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: CARD19

Gene summary for CARD19

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CARD19

Gene ID

84270

Gene namecaspase recruitment domain family member 19
Gene AliasBinCARD
Cytomap9q22.31
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

A0A024R248


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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
84270CARD19LZE4THumanEsophagusESCC8.03e-061.47e-010.0811
84270CARD19LZE7THumanEsophagusESCC1.25e-041.55e-010.0667
84270CARD19LZE8THumanEsophagusESCC8.58e-061.06e-010.067
84270CARD19LZE24THumanEsophagusESCC2.28e-093.97e-010.0596
84270CARD19LZE6THumanEsophagusESCC2.45e-023.49e-010.0845
84270CARD19P2T-EHumanEsophagusESCC4.54e-235.36e-010.1177
84270CARD19P4T-EHumanEsophagusESCC6.70e-122.91e-010.1323
84270CARD19P5T-EHumanEsophagusESCC3.35e-184.06e-010.1327
84270CARD19P8T-EHumanEsophagusESCC4.51e-184.15e-010.0889
84270CARD19P9T-EHumanEsophagusESCC2.92e-246.95e-010.1131
84270CARD19P10T-EHumanEsophagusESCC2.37e-202.66e-010.116
84270CARD19P11T-EHumanEsophagusESCC4.48e-168.62e-010.1426
84270CARD19P12T-EHumanEsophagusESCC1.63e-162.82e-010.1122
84270CARD19P15T-EHumanEsophagusESCC5.81e-223.01e-010.1149
84270CARD19P16T-EHumanEsophagusESCC5.56e-192.09e-010.1153
84270CARD19P17T-EHumanEsophagusESCC1.87e-086.01e-010.1278
84270CARD19P19T-EHumanEsophagusESCC4.68e-108.01e-010.1662
84270CARD19P20T-EHumanEsophagusESCC2.35e-123.38e-010.1124
84270CARD19P21T-EHumanEsophagusESCC1.45e-541.17e+000.1617
84270CARD19P22T-EHumanEsophagusESCC2.84e-203.21e-010.1236
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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
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
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
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:00072494LiverCirrhoticI-kappaB kinase/NF-kappaB signaling108/4634281/187232.21e-075.64e-06108
GO:00431225LiverCirrhoticregulation of I-kappaB kinase/NF-kappaB signaling95/4634249/187231.68e-063.22e-0595
GO:0043124LiverCirrhoticnegative regulation of I-kappaB kinase/NF-kappaB signaling21/463451/187237.18e-033.44e-0221
GO:000724912LiverHCCI-kappaB kinase/NF-kappaB signaling156/7958281/187236.66e-068.00e-05156
GO:004312212LiverHCCregulation of I-kappaB kinase/NF-kappaB signaling138/7958249/187232.47e-052.58e-04138
GO:004312218Oral cavityOSCCregulation of I-kappaB kinase/NF-kappaB signaling155/7305249/187237.79e-144.14e-12155
GO:000724910Oral cavityOSCCI-kappaB kinase/NF-kappaB signaling169/7305281/187234.69e-132.25e-11169
GO:004312219Oral cavityLPregulation of I-kappaB kinase/NF-kappaB signaling103/4623249/187234.48e-091.90e-07103
GO:000724917Oral cavityLPI-kappaB kinase/NF-kappaB signaling110/4623281/187234.94e-081.70e-06110
GO:004312226ThyroidPTCregulation of I-kappaB kinase/NF-kappaB signaling118/5968249/187232.04e-073.63e-06118
GO:000724926ThyroidPTCI-kappaB kinase/NF-kappaB signaling130/5968281/187232.78e-074.80e-06130
GO:0043122112ThyroidATCregulation of I-kappaB kinase/NF-kappaB signaling123/6293249/187231.65e-072.64e-06123
GO:0007249111ThyroidATCI-kappaB kinase/NF-kappaB signaling135/6293281/187233.31e-074.91e-06135
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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
CARD19SNVMissense_Mutationc.34N>Gp.Gln12Glup.Q12EQ96LW7protein_codingtolerated(0.19)possibly_damaging(0.775)TCGA-E2-A1L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CARD19SNVMissense_Mutationrs752738422c.143N>Tp.Ala48Valp.A48VQ96LW7protein_codingdeleterious(0)possibly_damaging(0.898)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CARD19SNVMissense_Mutationnovelc.130N>Gp.Thr44Alap.T44AQ96LW7protein_codingtolerated(0.08)benign(0.011)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
CARD19SNVMissense_Mutationnovelc.158N>Gp.Asn53Serp.N53SQ96LW7protein_codingdeleterious(0.03)benign(0.028)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CARD19SNVMissense_Mutationrs201271055c.175N>Tp.Arg59Cysp.R59CQ96LW7protein_codingtolerated(0.22)benign(0.011)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
CARD19SNVMissense_Mutationrs770324360c.211N>Tp.Arg71Trpp.R71WQ96LW7protein_codingdeleterious(0.01)possibly_damaging(0.736)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CARD19SNVMissense_Mutationnovelc.313N>Tp.Asp105Tyrp.D105YQ96LW7protein_codingdeleterious(0.01)benign(0.424)TCGA-AX-A3FT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CARD19SNVMissense_Mutationnovelc.418N>Ap.Leu140Metp.L140MQ96LW7protein_codingtolerated(0.5)benign(0.033)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
CARD19SNVMissense_Mutationrs185217097c.293N>Ap.Arg98Hisp.R98HQ96LW7protein_codingdeleterious(0)probably_damaging(0.988)TCGA-D1-A0ZR-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CARD19deletionFrame_Shift_Delnovelc.146delNp.Lys50SerfsTer17p.K50Sfs*17Q96LW7protein_codingTCGA-AJ-A2QO-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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