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: COBLL1

Gene summary for COBLL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COBLL1

Gene ID

22837

Gene namecordon-bleu WH2 repeat protein like 1
Gene AliasCOBLR1
Cytomap2q24.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A0A0D9SG04


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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
22837COBLL1CCI_1HumanCervixCC8.98e-091.24e+000.528
22837COBLL1CCI_2HumanCervixCC9.69e-101.56e+000.5249
22837COBLL1CCI_3HumanCervixCC1.31e-211.61e+000.516
22837COBLL1HTA11_3410_2000001011HumanColorectumAD5.35e-09-4.43e-010.0155
22837COBLL1HTA11_696_2000001011HumanColorectumAD1.21e-07-3.72e-01-0.1464
22837COBLL1HTA11_866_2000001011HumanColorectumAD1.50e-04-3.21e-01-0.1001
22837COBLL1HTA11_866_3004761011HumanColorectumAD2.06e-07-4.38e-010.096
22837COBLL1HTA11_10711_2000001011HumanColorectumAD1.65e-04-4.67e-010.0338
22837COBLL1HTA11_7696_3000711011HumanColorectumAD3.90e-06-3.17e-010.0674
22837COBLL1HTA11_99999970781_79442HumanColorectumMSS8.98e-12-3.94e-010.294
22837COBLL1HTA11_99999973899_84307HumanColorectumMSS3.24e-03-4.97e-010.2585
22837COBLL1HTA11_99999974143_84620HumanColorectumMSS6.92e-06-3.03e-010.3005
22837COBLL1F007HumanColorectumFAP5.74e-05-3.90e-010.1176
22837COBLL1A002-C-010HumanColorectumFAP1.72e-02-1.59e-010.242
22837COBLL1A001-C-207HumanColorectumFAP8.57e-05-3.35e-010.1278
22837COBLL1A015-C-203HumanColorectumFAP8.02e-28-4.12e-01-0.1294
22837COBLL1A015-C-204HumanColorectumFAP2.23e-09-4.39e-01-0.0228
22837COBLL1A014-C-040HumanColorectumFAP1.91e-02-2.59e-01-0.1184
22837COBLL1A002-C-201HumanColorectumFAP2.30e-14-4.18e-010.0324
22837COBLL1A002-C-203HumanColorectumFAP7.26e-05-1.83e-010.2786
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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
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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
COBLL1SNVMissense_Mutationnovelc.3592G>Ap.Glu1198Lysp.E1198Kprotein_codingdeleterious(0)probably_damaging(0.953)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
COBLL1SNVMissense_Mutationnovelc.3222N>Cp.Lys1074Asnp.K1074Nprotein_codingdeleterious(0)probably_damaging(0.984)TCGA-A7-A4SA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
COBLL1SNVMissense_Mutationnovelc.2841N>Tp.Leu947Phep.L947Fprotein_codingdeleterious(0.01)probably_damaging(0.988)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COBLL1SNVMissense_Mutationnovelc.2251N>Cp.Ser751Argp.S751Rprotein_codingtolerated(0.27)benign(0.02)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COBLL1SNVMissense_Mutationc.2912N>Gp.Ser971Cysp.S971Cprotein_codingdeleterious(0)probably_damaging(0.99)TCGA-AN-A0FJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
COBLL1SNVMissense_Mutationc.3314N>Tp.Ser1105Ilep.S1105Iprotein_codingdeleterious(0)probably_damaging(0.985)TCGA-BH-A0DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
COBLL1SNVMissense_Mutationc.2761N>Ap.Asp921Asnp.D921Nprotein_codingtolerated(0.5)benign(0.001)TCGA-BH-A0H9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
COBLL1SNVMissense_Mutationc.1173N>Cp.Met391Ilep.M391Iprotein_codingtolerated(0.36)benign(0.022)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
COBLL1SNVMissense_Mutationc.1173N>Ap.Met391Ilep.M391Iprotein_codingtolerated(0.36)benign(0.022)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
COBLL1insertionNonsense_Mutationnovelc.3451_3452insAGGAGGTATGAGTGACAGCCATTCCTCCCAGAGGACTTp.Ala1151GlufsTer4p.A1151Efs*4protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
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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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