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: CARD16

Gene summary for CARD16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CARD16

Gene ID

114769

Gene namecaspase recruitment domain family member 16
Gene AliasCOP
Cytomap11q22.3
Gene Typeprotein-coding
GO ID

GO:0001666

UniProtAcc

Q5EG05


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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
114769CARD16LZE4THumanEsophagusESCC2.94e-116.03e-010.0811
114769CARD16LZE8THumanEsophagusESCC2.55e-053.67e-010.067
114769CARD16LZE22D1HumanEsophagusHGIN6.83e-043.60e-010.0595
114769CARD16LZE22THumanEsophagusESCC8.19e-074.95e-010.068
114769CARD16LZE24THumanEsophagusESCC5.50e-102.48e-010.0596
114769CARD16LZE6THumanEsophagusESCC2.54e-106.39e-010.0845
114769CARD16P1T-EHumanEsophagusESCC2.07e-022.52e-010.0875
114769CARD16P2T-EHumanEsophagusESCC1.42e-121.65e-010.1177
114769CARD16P4T-EHumanEsophagusESCC2.00e-236.86e-010.1323
114769CARD16P5T-EHumanEsophagusESCC5.95e-101.75e-010.1327
114769CARD16P8T-EHumanEsophagusESCC1.88e-429.22e-010.0889
114769CARD16P9T-EHumanEsophagusESCC2.43e-164.74e-010.1131
114769CARD16P10T-EHumanEsophagusESCC1.86e-082.52e-010.116
114769CARD16P11T-EHumanEsophagusESCC1.98e-044.37e-010.1426
114769CARD16P12T-EHumanEsophagusESCC7.97e-04-1.15e-020.1122
114769CARD16P15T-EHumanEsophagusESCC8.05e-031.45e-010.1149
114769CARD16P16T-EHumanEsophagusESCC1.07e-04-1.98e-020.1153
114769CARD16P17T-EHumanEsophagusESCC1.67e-041.71e-010.1278
114769CARD16P20T-EHumanEsophagusESCC1.90e-061.07e-010.1124
114769CARD16P21T-EHumanEsophagusESCC7.53e-132.98e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:004328126EsophagusHGINregulation of cysteine-type endopeptidase activity involved in apoptotic process59/2587209/187233.39e-081.97e-0659
GO:200011626EsophagusHGINregulation of cysteine-type endopeptidase activity63/2587235/187239.71e-085.02e-0663
GO:005254726EsophagusHGINregulation of peptidase activity102/2587461/187236.29e-072.72e-05102
GO:004312220EsophagusHGINregulation of I-kappaB kinase/NF-kappaB signaling63/2587249/187238.91e-073.61e-0563
GO:005254826EsophagusHGINregulation of endopeptidase activity96/2587432/187231.09e-064.30e-0596
GO:000724918EsophagusHGINI-kappaB kinase/NF-kappaB signaling67/2587281/187233.84e-061.29e-0467
GO:004312317EsophagusHGINpositive regulation of I-kappaB kinase/NF-kappaB signaling49/2587186/187234.22e-061.40e-0449
GO:005160417EsophagusHGINprotein maturation68/2587294/187239.77e-062.86e-0468
GO:007048220EsophagusHGINresponse to oxygen levels76/2587347/187232.36e-056.25e-0476
GO:005109825EsophagusHGINregulation of binding78/2587363/187233.73e-059.30e-0478
GO:007145319EsophagusHGINcellular response to oxygen levels44/2587177/187235.88e-051.38e-0344
GO:003629320EsophagusHGINresponse to decreased oxygen levels70/2587322/187236.23e-051.44e-0370
GO:000166620EsophagusHGINresponse to hypoxia67/2587307/187237.82e-051.75e-0367
GO:003629419EsophagusHGINcellular response to decreased oxygen levels40/2587161/187231.26e-042.57e-0340
GO:007145610EsophagusHGINcellular response to hypoxia37/2587151/187232.98e-045.07e-0337
GO:000931418EsophagusHGINresponse to radiation88/2587456/187236.26e-048.65e-0388
GO:00164857EsophagusHGINprotein processing49/2587225/187237.04e-049.52e-0349
GO:003320910EsophagusHGINtumor necrosis factor-mediated signaling pathway26/258799/187237.45e-049.90e-0326
GO:00714789EsophagusHGINcellular response to radiation42/2587186/187237.66e-041.00e-0242
GO:00094115EsophagusHGINresponse to UV35/2587149/187239.71e-041.22e-0235
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046219EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa0462114EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa0462122EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa0462132EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa046218Oral cavityOSCCNOD-like receptor signaling pathway108/3704186/84655.13e-052.07e-041.05e-04108
hsa0462113Oral cavityOSCCNOD-like receptor signaling pathway108/3704186/84655.13e-052.07e-041.05e-04108
hsa0462121Oral cavityLPNOD-like receptor signaling pathway73/2418186/84659.80e-044.53e-032.92e-0373
hsa0462131Oral cavityLPNOD-like receptor signaling pathway73/2418186/84659.80e-044.53e-032.92e-0373
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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
CARD16SNVMissense_Mutationrs148140246c.257C>Tp.Thr86Metp.T86MQ5EG05protein_codingtolerated(0.05)benign(0.283)TCGA-AR-A1AX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CARD16SNVMissense_Mutationnovelc.24N>Cp.Glu8Aspp.E8DQ5EG05protein_codingtolerated(0.11)benign(0.055)TCGA-E2-A2P6-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
CARD16SNVMissense_Mutationc.293N>Gp.Asp98Glyp.D98GQ5EG05protein_codingtolerated(0.07)benign(0.275)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CARD16SNVMissense_Mutationc.112N>Ap.Glu38Lysp.E38KQ5EG05protein_codingdeleterious(0.05)probably_damaging(1)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
CARD16SNVMissense_Mutationrs577987861c.197N>Tp.Ala66Valp.A66VQ5EG05protein_codingtolerated(0.21)possibly_damaging(0.781)TCGA-AP-A1DR-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CARD16SNVMissense_Mutationnovelc.134N>Tp.Arg45Leup.R45LQ5EG05protein_codingtolerated(0.25)benign(0.055)TCGA-AX-A1CC-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
CARD16SNVMissense_Mutationrs764935029c.428G>Tp.Arg143Ilep.R143IQ5EG05protein_codingdeleterious_low_confidence(0)probably_damaging(0.937)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
CARD16SNVMissense_Mutationrs192024074c.133N>Tp.Arg45Cysp.R45CQ5EG05protein_codingtolerated(0.27)benign(0.01)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
CARD16SNVMissense_Mutationnovelc.283N>Ap.Ala95Thrp.A95TQ5EG05protein_codingtolerated(0.1)benign(0.038)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
CARD16SNVMissense_Mutationrs112423474c.358N>Ap.Ala120Thrp.A120TQ5EG05protein_codingtolerated(0.27)possibly_damaging(0.677)TCGA-EY-A215-01Endometriumuterine 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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