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: CARD18

Gene summary for CARD18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CARD18

Gene ID

59082

Gene namecaspase recruitment domain family member 18
Gene AliasICEBERG
Cytomap11q22.3
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

P57730


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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
59082CARD18P1_S1_AKHumanSkinAK9.41e-051.31e-01-0.3399
59082CARD18P2_S3_AKHumanSkinAK1.90e-031.84e-01-0.3287
59082CARD18P3_S6_AKHumanSkinAK9.41e-052.21e-01-0.3256
59082CARD18P4_S8_cSCCHumanSkincSCC3.04e-092.61e-01-0.3095
59082CARD18P2_cSCCHumanSkincSCC1.18e-154.29e-01-0.024
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:005109826SkinAKregulation of binding74/1910363/187234.40e-093.30e-0774
GO:005254727SkinAKregulation of peptidase activity88/1910461/187234.65e-093.44e-0788
GO:004586127SkinAKnegative regulation of proteolysis72/1910351/187235.40e-093.90e-0772
GO:005254827SkinAKregulation of endopeptidase activity82/1910432/187232.03e-081.18e-0682
GO:200011627SkinAKregulation of cysteine-type endopeptidase activity48/1910235/187232.09e-066.01e-0548
GO:001046625SkinAKnegative regulation of peptidase activity51/1910262/187234.43e-061.07e-0451
GO:005134626SkinAKnegative regulation of hydrolase activity67/1910379/187235.22e-061.21e-0467
GO:001095120SkinAKnegative regulation of endopeptidase activity49/1910252/187236.98e-061.55e-0449
GO:200011724SkinAKnegative regulation of cysteine-type endopeptidase activity23/191086/187231.13e-052.36e-0423
GO:004339324SkinAKregulation of protein binding36/1910196/187233.52e-043.50e-0336
GO:005110024SkinAKnegative regulation of binding29/1910162/187231.89e-031.29e-0229
GO:005109827SkincSCCregulation of binding152/4864363/187232.21e-111.10e-09152
GO:005254728SkincSCCregulation of peptidase activity177/4864461/187232.21e-098.02e-08177
GO:005254828SkincSCCregulation of endopeptidase activity165/4864432/187231.18e-083.63e-07165
GO:005160419SkincSCCprotein maturation117/4864294/187231.27e-072.93e-06117
GO:200011628SkincSCCregulation of cysteine-type endopeptidase activity97/4864235/187232.01e-074.34e-0697
GO:004339325SkincSCCregulation of protein binding79/4864196/187237.59e-061.04e-0479
GO:004586128SkincSCCnegative regulation of proteolysis128/4864351/187237.95e-061.09e-04128
GO:2000117111SkincSCCnegative regulation of cysteine-type endopeptidase activity41/486486/187231.20e-051.53e-0441
GO:005110025SkincSCCnegative regulation of binding67/4864162/187231.34e-051.68e-0467
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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
CARD18SNVMissense_Mutationc.154G>Ap.Asp52Asnp.D52NP57730protein_codingdeleterious(0.03)possibly_damaging(0.652)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CARD18SNVMissense_Mutationc.71N>Ap.Ala24Aspp.A24DP57730protein_codingdeleterious(0.04)benign(0.407)TCGA-AA-3867-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
CARD18SNVMissense_Mutationnovelc.70N>Ap.Ala24Thrp.A24TP57730protein_codingdeleterious(0.04)benign(0.326)TCGA-AA-3867-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
CARD18SNVMissense_Mutationnovelc.226N>Ap.Leu76Ilep.L76IP57730protein_codingtolerated(1)benign(0.08)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CARD18SNVMissense_Mutationc.36N>Gp.Ile12Metp.I12MP57730protein_codingtolerated(0.14)possibly_damaging(0.666)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CARD18SNVMissense_Mutationnovelc.261N>Ap.Met87Ilep.M87IP57730protein_codingdeleterious(0.03)benign(0.065)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
CARD18SNVMissense_Mutationnovelc.216N>Gp.Phe72Leup.F72LP57730protein_codingtolerated(1)benign(0.247)TCGA-BK-A6W3-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CARD18SNVMissense_Mutationc.45N>Gp.His15Glnp.H15QP57730protein_codingtolerated(0.54)benign(0.03)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CARD18SNVMissense_Mutationc.232G>Ap.Glu78Lysp.E78KP57730protein_codingtolerated(0.39)benign(0.085)TCGA-D1-A16J-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
CARD18SNVMissense_Mutationc.215T>Gp.Phe72Cysp.F72CP57730protein_codingtolerated(0.45)benign(0.101)TCGA-DF-A2KV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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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