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...

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Published inFrontiers in immunology Vol. 13; p. 1012242
Main Authors Hu, Fang, Li, Huan, Li, Lei, Gale, Robert Peter, Song, Yuanbin, Chen, Shuiqin, Liang, Yang
Format Journal Article
LanguageEnglish
Published Frontiers Media S.A 08.11.2022
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Abstract 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 G 1 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.
AbstractList 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 G 1 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.
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.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.
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.
Author Gale, Robert Peter
Hu, Fang
Song, Yuanbin
Liang, Yang
Li, Huan
Chen, Shuiqin
Li, Lei
AuthorAffiliation 3 Department of ICU, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center , Guangzhou , China
4 Guangdong 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 , China
5 Haematology Research Centre, Department of Immunology and Inflammation, Haematology Research Centre, Imperial College London , London , United Kingdom
2 Department of Hematologic Oncology, Sun Yat-sen University Cancer Center , Guangzhou , China
1 Sate Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Collaborative Innovation Center for Cancer Medicine , Guangzhou , China
AuthorAffiliation_xml – name: 1 Sate Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Collaborative Innovation Center for Cancer Medicine , Guangzhou , China
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– name: 3 Department of ICU, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center , Guangzhou , China
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Cites_doi 10.1038/s41408-022-00617-5
10.1158/0008-5472.CAN-18-2847
10.1016/j.celrep.2020.108096
10.1007/s12094-022-02853-4
10.1038/ncomms3612
10.1007/s12032-012-0223-y
10.1172/JCI98288
10.1016/j.cell.2018.03.034
10.1093/nar/gkx247
10.15252/embr.201643347
10.1038/nature25167
10.1002/ctm2.225
10.1016/j.canlet.2013.05.008
10.1158/1078-0432.CCR-08-1276
10.3324/haematol.2009.013318
10.1186/s13073-021-00981-0
10.1016/j.celrep.2018.08.062
10.1016/j.ebiom.2018.09.030
10.1038/s41586-022-04698-x
10.1073/pnas.1818210116
10.1007/s00432-012-1283-2
10.3389/fcell.2021.692940
10.1093/nar/gkx876
10.1002/1878-0261.12557
10.1038/s41586-019-1410-1
10.1038/nature20598
10.1074/mcp.M500279-MCP200
10.1146/annurev-pathol-012615-044438
10.1111/j.1749-6632.2009.04568.x
10.7150/thno.41362
10.1038/s41409-019-0679-x
10.1016/j.humpath.2009.08.008
10.1186/1471-2105-9-559
10.1182/blood.2021011711
10.1182/blood-2016-09-736892
10.1016/j.phrs.2020.105144
10.1038/s41587-019-0114-2
10.1126/sciadv.aav3660
10.1200/JCO.21.02063
10.1038/s41467-021-27308-2
10.1158/1078-0432.CCR-10-0185
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content type line 23
Edited by: Jun Qian, Jiangsu University Affiliated People’s Hospital, China
Reviewed by: Ya Zhang, Shandong Provincial Hospital Affiliated to Shandong First Medical University, China; Liang Yu, Huai’an First People’s Hospital, China
These authors have contributed equally to this work
This article was submitted to Cancer Immunity and Immunotherapy, a section of the journal Frontiers in Immunology
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References Wang (B39) 2019; 129
Schatton (B29) 2009; 1176
Langfelder (B14) 2008; 9
Kulkarni (B19) 2009; 15
Malta (B2) 2018; 173
Wang (B7) 2020; 10
Yi (B8) 2020; 161
Tonc (B5) 2021; 138
Tang (B17) 2017; 45
Cheng (B41) 2018; 36
Lian (B26) 2019; 13
Newman (B12) 2019; 37
Hou (B22) 2012; 29
Rainey (B35) 2020; 32
Albitar (B27) 2022; 12
Uhlen (B18) 2005; 4
Lo Surdo (B15) 2018; 46
Iwai (B42) 2019; 5
Chen (B11) 2020; 10
Ng (B3) 2016; 540
Choschzick (B20) 2010; 41
Hou (B21) 2012; 138
Martinez-Climent (B9) 2010; 95
Datta (B24) 2017; 18
Paczulla (B30) 2019; 572
Gauthier (B16) 2020; 55
Nassar (B1) 2016; 11
Suski (B34) 2022; 605
Milanovic (B4) 2018; 553
Mikhaeel (B28) 2022; 40
Sharma (B32) 2021; 12
Montagnoli (B38) 2010; 16
Gayle (B40) 2017; 129
Liu (B37) 2022; 24
Lei (B31) 2021; 9
Das (B10) 2019; 79
Jinushi (B33) 2012; 2
Yoshihara (B13) 2013; 4
Cheng (B23) 2013; 337
Miranda (B6) 2019; 116
Guo (B36) 2021; 13
Smith (B25) 2018; 24
References_xml – volume: 12
  start-page: 25
  year: 2022
  ident: B27
  article-title: Determining clinical course of diffuse large b-cell lymphoma using targeted transcriptome and machine learning algorithms
  publication-title: Blood Cancer J
  doi: 10.1038/s41408-022-00617-5
– volume: 79
  year: 2019
  ident: B10
  article-title: MYC regulates the HIF2alpha stemness pathway via nanog and Sox2 to maintain self-renewal in cancer stem cells versus non-stem cancer cells
  publication-title: Cancer Res
  doi: 10.1158/0008-5472.CAN-18-2847
– volume: 32
  year: 2020
  ident: B35
  article-title: And mitotic catastrophe in response to CDC7 inhibition
  publication-title: Cell Rep
  doi: 10.1016/j.celrep.2020.108096
– volume: 24
  year: 2022
  ident: B37
  article-title: CDC7 as a novel biomarker and druggable target in cancer
  publication-title: Clin Transl Oncol
  doi: 10.1007/s12094-022-02853-4
– volume: 4
  start-page: 2612
  year: 2013
  ident: B13
  article-title: Inferring tumour purity and stromal and immune cell admixture from expression data
  publication-title: Nat Commun
  doi: 10.1038/ncomms3612
– volume: 29
  year: 2012
  ident: B22
  article-title: High expression of cell division cycle 7 protein correlates with poor prognosis in patients with diffuse large b-cell lymphoma
  publication-title: Med Oncol
  doi: 10.1007/s12032-012-0223-y
– volume: 129
  year: 2019
  ident: B39
  article-title: Follicular lymphoma-associated mutations in vacuolar ATPase ATP6V1B2 activate autophagic flux and mTOR
  publication-title: J Clin Invest
  doi: 10.1172/JCI98288
– volume: 173
  start-page: 338
  year: 2018
  ident: B2
  article-title: Machine learning identifies stemness features associated with oncogenic dedifferentiation
  publication-title: Cell
  doi: 10.1016/j.cell.2018.03.034
– volume: 45
  start-page: W98
  year: 2017
  ident: B17
  article-title: GEPIA: a web server for cancer and normal gene expression profiling and interactive analyses
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkx247
– volume: 18
  year: 2017
  ident: B24
  article-title: p53 gain-of-function mutations increase Cdc7-dependent replication initiation
  publication-title: EMBO Rep
  doi: 10.15252/embr.201643347
– volume: 553
  start-page: 96
  year: 2018
  ident: B4
  article-title: Senescence-associated reprogramming promotes cancer stemness
  publication-title: Nature
  doi: 10.1038/nature25167
– volume: 10
  year: 2020
  ident: B7
  article-title: A prognostic stemness biomarker CCDC80 reveals acquired drug resistance and immune infiltration in colorectal cancer
  publication-title: Clin Transl Med
  doi: 10.1002/ctm2.225
– volume: 337
  year: 2013
  ident: B23
  article-title: Increased Cdc7 expression is a marker of oral squamous cell carcinoma and overexpression of Cdc7 contributes to the resistance to DNA-damaging agents
  publication-title: Cancer Lett
  doi: 10.1016/j.canlet.2013.05.008
– volume: 15
  year: 2009
  ident: B19
  article-title: Cdc7 kinase is a predictor of survival and a novel therapeutic target in epithelial ovarian carcinoma
  publication-title: Clin Cancer Res
  doi: 10.1158/1078-0432.CCR-08-1276
– volume: 95
  start-page: 293
  year: 2010
  ident: B9
  article-title: Lymphoma stem cells: enough evidence to support their existence
  publication-title: Haematologica
  doi: 10.3324/haematol.2009.013318
– volume: 13
  start-page: 166
  year: 2021
  ident: B36
  article-title: Targeting CDC7 potentiates ATR-CHK1 signaling inhibition through induction of DNA replication stress in liver cancer
  publication-title: Genome Med
  doi: 10.1186/s13073-021-00981-0
– volume: 24
  start-page: 3353
  year: 2018
  ident: B25
  article-title: A human adult stem cell signature marks aggressive variants across epithelial cancers
  publication-title: Cell Rep
  doi: 10.1016/j.celrep.2018.08.062
– volume: 36
  year: 2018
  ident: B41
  article-title: Identification of novel Cdc7 kinase inhibitors as anti-cancer agents that target the interaction with Dbf4 by the fragment complementation and drug repositioning approach
  publication-title: EBioMedicine
  doi: 10.1016/j.ebiom.2018.09.030
– volume: 605
  year: 2022
  ident: B34
  article-title: CDC7-independent G1/S transition revealed by targeted protein degradation
  publication-title: Nature
  doi: 10.1038/s41586-022-04698-x
– volume: 116
  year: 2019
  ident: B6
  article-title: Cancer stemness, intratumoral heterogeneity, and immune response across cancers
  publication-title: Proc Natl Acad Sci U.S.A.
  doi: 10.1073/pnas.1818210116
– volume: 138
  year: 2012
  ident: B21
  article-title: Effects of CDC7 gene silencing and rituximab on apoptosis in diffuse large b cell lymphoma cells
  publication-title: J Cancer Res Clin Oncol
  doi: 10.1007/s00432-012-1283-2
– volume: 9
  year: 2021
  ident: B31
  article-title: Cancer stem cells: Emerging key players in immune evasion of cancers
  publication-title: Front Cell Dev Biol
  doi: 10.3389/fcell.2021.692940
– volume: 46
  year: 2018
  ident: B15
  article-title: DISNOR: a disease network open resource
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkx876
– volume: 13
  year: 2019
  ident: B26
  article-title: Integrative analysis of gene expression and DNA methylation through one-class logistic regression machine learning identifies stemness features in medulloblastoma
  publication-title: Mol Oncol
  doi: 10.1002/1878-0261.12557
– volume: 572
  year: 2019
  ident: B30
  article-title: Absence of NKG2D ligands defines leukaemia stem cells and mediates their immune evasion
  publication-title: Nature
  doi: 10.1038/s41586-019-1410-1
– volume: 540
  year: 2016
  ident: B3
  article-title: A 17-gene stemness score for rapid determination of risk in acute leukaemia
  publication-title: Nature
  doi: 10.1038/nature20598
– volume: 4
  year: 2005
  ident: B18
  article-title: A human protein atlas for normal and cancer tissues based on antibody proteomics
  publication-title: Mol Cell Proteomics
  doi: 10.1074/mcp.M500279-MCP200
– volume: 11
  start-page: 47
  year: 2016
  ident: B1
  article-title: Cancer stem cells: Basic concepts and therapeutic implications
  publication-title: Annu Rev Pathol
  doi: 10.1146/annurev-pathol-012615-044438
– volume: 1176
  year: 2009
  ident: B29
  article-title: Antitumor immunity and cancer stem cells
  publication-title: Ann N Y Acad Sci
  doi: 10.1111/j.1749-6632.2009.04568.x
– volume: 10
  year: 2020
  ident: B11
  article-title: PI3K/AKT inhibition reverses r-CHOP resistance by destabilizing SOX2 in diffuse large b cell lymphoma
  publication-title: Theranostics
  doi: 10.7150/thno.41362
– volume: 55
  year: 2020
  ident: B16
  article-title: Cubic splines to model relationships between continuous variables and outcomes: a guide for clinicians
  publication-title: Bone Marrow Transplant
  doi: 10.1038/s41409-019-0679-x
– volume: 2
  year: 2012
  ident: B33
  article-title: Regulation of cancer stem cell activities by tumor-associated macrophages
  publication-title: Am J Cancer Res
– volume: 41
  year: 2010
  ident: B20
  article-title: Overexpression of cell division cycle 7 homolog is associated with gene amplification frequency in breast cancer
  publication-title: Hum Pathol
  doi: 10.1016/j.humpath.2009.08.008
– volume: 9
  year: 2008
  ident: B14
  article-title: WGCNA: an r package for weighted correlation network analysis
  publication-title: BMC Bioinf
  doi: 10.1186/1471-2105-9-559
– volume: 138
  year: 2021
  ident: B5
  article-title: Unexpected suppression of tumorigenesis by c-MYC via TFAP4-dependent restriction of stemness in b lymphocytes
  publication-title: Blood
  doi: 10.1182/blood.2021011711
– volume: 129
  year: 2017
  ident: B40
  article-title: Identification of apilimod as a first-in-class PIKfyve kinase inhibitor for treatment of b-cell non-Hodgkin lymphoma
  publication-title: Blood
  doi: 10.1182/blood-2016-09-736892
– volume: 161
  year: 2020
  ident: B8
  article-title: Integrative stemness characteristics associated with prognosis and the immune microenvironment in esophageal cancer
  publication-title: Pharmacol Res
  doi: 10.1016/j.phrs.2020.105144
– volume: 37
  year: 2019
  ident: B12
  article-title: Determining cell type abundance and expression from bulk tissues with digital cytometry
  publication-title: Nat Biotechnol
  doi: 10.1038/s41587-019-0114-2
– volume: 5
  start-page: eaav3660
  year: 2019
  ident: B42
  article-title: Molecular mechanism and potential target indication of TAK-931, a novel CDC7-selective inhibitor
  publication-title: Sci Adv
  doi: 10.1126/sciadv.aav3660
– volume: 40
  year: 2022
  ident: B28
  article-title: Proposed new dynamic prognostic index for diffuse Large b-cell lymphoma: International metabolic prognostic index
  publication-title: J Clin Oncol
  doi: 10.1200/JCO.21.02063
– volume: 12
  start-page: 7300
  year: 2021
  ident: B32
  article-title: Live tumor imaging shows macrophage induction and TMEM-mediated enrichment of cancer stem cells during metastatic dissemination
  publication-title: Nat Commun
  doi: 10.1038/s41467-021-27308-2
– volume: 16
  year: 2010
  ident: B38
  article-title: Targeting cell division cycle 7 kinase: a new approach for cancer therapy
  publication-title: Clin Cancer Res
  doi: 10.1158/1078-0432.CCR-10-0185
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Snippet 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...
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...
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SubjectTerms dequalinium chloride
diffuse large B-cell lymphoma
Immunology
single-sample gene set enrichment analysis
stem cells
targeted therapy
weighted gene co-expression network analysis
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Title Degree of stemness predicts micro-environmental response and clinical outcomes of diffuse large B-cell lymphoma and identifies a potential targeted therapy
URI https://www.proquest.com/docview/2740512112
https://pubmed.ncbi.nlm.nih.gov/PMC9678919
https://doaj.org/article/7efbf16e087f4612a96cf2c90f20e354
Volume 13
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