Background: Colon adenocarcinoma (COAD) is a common digestive system malignancy with high mortality and poor prognosis. Accumulating evidence indicates that choline metabolism is closely related to tumorigenesis and development. However, the efficacy of choline metabolism-related signature in predicting patient prognosis, immune microenvironment and chemotherapy response has not been fully clarified.

Methods: Choline metabolism-related differentially expressed genes (DEGs) between normal and COAD tissues were screened using datasets from The Cancer Genome Atlas (TCGA), Kyoto Encyclopedia of Genes and Genomes (KEGG), AmiGO2 and Reactome Pathway databases. Two choline metabolism-related genes (CHKB and PEMT) were identified by univariate and multivariate Cox regression analyses. TCGA-COAD was the training cohort, and GSE17536 was the validation cohort. Patients in the high- and low-risk groups were distinguished according to the optimal cutoff value of the risk score. A nomogram was used to assess the prognostic accuracy of the choline metabolism-related signature. Calibration curves, decision curve analysis (DCA), and clinical impact curve (CIC) were used to improve the clinical applicability of the prognostic signature. Gene Ontology (GO) and KEGG pathway enrichment analyses of DEGs in the high- and low-risk groups were performed. KEGG cluster analysis was conducted by the KOBAS-i database. The distribution and expression of CHKB and PEMT in various types of immune cells were analyzed based on single-cell RNA sequencing (scRNA-seq). The CIBERSORT and ESTIMATE algorithms evaluated tumor immune cell infiltration in the high- and low-risk groups. Evaluation of the half maximal inhibitory concentration (IC) of common chemotherapeutic drugs based on the choline metabolism-related signature was performed. Small molecule compounds were predicted using the Connectivity Map (CMap) database. Molecular docking is used to simulate the binding conformation of small molecule compounds and key targets. By immunohistochemistry (IHC), Western blot, quantitative reverse transcription-polymerase chain reaction (qRT-PCR) experiments, the expression levels of CHKB and PEMT in human, mouse, and cell lines were detected.

Results: We constructed and validated a choline metabolism-related signature containing two genes (CHKB and PEMT). The overall survival (OS) of patients in the high-risk group was significantly worse than that of patients in the low-risk group. The nomogram could effectively and accurately predict the OS of COAD patients at 1, 3, and 5 years. The DCA curve and CIC demonstrate the clinical utility of the nomogram. scRNA-seq showed that CHKB was mainly distributed in endothelial cells, while PEMT was mainly distributed in CD4 T cells and CD8 T cells. In addition, multiple types of immune cells expressing CHKB and PEMT differed significantly. There were significant differences in the immune microenvironment, immune checkpoint expression and chemotherapy response between the two risk groups. In addition, we screened five potential small molecule drugs that targeted treatment for COAD. Finally, the results of IHC, Western blot, and qRT-PCR consistently showed that the expression of CHKB in human, mouse, and cell lines was elevated in normal samples, while PMET showed the opposite trend.

Conclusion: In conclusion, we constructed a choline metabolism-related signature in COAD and revealed its potential application value in predicting the prognosis, immune microenvironment, and chemotherapy response of patients, which may lay an important theoretical basis for future personalized precision therapy.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9701742PMC
http://dx.doi.org/10.3389/fimmu.2022.1038927DOI Listing

Publication Analysis

Top Keywords

choline metabolism-related
32
metabolism-related signature
24
chkb pemt
20
chemotherapy response
16
prognosis immune
12
immune microenvironment
12
high- low-risk
12
low-risk groups
12
small molecule
12
choline
9

Similar Publications

Article Synopsis
  • Alzheimer’s disease (AD) is a neurodegenerative condition marked by amyloid plaques and tau tangles in the brain, with apolipoprotein E (ApoE) playing a crucial role in its development due to its involvement in lipid metabolism.
  • This research aims to identify early-stage AD biomarkers related to immune cell infiltration by leveraging advanced machine learning techniques on gene expression data from the Gene Expression Omnibus (GEO).
  • To isolate significant lipid metabolism-related genes (LMDEGs), the study employs differential expression analysis, with a focus on machine learning algorithms to pinpoint a potential key biomarker and its correlation with immune response.
View Article and Find Full Text PDF

Modulation of liver cholesterol homeostasis by choline supplementation during fibrosis resolution.

Heliyon

September 2024

Laboratory of Computational Genomics, Institute for Quantitative Biosciences, The University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Tokyo, 113-0032, Japan.

Liver fibrosis is a critical global health challenge, often leading to severe liver diseases without timely intervention. Choline deficiency has been linked to metabolic dysfunction associated steatohepatitis (MASH) and liver fibrosis, suggesting choline supplementation as a potential therapeutic approach. This study aimed to explore the therapeutic potential of choline supplementation in liver fibrosis resolution and its effects on cholesterol homeostasis using a mouse model with induced liver fibrosis.

View Article and Find Full Text PDF

Gui Qi Zhuang Jin Decoction ameliorates mitochondrial dysfunction in sarcopenia mice via AMPK/PGC-1α/Nrf2 axis revealed by a metabolomics approach.

Phytomedicine

October 2024

Department of Orthopaedics, Hangzhou Traditional Chinese Medicine Hospital Affiliated to Zhejiang Chinese Medical University, Hangzhou 310007, PR China; Department of Orthopaedics, Hangzhou Dingqiao Hospital, Hangzhou 310021, PR China; Institute of Orthopaedics and Traumatology, Hangzhou Traditional Chinese Medicine Hospital Affiliated to Zhejiang Chinese Medical University, Hangzhou 310007, PR China. Electronic address:

Objective: Sarcopenia, as a condition of muscle mass loss and functional decline typically diagnosed in elderly individuals, severely affects human physical activity, metabolic homeostasis, and quality of life. Gui Qi Zhuang Jin Decoction (GQZJD), an approved hospital-based prescription with years of clinical application, has been demonstrated to have a notable therapeutic effect on sarcopenia. However, its potential mechanism of action in the treatment of sarcopenia remains uncertain.

View Article and Find Full Text PDF

Hepatoprotective effects of Xiaoyao San formula on hepatic steatosis and inflammation regulating the sex hormones metabolism.

World J Hepatol

July 2024

Department of Pharmacology and Toxicology, Sichuan-Chongqing Joint Key Laboratory of New Chinese Medicine Creation Laboratory, Chongqing Academy of Chinese Materia Medica, Chongqing 400061, China.

Article Synopsis
  • The modified Xiaoyao San (MXS) is a traditional Chinese medicine recommended for liver cancer treatment, showing promise in preventing the recurrence of hepatocellular carcinoma and enhancing survival rates.
  • MXS was tested on a rat model of nonalcoholic steatohepatitis (NASH), revealing its ability to reduce lipid accumulation and inflammation while activating the AMPK pathway and suppressing key regulators associated with liver disease progression.
  • The research identified that MXS positively impacts arachidonic acid metabolism and steroid hormone synthesis, especially by inhibiting male hormone metabolism, suggesting its potential as a therapeutic agent for liver-related conditions.
View Article and Find Full Text PDF

One-carbon (1-C) metabolic deficiency impairs homeostasis, driving disease development, including infertility. It is of importance to summarize the current evidence regarding the clinical utility of 1-C metabolism-related biomolecules and methyl donors, namely, folate, betaine, choline, vitamin B12, homocysteine (Hcy), and zinc, as potential biomarkers, dietary supplements, and culture media supplements in the context of medically assisted reproduction (MAR). A narrative review of the literature was conducted in the PubMed/Medline database.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!