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: CARD10

Gene summary for CARD10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CARD10

Gene ID

29775

Gene namecaspase recruitment domain family member 10
Gene AliasBIMP1
Cytomap22q13.1
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q9BWT7


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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
29775CARD10HTA11_2487_2000001011HumanColorectumSER1.78e-064.51e-01-0.1808
29775CARD10HTA11_1938_2000001011HumanColorectumAD2.27e-093.75e-01-0.0811
29775CARD10HTA11_78_2000001011HumanColorectumAD3.63e-022.83e-01-0.1088
29775CARD10HTA11_347_2000001011HumanColorectumAD7.25e-052.36e-01-0.1954
29775CARD10HTA11_411_2000001011HumanColorectumSER1.82e-036.98e-01-0.2602
29775CARD10HTA11_3361_2000001011HumanColorectumAD3.04e-023.13e-01-0.1207
29775CARD10HTA11_83_2000001011HumanColorectumSER2.61e-043.55e-01-0.1526
29775CARD10HTA11_696_2000001011HumanColorectumAD8.87e-154.01e-01-0.1464
29775CARD10HTA11_866_2000001011HumanColorectumAD3.71e-083.15e-01-0.1001
29775CARD10HTA11_1391_2000001011HumanColorectumAD1.75e-094.28e-01-0.059
29775CARD10HTA11_866_3004761011HumanColorectumAD1.41e-062.79e-010.096
29775CARD10HTA11_7696_3000711011HumanColorectumAD6.69e-113.32e-010.0674
29775CARD10HTA11_99999965104_69814HumanColorectumMSS3.58e-022.12e-010.281
29775CARD10HTA11_99999971662_82457HumanColorectumMSS2.12e-103.54e-010.3859
29775CARD10HTA11_99999973899_84307HumanColorectumMSS1.59e-064.53e-010.2585
29775CARD10HTA11_99999974143_84620HumanColorectumMSS1.02e-042.09e-010.3005
29775CARD10HCC1_MengHumanLiverHCC6.11e-298.61e-020.0246
29775CARD10HCC2_MengHumanLiverHCC2.91e-099.39e-020.0107
29775CARD10HCC2HumanLiverHCC4.32e-071.95e+000.5341
29775CARD10S014HumanLiverHCC2.88e-156.29e-010.2254
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
∗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:1903829ColorectumADpositive regulation of cellular protein localization110/3918276/187234.58e-138.44e-11110
GO:1900180ColorectumADregulation of protein localization to nucleus55/3918136/187231.70e-077.34e-0655
GO:1900182ColorectumADpositive regulation of protein localization to nucleus38/391887/187231.43e-064.52e-0538
GO:0034504ColorectumADprotein localization to nucleus94/3918290/187232.83e-068.09e-0594
GO:0001667ColorectumADameboidal-type cell migration137/3918475/187232.17e-054.33e-04137
GO:0090132ColorectumADepithelium migration105/3918360/187231.18e-041.73e-03105
GO:0010632ColorectumADregulation of epithelial cell migration88/3918292/187231.19e-041.75e-0388
GO:0033674ColorectumADpositive regulation of kinase activity131/3918467/187231.28e-041.85e-03131
GO:0010631ColorectumADepithelial cell migration104/3918357/187231.33e-041.90e-03104
GO:0090130ColorectumADtissue migration105/3918365/187232.10e-042.77e-03105
GO:0045860ColorectumADpositive regulation of protein kinase activity107/3918386/187238.01e-047.92e-03107
GO:0043542ColorectumADendothelial cell migration78/3918279/187232.97e-032.22e-0278
GO:19038291ColorectumSERpositive regulation of cellular protein localization86/2897276/187233.61e-116.11e-0986
GO:19001801ColorectumSERregulation of protein localization to nucleus46/2897136/187238.50e-085.27e-0646
GO:19001821ColorectumSERpositive regulation of protein localization to nucleus33/289787/187232.81e-071.52e-0533
GO:00345041ColorectumSERprotein localization to nucleus74/2897290/187235.74e-062.05e-0474
GO:00016671ColorectumSERameboidal-type cell migration105/2897475/187236.97e-051.59e-03105
GO:00901321ColorectumSERepithelium migration82/2897360/187231.50e-042.93e-0382
GO:00106311ColorectumSERepithelial cell migration81/2897357/187231.87e-043.44e-0381
GO:00901301ColorectumSERtissue migration82/2897365/187232.40e-044.12e-0382
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa040644Oral cavityOSCCNF-kappa B signaling pathway67/3704104/84651.57e-056.75e-053.44e-0567
hsa0406411Oral cavityOSCCNF-kappa B signaling pathway67/3704104/84651.57e-056.75e-053.44e-0567
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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
CARD10SNVMissense_Mutationnovelc.1715N>Gp.Ser572Cysp.S572CQ9BWT7protein_codingdeleterious(0)probably_damaging(0.956)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CARD10SNVMissense_Mutationc.2038N>Tp.Pro680Serp.P680SQ9BWT7protein_codingtolerated(0.07)benign(0.005)TCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
CARD10SNVMissense_Mutationc.1597C>Tp.Arg533Cysp.R533CQ9BWT7protein_codingdeleterious(0)possibly_damaging(0.877)TCGA-E9-A1RA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CARD10deletionFrame_Shift_Delnovelc.1014delGp.Lys338AsnfsTer97p.K338Nfs*97Q9BWT7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
CARD10SNVMissense_Mutationnovelc.355N>Tp.Arg119Cysp.R119CQ9BWT7protein_codingdeleterious(0)probably_damaging(0.996)TCGA-C5-A2LV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CARD10SNVMissense_Mutationrs745445545c.2350N>Tp.Arg784Trpp.R784WQ9BWT7protein_codingtolerated(0.1)probably_damaging(0.936)TCGA-C5-A7CO-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
CARD10SNVMissense_Mutationc.1597C>Tp.Arg533Cysp.R533CQ9BWT7protein_codingdeleterious(0)possibly_damaging(0.877)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CARD10SNVMissense_Mutationnovelc.2897N>Tp.Ser966Leup.S966LQ9BWT7protein_codingdeleterious(0.01)possibly_damaging(0.7)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CARD10SNVMissense_Mutationc.2149N>Ap.Glu717Lysp.E717KQ9BWT7protein_codingtolerated(0.15)benign(0.072)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
CARD10SNVMissense_Mutationc.1700N>Tp.Ser567Phep.S567FQ9BWT7protein_codingtolerated(0.2)benign(0.005)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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