Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: CMBL

Gene summary for CMBL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CMBL

Gene ID

134147

Gene namecarboxymethylenebutenolidase homolog
Gene AliasJS-1
Cytomap5p15.2
Gene Typeprotein-coding
GO ID

GO:0006805

UniProtAcc

Q96DG6


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
134147CMBLGSM4909291HumanBreastIDC4.14e-135.81e-010.1753
134147CMBLGSM4909298HumanBreastIDC5.06e-041.46e-010.1551
134147CMBLGSM4909308HumanBreastIDC4.98e-205.07e-010.158
134147CMBLM5HumanBreastIDC1.98e-035.86e-010.1598
134147CMBLNCCBC14HumanBreastDCIS2.11e-095.49e-010.2021
134147CMBLDCIS2HumanBreastDCIS1.08e-11-3.34e-030.0085
134147CMBLHTA11_2487_2000001011HumanColorectumSER1.02e-044.70e-01-0.1808
134147CMBLHTA11_1938_2000001011HumanColorectumAD2.55e-054.98e-01-0.0811
134147CMBLHTA11_78_2000001011HumanColorectumAD1.09e-129.16e-01-0.1088
134147CMBLHTA11_347_2000001011HumanColorectumAD1.35e-681.54e+00-0.1954
134147CMBLHTA11_83_2000001011HumanColorectumSER4.84e-231.16e+00-0.1526
134147CMBLHTA11_696_2000001011HumanColorectumAD1.51e-176.18e-01-0.1464
134147CMBLHTA11_866_2000001011HumanColorectumAD2.17e-156.06e-01-0.1001
134147CMBLHTA11_1391_2000001011HumanColorectumAD1.64e-106.34e-01-0.059
134147CMBLHTA11_546_2000001011HumanColorectumAD3.92e-056.81e-01-0.0842
134147CMBLA015-C-203HumanColorectumFAP4.48e-06-1.92e-01-0.1294
134147CMBLA002-C-201HumanColorectumFAP5.74e-05-2.28e-010.0324
134147CMBLA002-C-203HumanColorectumFAP1.16e-04-2.15e-010.2786
134147CMBLA001-C-108HumanColorectumFAP1.60e-06-2.41e-01-0.0272
134147CMBLA002-C-205HumanColorectumFAP6.70e-06-2.52e-01-0.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000941013BreastIDCresponse to xenobiotic stimulus62/1434462/187231.05e-052.88e-0462
GO:000941023BreastDCISresponse to xenobiotic stimulus59/1390462/187233.00e-056.61e-0459
GO:0009410ColorectumADresponse to xenobiotic stimulus128/3918462/187232.69e-043.31e-03128
GO:00094102ColorectumFAPresponse to xenobiotic stimulus87/2622462/187232.15e-031.77e-0287
GO:00094103ColorectumCRCresponse to xenobiotic stimulus69/2078462/187236.34e-034.61e-0269
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:000941012LiverCirrhoticresponse to xenobiotic stimulus165/4634462/187236.82e-082.09e-06165
GO:00714661LiverCirrhoticcellular response to xenobiotic stimulus66/4634177/187231.34e-041.31e-0366
GO:000680511LiverCirrhoticxenobiotic metabolic process43/4634111/187237.51e-045.54e-0343
GO:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
GO:00714662LiverHCCcellular response to xenobiotic stimulus93/7958177/187234.35e-031.89e-0293
GO:000941018Oral cavityOSCCresponse to xenobiotic stimulus222/7305462/187234.00e-053.48e-04222
GO:000941019Oral cavityLPresponse to xenobiotic stimulus141/4623462/187232.33e-031.68e-02141
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
CMBLSNVMissense_Mutationrs199662372c.277A>Gp.Ile93Valp.I93VQ96DG6protein_codingtolerated(0.1)benign(0.022)TCGA-AR-A5QP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CMBLinsertionIn_Frame_Insnovelc.3_4insTTTCTGTTGTTTCACGGAGGGp.Met1_Ala2insPheLeuLeuPheHisGlyGlyp.M1_A2insFLLFHGGQ96DG6protein_codingTCGA-A7-A0D9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
CMBLinsertionIn_Frame_Insnovelc.486_487insAAAGCAGAAp.Glu162_Asp163insLysAlaGlup.E162_D163insKAEQ96DG6protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
CMBLdeletionIn_Frame_Delc.104_127delNNNNNNNNNNNNNNNNNNNNNNNNp.Thr35_Gly42delp.T35_G42delQ96DG6protein_codingTCGA-E2-A1AZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CMBLSNVMissense_Mutationnovelc.654N>Tp.Lys218Asnp.K218NQ96DG6protein_codingdeleterious(0.01)possibly_damaging(0.824)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CMBLSNVMissense_Mutationrs780957157c.460G>Ap.Val154Ilep.V154IQ96DG6protein_codingtolerated(0.2)benign(0.018)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CMBLSNVMissense_Mutationc.616N>Cp.Thr206Prop.T206PQ96DG6protein_codingdeleterious(0)possibly_damaging(0.686)TCGA-EI-6513-01Colorectumrectum adenocarcinomaMale<65III/IVUnknownUnknownSD
CMBLSNVMissense_Mutationnovelc.10N>Ap.Glu4Lysp.E4KQ96DG6protein_codingtolerated(0.09)possibly_damaging(0.883)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CMBLSNVMissense_Mutationrs147855838c.650N>Tp.Arg217Leup.R217LQ96DG6protein_codingtolerated(0.14)benign(0.224)TCGA-AP-A0L8-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownPD
CMBLSNVMissense_Mutationnovelc.735G>Ap.Met245Ilep.M245IQ96DG6protein_codingtolerated(1)benign(0)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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