudan University Shanghai Cancer Center and Institute of Biomedical Sciences, Shanghai Medical College, Fudan University, Shanghai, 200032, China.

Abstract

Insights

This study identifies diverse cancer-specific RNA transcripts (cancer-SRTs) across multiple tumor types. These cancer-SRTs are linked to tumor progression and can inform new diagnostic and therapeutic strategies for cancer.

Area of Science:

  • Oncology
  • Genomics
  • Transcriptomics

Background:

  • Accurate transcript characterization is crucial for understanding cancer gene expression.
  • Existing sequencing data analyses are limited by incomplete or inaccurate transcript assemblies.
  • Long-read sequencing enables systematic investigation of cancer-specific RNA transcripts (cancer-SRTs).

Purpose of the Study:

  • To systematically investigate cancer-SRTs across multiple cancer types using long-read sequencing.
  • To elucidate the functional roles and clinical relevance of cancer-SRTs.
  • To develop predictive models for cancer prognosis and treatment response.

Main Methods:

  • Characterized expression profiles of 44,405 cancer-SRTs across various cancer types.
  • Performed enrichment, survival, and correlation analyses on highly expressed transcripts.
  • Integrated genomic and epigenomic data to explore cancer-SRT generation mechanisms.
  • Developed a risk-score model based on 131 tumor hallmark-associated transcripts.

Main Results:

  • Identified substantial structural diversity and enrichment in malignancy-associated pathways for cancer-SRTs.
  • Found associations between cancer-SRT expression and genomic/epigenetic processes.
  • Developed a prognostic risk-score model demonstrating strong links to tumor progression and immune evasion.

Conclusions:

  • Cancer-SRTs are widely expressed, heterogeneous, and regulated by multiple mechanisms, impacting tumor biology.
  • Findings support the development of novel diagnostic, prognostic, and therapeutic strategies targeting cancer-SRTs.
  • Further research into cancer-SRT mechanisms and immunotherapy applications is vital for precision cancer treatment.

Related Concept Videos

lncRNA - Long Non-coding RNAs02:39

lncRNA - Long Non-coding RNAs

In humans, more than 80% of the genome gets transcribed. However, only around 2% of the genome codes for proteins. The remaining part produces non-coding RNAs which includes ribosomal RNAs, transfer RNAs, telomerase RNAs, and regulatory RNAs, among other types. A large number of regulatory non-coding RNAs have been classified into two groups depending upon their length – small non-coding RNAs, such as microRNA, which are less than 200 nucleotides in length, and long non-coding RNA (lncRNA)...
lncRNA - Long Non-coding RNAs02:39

lncRNA - Long Non-coding RNAs

In humans, more than 80% of the genome gets transcribed. However, only around 2% of the genome codes for proteins. The remaining part produces non-coding RNAs which includes ribosomal RNAs, transfer RNAs, telomerase RNAs, and regulatory RNAs, among other types. A large number of regulatory non-coding RNAs have been classified into two groups depending upon their length – small non-coding RNAs, such as microRNA, which are less than 200 nucleotides in length, and long non-coding RNA (lncRNA)...
Ribosome Profiling02:24

Ribosome Profiling

Ribosome profiling or ribo-sequencing is a deep sequencing technique that produces a snapshot of active translation in a cell. It selectively sequences the mRNAs protected by ribosomes to get an insight into a cell’s translation landscape at any given point in time.
Applications of ribosome profiling
Ribosome profiling has many applications, including in vivo monitoring of translation inside a particular organ or tissue type and quantifying new protein synthesis levels.
The technique helps...
Non-LTR Retrotransposons03:18

Non-LTR Retrotransposons

As the name suggests, non-LTR retrotransposons lack the long terminal repeats characteristic of the LTR retrotransposons. Additionally, both LTR and non-LTR retrotransposons use distinct mechanisms of mobilization. Non-LTR retrotransposons are further divided into two classes - Long interspersed nuclear elements (LINEs) and short interspersed nuclear elements (SINEs), both of which occur abundantly in most mammals, including humans. Some of the active non-LTR retrotransposons in humans are L1...
Regulated mRNA Transport02:22

Regulated mRNA Transport

In eukaryotes, transcription and translation are compartmentalized; an mRNA is first synthesized in the nucleus and then selectively transported to the cytoplasm for protein synthesis. Before transport, a pre-mRNA undergoes several steps of post-transcriptional modifications including splicing, 5' capping, and the addition of a poly-adenine tail. Various proteins bind to the pre-mRNA during these modifications. The mRNA transport takes place with the help of multiple proteins playing specific...
MicroRNAs01:22

MicroRNAs

MicroRNA (miRNA) are short, regulatory RNA transcribed from introns (non-coding regions of a gene) or intergenic regions (stretches of DNA present between genes). Several processing steps are required to form biologically active, mature miRNA. The initial transcript, called primary miRNA (pri-mRNA), base-pairs with itself, forming a stem-loop structure. Within the nucleus, an endonuclease enzyme, called Drosha, shortens the stem-loop structure into hairpin-shaped pre-miRNA. After the pre-miRNA...