Degree of stemness predicts micro-environmental response and clinical outcomes of diffuse large B-cell lymphoma and identifies a potential targeted therapy

Some cells within a diffuse large B-cell lymphoma (DLBCL) have the genotype of a stem cell, the proportion of which is termed degree of stemness. We interrogated correlations between the degree of stemness with immune and stromal cell scores and clinical outcomes in persons with DLBCL. We evaluated...

Full description

Bibliographic Details
Main Authors: Fang Hu, Huan Li, Lei Li, Robert Peter Gale, Yuanbin Song, Shuiqin Chen, Yang Liang
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-11-01
Series:Frontiers in Immunology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fimmu.2022.1012242/full
_version_ 1811221470171365376
author Fang Hu
Fang Hu
Huan Li
Huan Li
Lei Li
Robert Peter Gale
Yuanbin Song
Yuanbin Song
Shuiqin Chen
Shuiqin Chen
Yang Liang
Yang Liang
author_facet Fang Hu
Fang Hu
Huan Li
Huan Li
Lei Li
Robert Peter Gale
Yuanbin Song
Yuanbin Song
Shuiqin Chen
Shuiqin Chen
Yang Liang
Yang Liang
author_sort Fang Hu
collection DOAJ
description Some cells within a diffuse large B-cell lymphoma (DLBCL) have the genotype of a stem cell, the proportion of which is termed degree of stemness. We interrogated correlations between the degree of stemness with immune and stromal cell scores and clinical outcomes in persons with DLBCL. We evaluated gene expression data on 1,398 subjects from Gene Expression Omnibus to calculate the degree of stemness. Subjects were classified into low- and high-stemness cohorts based on restricted cubic spline plots. Weighted gene co-expression network analysis (WGCNA) was used to screen for stemness-related genes. Immune and stromal scores correlated with the degree of stemness (both P < 0.001). A high degree of stemness correlated with a shorter progression-free survival (PFS; Hazard Ratio [HR; 95% Confidence Interval [CI] =1.90 (1.37, 2.64; P < 0.001) and a shorter survival (HR = 2.29 (1.53, 3.44; P < 0.001). CDC7 expression correlated with the degree of stemness, and CDC7-inhibitors significantly increased apoptosis (P < 0.01), the proportion of cells in G1 phase (P < 0.01), and inhibited lymphoma growth in a mice xenograft model (P = 0.04). Our data indicate correlations between the degree of stemness, immune and stromal scores, PFS, and survival. These data will improve the prediction of therapy outcomes in DLBCL and suggest potential new therapies.
first_indexed 2024-04-12T08:01:05Z
format Article
id doaj.art-7efbf16e087f4612a96cf2c90f20e354
institution Directory Open Access Journal
issn 1664-3224
language English
last_indexed 2024-04-12T08:01:05Z
publishDate 2022-11-01
publisher Frontiers Media S.A.
record_format Article
series Frontiers in Immunology
spelling doaj.art-7efbf16e087f4612a96cf2c90f20e3542022-12-22T03:41:20ZengFrontiers Media S.A.Frontiers in Immunology1664-32242022-11-011310.3389/fimmu.2022.10122421012242Degree of stemness predicts micro-environmental response and clinical outcomes of diffuse large B-cell lymphoma and identifies a potential targeted therapyFang Hu0Fang Hu1Huan Li2Huan Li3Lei Li4Robert Peter Gale5Yuanbin Song6Yuanbin Song7Shuiqin Chen8Shuiqin Chen9Yang Liang10Yang Liang11Sate Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Collaborative Innovation Center for Cancer Medicine, Guangzhou, ChinaDepartment of Hematologic Oncology, Sun Yat-sen University Cancer Center, Guangzhou, ChinaSate Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Collaborative Innovation Center for Cancer Medicine, Guangzhou, ChinaDepartment of ICU, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, ChinaGuangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Guangdong-Hong Kong Joint Laboratory for RNA Medicine, Medical Research Center, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, ChinaHaematology Research Centre, Department of Immunology and Inflammation, Haematology Research Centre, Imperial College London, London, United KingdomSate Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Collaborative Innovation Center for Cancer Medicine, Guangzhou, ChinaDepartment of Hematologic Oncology, Sun Yat-sen University Cancer Center, Guangzhou, ChinaSate Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Collaborative Innovation Center for Cancer Medicine, Guangzhou, ChinaDepartment of Hematologic Oncology, Sun Yat-sen University Cancer Center, Guangzhou, ChinaSate Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Collaborative Innovation Center for Cancer Medicine, Guangzhou, ChinaDepartment of Hematologic Oncology, Sun Yat-sen University Cancer Center, Guangzhou, ChinaSome cells within a diffuse large B-cell lymphoma (DLBCL) have the genotype of a stem cell, the proportion of which is termed degree of stemness. We interrogated correlations between the degree of stemness with immune and stromal cell scores and clinical outcomes in persons with DLBCL. We evaluated gene expression data on 1,398 subjects from Gene Expression Omnibus to calculate the degree of stemness. Subjects were classified into low- and high-stemness cohorts based on restricted cubic spline plots. Weighted gene co-expression network analysis (WGCNA) was used to screen for stemness-related genes. Immune and stromal scores correlated with the degree of stemness (both P < 0.001). A high degree of stemness correlated with a shorter progression-free survival (PFS; Hazard Ratio [HR; 95% Confidence Interval [CI] =1.90 (1.37, 2.64; P < 0.001) and a shorter survival (HR = 2.29 (1.53, 3.44; P < 0.001). CDC7 expression correlated with the degree of stemness, and CDC7-inhibitors significantly increased apoptosis (P < 0.01), the proportion of cells in G1 phase (P < 0.01), and inhibited lymphoma growth in a mice xenograft model (P = 0.04). Our data indicate correlations between the degree of stemness, immune and stromal scores, PFS, and survival. These data will improve the prediction of therapy outcomes in DLBCL and suggest potential new therapies.https://www.frontiersin.org/articles/10.3389/fimmu.2022.1012242/fulldiffuse large B-cell lymphomastem cellstargeted therapysingle-sample gene set enrichment analysisweighted gene co-expression network analysisdequalinium chloride
spellingShingle Fang Hu
Fang Hu
Huan Li
Huan Li
Lei Li
Robert Peter Gale
Yuanbin Song
Yuanbin Song
Shuiqin Chen
Shuiqin Chen
Yang Liang
Yang Liang
Degree of stemness predicts micro-environmental response and clinical outcomes of diffuse large B-cell lymphoma and identifies a potential targeted therapy
Frontiers in Immunology
diffuse large B-cell lymphoma
stem cells
targeted therapy
single-sample gene set enrichment analysis
weighted gene co-expression network analysis
dequalinium chloride
title Degree of stemness predicts micro-environmental response and clinical outcomes of diffuse large B-cell lymphoma and identifies a potential targeted therapy
title_full Degree of stemness predicts micro-environmental response and clinical outcomes of diffuse large B-cell lymphoma and identifies a potential targeted therapy
title_fullStr Degree of stemness predicts micro-environmental response and clinical outcomes of diffuse large B-cell lymphoma and identifies a potential targeted therapy
title_full_unstemmed Degree of stemness predicts micro-environmental response and clinical outcomes of diffuse large B-cell lymphoma and identifies a potential targeted therapy
title_short Degree of stemness predicts micro-environmental response and clinical outcomes of diffuse large B-cell lymphoma and identifies a potential targeted therapy
title_sort degree of stemness predicts micro environmental response and clinical outcomes of diffuse large b cell lymphoma and identifies a potential targeted therapy
topic diffuse large B-cell lymphoma
stem cells
targeted therapy
single-sample gene set enrichment analysis
weighted gene co-expression network analysis
dequalinium chloride
url https://www.frontiersin.org/articles/10.3389/fimmu.2022.1012242/full
work_keys_str_mv AT fanghu degreeofstemnesspredictsmicroenvironmentalresponseandclinicaloutcomesofdiffuselargebcelllymphomaandidentifiesapotentialtargetedtherapy
AT fanghu degreeofstemnesspredictsmicroenvironmentalresponseandclinicaloutcomesofdiffuselargebcelllymphomaandidentifiesapotentialtargetedtherapy
AT huanli degreeofstemnesspredictsmicroenvironmentalresponseandclinicaloutcomesofdiffuselargebcelllymphomaandidentifiesapotentialtargetedtherapy
AT huanli degreeofstemnesspredictsmicroenvironmentalresponseandclinicaloutcomesofdiffuselargebcelllymphomaandidentifiesapotentialtargetedtherapy
AT leili degreeofstemnesspredictsmicroenvironmentalresponseandclinicaloutcomesofdiffuselargebcelllymphomaandidentifiesapotentialtargetedtherapy
AT robertpetergale degreeofstemnesspredictsmicroenvironmentalresponseandclinicaloutcomesofdiffuselargebcelllymphomaandidentifiesapotentialtargetedtherapy
AT yuanbinsong degreeofstemnesspredictsmicroenvironmentalresponseandclinicaloutcomesofdiffuselargebcelllymphomaandidentifiesapotentialtargetedtherapy
AT yuanbinsong degreeofstemnesspredictsmicroenvironmentalresponseandclinicaloutcomesofdiffuselargebcelllymphomaandidentifiesapotentialtargetedtherapy
AT shuiqinchen degreeofstemnesspredictsmicroenvironmentalresponseandclinicaloutcomesofdiffuselargebcelllymphomaandidentifiesapotentialtargetedtherapy
AT shuiqinchen degreeofstemnesspredictsmicroenvironmentalresponseandclinicaloutcomesofdiffuselargebcelllymphomaandidentifiesapotentialtargetedtherapy
AT yangliang degreeofstemnesspredictsmicroenvironmentalresponseandclinicaloutcomesofdiffuselargebcelllymphomaandidentifiesapotentialtargetedtherapy
AT yangliang degreeofstemnesspredictsmicroenvironmentalresponseandclinicaloutcomesofdiffuselargebcelllymphomaandidentifiesapotentialtargetedtherapy