Dataset Information

Comprehensive Characterization of Cachexia-Inducing Factors in Diffuse Large B-Cell Lymphoma Reveals a Molecular Subtype and a Prognosis-Related Signature.

ABSTRACT:

Background

Cachexia is defined as an involuntary decrease in body weight, which can increase the risk of death in cancer patients and reduce the quality of life. Cachexia-inducing factors (CIFs) have been reported in colorectal cancer and pancreatic adenocarcinoma, but their value in diffuse large B-cell lymphoma (DLBCL) requires further genetic research.

Methods

We used gene expression data from Gene Expression Omnibus to evaluate the expression landscape of 25 known CIFs in DLBCL patients and compared them with normal lymphoma tissues from two cohorts [GSE56315 (n = 88) and GSE12195 (n = 136)]. The mutational status of CIFs were also evaluated in The Cancer Genome Atlas database. Based on the expression profiles of 25 CIFs, a single exploratory dataset which was merged by the datasets of GSE10846 (n = 420) and GSE31312 (n = 498) were divided into two molecular subtypes by using the method of consensus clustering. Immune microenvironment between different subtypes were assessed via single-sample gene set enrichment analysis and the CIBERSORT algorithm. The treatment response of commonly used chemotherapeutic drugs was predicted and gene set variation analysis was utilized to reveal the divergence in activated pathways for distinct subtypes. A risk signature was derived by univariate Cox regression and LASSO regression in the merged dataset (n = 882), and two independent cohorts [GSE87371 (n = 221) and GSE32918 (n = 244)] were used for validation, respectively.

Results

Clustering analysis with CIFs further divided the cases into two molecular subtypes (cluster A and cluster B) associated with distinct prognosis, immunological landscape, chemosensitivity, and biological process. A risk-prognostic signature based on CCL2, CSF2, IL15, IL17A, IL4, TGFA, and TNFSF10 for DLBCL was developed, and significant differences in overall survival analysis were found between the low- and high-risk groups in the training dataset and another two independent validation datasets. Multivariate regression showed that the risk signature was an independently prognostic factor in contrast to other clinical characteristics.

Conclusion

This study demonstrated that CIFs further contribute to the observed heterogeneity of DLBCL, and molecular classification and a risk signature based on CIFs are both promising tools for prognostic stratification, which may provide important clues for precision medicine and tumor-targeted therapy.

SUBMITTER: Kuang Z

PROVIDER: S-EPMC8166255 | biostudies-literature |

REPOSITORIES: biostudies-literature

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Project description:BackgroundCancer cachexia is known to adversely affect the clinical course in patients with malignant lymphoma. The cachexia index (CXI) is a potential biomarker of cancer cachexia, and its implications for the prognosis and treatment outcome of lung cancer and aggressive lymphoma has been assessed in previous studies.MethodsA total of 267 patients diagnosed with diffuse large B-cell lymphoma who were treated with rituximab plus cyclophosphamide, doxorubicin, vincristine, and prednisone (R-CHOP) immunochemotherapy were retrospectively reviewed. The CXI was calculated as the skeletal muscle index (SMI) × serum albumin/neutrophil-lymphocyte ratio (NLR). Although previous studies measured the SMI using the muscles of the L3 vertebral level, the present study used both the L3 vertebral muscles and the pectoralis muscles (PM) at the T4 vertebral level to measure the SMI. Depending on the type of muscles used, the CXI was termed the L3-CXI or PM-CXI. Using sex-specific cutoff values for CXI, the patients were categorized as follows: (i) high-CXI group (high L3-CXI and high PM-CXI), (ii) intermediate-CXI group (high L3-CXI and low PM-CXI), and (iii) low-CXI group (low L3-CXI and low PM-CXI).ResultsComplete responses to R-CHOP were obtained in 145/173 (83.8%), 25/36 (69.4%), and 27/57 (47.4%) patients in the high-CXI, intermediate-CXI, and low-CXI groups, respectively (P < 0.001). Treatment-related anaemia (15.6%, 30.6%, and 26.3%, P = 0.038), thrombocytopenia (21.4%, 36.1%, and 43.9%, P < 0.001), febrile neutropenia (23.7%, 44.4%, and 36.8%, P = 0.022), and any nonhaematologic toxicity (31.2%, 44.4%, and 54.4%, P = 0.001) of Grade 3 or more were more common in the lower CXI groups than in the higher-CXI groups. Early treatment discontinuation for reasons other than lymphoma progression also occurred more frequently in the low-CXI group (24/57, 42.1%) compared with the intermediate-CXI (5/36, 13.9%) and high-CXI (18/173, 10.4%) groups (P < 0.001). Median overall survival in the high-CXI, intermediate-CXI, and low-CXI groups was not reached, 50.6 months, and 14.5 months, respectively (p < 0.001). Multivariable analysis showed that low CXI was an independent negative prognostic factor for overall survival (hazard ratio 2.103, 95% confidence interval 1.278-3.460, P = 0.003).ConclusionsWe suggest that in patients with diffuse large B-cell lymphoma, the CXI is a biomarker for cancer cachexia that can predict survival, treatment response, treatment-related toxicity, and compliance with R-CHOP. Patients were more clearly stratified by this new CXI category compared with the classifications described in previous studies.