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: CRADD

Gene summary for CRADD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CRADD

Gene ID

8738

Gene nameCASP2 and RIPK1 domain containing adaptor with death domain
Gene AliasMRT34
Cytomap12q22
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

P78560


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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
8738CRADDCCI_1HumanCervixCC5.48e-076.48e-010.528
8738CRADDCCI_2HumanCervixCC1.25e-075.93e-010.5249
8738CRADDCCI_3HumanCervixCC7.99e-147.25e-010.516
8738CRADDHTA11_3410_2000001011HumanColorectumAD2.36e-13-5.23e-010.0155
8738CRADDHTA11_3361_2000001011HumanColorectumAD3.86e-03-4.31e-01-0.1207
8738CRADDHTA11_7862_2000001011HumanColorectumAD1.09e-03-5.76e-01-0.0179
8738CRADDHTA11_866_3004761011HumanColorectumAD6.97e-06-4.65e-010.096
8738CRADDHTA11_10711_2000001011HumanColorectumAD4.55e-03-2.88e-010.0338
8738CRADDHTA11_7696_3000711011HumanColorectumAD1.02e-06-3.93e-010.0674
8738CRADDHTA11_99999970781_79442HumanColorectumMSS4.58e-11-5.20e-010.294
8738CRADDHTA11_99999971662_82457HumanColorectumMSS7.38e-06-4.11e-010.3859
8738CRADDHTA11_99999973899_84307HumanColorectumMSS1.08e-03-5.42e-010.2585
8738CRADDHTA11_99999974143_84620HumanColorectumMSS4.95e-16-5.14e-010.3005
8738CRADDA015-C-203HumanColorectumFAP3.06e-25-5.65e-01-0.1294
8738CRADDA015-C-204HumanColorectumFAP6.94e-05-3.19e-01-0.0228
8738CRADDA014-C-040HumanColorectumFAP1.50e-04-4.29e-01-0.1184
8738CRADDA002-C-201HumanColorectumFAP4.44e-12-3.75e-010.0324
8738CRADDA001-C-119HumanColorectumFAP3.74e-15-6.55e-01-0.1557
8738CRADDA001-C-108HumanColorectumFAP1.22e-14-4.83e-01-0.0272
8738CRADDA002-C-205HumanColorectumFAP4.25e-27-6.74e-01-0.1236
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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
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
∗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:200123310CervixCCregulation of apoptotic signaling pathway96/2311356/187234.08e-143.05e-1196
GO:005254710CervixCCregulation of peptidase activity112/2311461/187236.70e-133.08e-10112
GO:004586210CervixCCpositive regulation of proteolysis95/2311372/187231.84e-126.86e-1095
GO:005254810CervixCCregulation of endopeptidase activity103/2311432/187231.89e-115.14e-09103
GO:007149610CervixCCcellular response to external stimulus78/2311320/187231.82e-091.98e-0778
GO:001095210CervixCCpositive regulation of peptidase activity54/2311197/187238.06e-096.99e-0754
GO:200011610CervixCCregulation of cysteine-type endopeptidase activity61/2311235/187238.69e-097.22e-0761
GO:004328110CervixCCregulation of cysteine-type endopeptidase activity involved in apoptotic process55/2311209/187232.77e-081.95e-0655
GO:001095010CervixCCpositive regulation of endopeptidase activity48/2311179/187231.12e-075.71e-0648
GO:20012357CervixCCpositive regulation of apoptotic signaling pathway37/2311126/187232.70e-071.12e-0537
GO:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:009719110CervixCCextrinsic apoptotic signaling pathway52/2311219/187232.06e-066.34e-0552
GO:20000453CervixCCregulation of G1/S transition of mitotic cell cycle37/2311142/187236.33e-061.53e-0437
GO:20010569CervixCCpositive regulation of cysteine-type endopeptidase activity38/2311148/187236.94e-061.65e-0438
GO:00712148CervixCCcellular response to abiotic stimulus69/2311331/187237.36e-061.73e-0469
GO:01040048CervixCCcellular response to environmental stimulus69/2311331/187237.36e-061.73e-0469
GO:00432809CervixCCpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process34/2311129/187231.13e-052.45e-0434
GO:00000824CervixCCG1/S transition of mitotic cell cycle49/2311214/187231.16e-052.48e-0449
GO:19028062CervixCCregulation of cell cycle G1/S phase transition41/2311168/187231.18e-052.51e-0441
GO:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
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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
CRADDSNVMissense_Mutationc.173N>Cp.Leu58Prop.L58PP78560protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CRADDSNVMissense_Mutationrs768737669c.155G>Ap.Arg52Glnp.R52QP78560protein_codingtolerated(0.31)benign(0.109)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CRADDSNVMissense_Mutationc.553N>Tp.Arg185Trpp.R185WP78560protein_codingdeleterious(0.01)possibly_damaging(0.545)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CRADDSNVMissense_Mutationc.514G>Ap.Gly172Argp.G172RP78560protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
CRADDSNVMissense_Mutationrs752845581c.473N>Tp.Ser158Leup.S158LP78560protein_codingdeleterious(0.01)possibly_damaging(0.769)TCGA-AG-A036-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilCR
CRADDSNVMissense_Mutationrs373657793c.391N>Cp.Trp131Argp.W131RP78560protein_codingdeleterious(0)probably_damaging(1)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CRADDSNVMissense_Mutationrs759051210c.286G>Ap.Asp96Asnp.D96NP78560protein_codingtolerated(0.2)benign(0.001)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CRADDSNVMissense_Mutationnovelc.531N>Ap.Phe177Leup.F177LP78560protein_codingtolerated(0.28)benign(0.001)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CRADDSNVMissense_Mutationc.38N>Ap.Arg13Hisp.R13HP78560protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CRADDSNVMissense_Mutationnovelc.403N>Ap.Val135Metp.V135MP78560protein_codingtolerated(0.15)possibly_damaging(0.708)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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