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: RIPK2

Gene summary for RIPK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RIPK2

Gene ID

8767

Gene namereceptor interacting serine/threonine kinase 2
Gene AliasCARD3
Cytomap8q21.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A0S2Z4Z8


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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
8767RIPK2AEH-subject1HumanEndometriumAEH3.62e-134.45e-01-0.3059
8767RIPK2AEH-subject2HumanEndometriumAEH3.78e-042.52e-01-0.2525
8767RIPK2AEH-subject3HumanEndometriumAEH1.08e-053.25e-01-0.2576
8767RIPK2AEH-subject4HumanEndometriumAEH1.34e-155.29e-01-0.2657
8767RIPK2AEH-subject5HumanEndometriumAEH5.58e-328.62e-01-0.2953
8767RIPK2EEC-subject1HumanEndometriumEEC3.71e-155.25e-01-0.2682
8767RIPK2EEC-subject2HumanEndometriumEEC1.64e-032.63e-01-0.2607
8767RIPK2EEC-subject4HumanEndometriumEEC2.15e-073.41e-01-0.2571
8767RIPK2EEC-subject5HumanEndometriumEEC9.07e-063.00e-01-0.249
8767RIPK2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC4.10e-062.65e-01-0.1869
8767RIPK2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.56e-072.43e-01-0.1875
8767RIPK2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.63e-051.82e-01-0.1883
8767RIPK2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.30e-073.24e-01-0.1934
8767RIPK2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.86e-102.06e-01-0.1917
8767RIPK2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.05e-071.70e-01-0.1916
8767RIPK2LZE4THumanEsophagusESCC6.14e-072.22e-010.0811
8767RIPK2LZE8THumanEsophagusESCC6.27e-041.66e-010.067
8767RIPK2LZE24THumanEsophagusESCC7.80e-067.19e-020.0596
8767RIPK2LZE6THumanEsophagusESCC1.29e-039.50e-020.0845
8767RIPK2P2T-EHumanEsophagusESCC1.98e-337.92e-010.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
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:190332016EndometriumAEHregulation of protein modification by small protein conjugation or removal67/2100242/187231.10e-122.26e-1067
GO:004578516EndometriumAEHpositive regulation of cell adhesion96/2100437/187235.50e-117.18e-0996
GO:000989616EndometriumAEHpositive regulation of catabolic process104/2100492/187239.38e-111.10e-08104
GO:003139616EndometriumAEHregulation of protein ubiquitination57/2100210/187231.24e-101.40e-0857
GO:003133116EndometriumAEHpositive regulation of cellular catabolic process91/2100427/187239.15e-108.31e-0891
GO:004586216EndometriumAEHpositive regulation of proteolysis81/2100372/187232.72e-092.06e-0781
GO:005109816EndometriumAEHregulation of binding77/2100363/187232.21e-081.31e-0677
GO:003052210EndometriumAEHintracellular receptor signaling pathway60/2100265/187237.16e-083.77e-0660
GO:005109916EndometriumAEHpositive regulation of binding41/2100173/187232.39e-066.92e-0541
GO:005254716EndometriumAEHregulation of peptidase activity85/2100461/187232.47e-067.11e-0585
GO:001095216EndometriumAEHpositive regulation of peptidase activity44/2100197/187235.53e-061.38e-0444
GO:00431229EndometriumAEHregulation of I-kappaB kinase/NF-kappaB signaling52/2100249/187236.58e-061.59e-0452
GO:00514039EndometriumAEHstress-activated MAPK cascade50/2100239/187239.33e-062.18e-0450
GO:00310989EndometriumAEHstress-activated protein kinase signaling cascade51/2100247/187231.12e-052.52e-0451
GO:00328728EndometriumAEHregulation of stress-activated MAPK cascade42/2100192/187231.53e-053.23e-0442
GO:00431238EndometriumAEHpositive regulation of I-kappaB kinase/NF-kappaB signaling41/2100186/187231.59e-053.32e-0441
GO:00434105EndometriumAEHpositive regulation of MAPK cascade84/2100480/187232.19e-054.25e-0484
GO:00703028EndometriumAEHregulation of stress-activated protein kinase signaling cascade42/2100195/187232.27e-054.35e-0442
GO:004339310EndometriumAEHregulation of protein binding42/2100196/187232.58e-054.86e-0442
GO:00072498EndometriumAEHI-kappaB kinase/NF-kappaB signaling55/2100281/187232.60e-054.88e-0455
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513126EndometriumAEHShigellosis78/1197247/84659.23e-132.00e-111.46e-1178
hsa0513226EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa0472216EndometriumAEHNeurotrophin signaling pathway31/1197119/84654.07e-043.07e-032.25e-0331
hsa05131111EndometriumAEHShigellosis78/1197247/84659.23e-132.00e-111.46e-1178
hsa05132112EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa0472217EndometriumAEHNeurotrophin signaling pathway31/1197119/84654.07e-043.07e-032.25e-0331
hsa0513127EndometriumEECShigellosis79/1237247/84651.80e-123.95e-112.95e-1179
hsa0513227EndometriumEECSalmonella infection71/1237249/84657.11e-091.30e-079.69e-0871
hsa0472222EndometriumEECNeurotrophin signaling pathway30/1237119/84651.54e-039.55e-037.12e-0330
hsa0513136EndometriumEECShigellosis79/1237247/84651.80e-123.95e-112.95e-1179
hsa0513236EndometriumEECSalmonella infection71/1237249/84657.11e-091.30e-079.69e-0871
hsa0472232EndometriumEECNeurotrophin signaling pathway30/1237119/84651.54e-039.55e-037.12e-0330
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa0472225EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
hsa0462122EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa051527EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05131310EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa04722111EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
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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
RIPK2SNVMissense_Mutationc.510N>Tp.Trp170Cysp.W170CO43353protein_codingtolerated(0.13)probably_damaging(1)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RIPK2SNVMissense_Mutationc.206T>Ap.Ile69Asnp.I69NO43353protein_codingdeleterious(0.02)probably_damaging(0.983)TCGA-C8-A133-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RIPK2SNVMissense_Mutationc.1336N>Cp.Asp446Hisp.D446HO43353protein_codingdeleterious(0)possibly_damaging(0.721)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RIPK2insertionFrame_Shift_Insnovelc.1618_1619insAACATAGTTTTTCTTCAGTTGTTCATTTCTTCp.Met540LysfsTer14p.M540Kfs*14O43353protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RIPK2SNVMissense_Mutationc.1218N>Ap.Phe406Leup.F406LO43353protein_codingtolerated(0.78)benign(0)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RIPK2SNVMissense_Mutationc.218C>Ap.Ala73Aspp.A73DO43353protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RIPK2SNVMissense_Mutationnovelc.570N>Gp.Ile190Metp.I190MO43353protein_codingdeleterious(0)probably_damaging(0.978)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RIPK2SNVMissense_Mutationc.821C>Tp.Ala274Valp.A274VO43353protein_codingtolerated(0.09)probably_damaging(0.91)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RIPK2SNVMissense_Mutationrs775421386c.1600N>Gp.Leu534Valp.L534VO43353protein_codingtolerated_low_confidence(0.05)benign(0)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RIPK2SNVMissense_Mutationc.422C>Ap.Pro141Hisp.P141HO43353protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
8767RIPK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor315661219
8767RIPK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEPD-169316PD-16931618408713
8767RIPK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor384403681
8767RIPK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor178102513PONATINIB
8767RIPK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor385612179
8767RIPK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor381118799
8767RIPK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMESB-202190SB-20219022951114
8767RIPK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor178102664
8767RIPK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor348353647
8767RIPK2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor385612168
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