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: RIPK4

Gene summary for RIPK4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RIPK4

Gene ID

54101

Gene namereceptor interacting serine/threonine kinase 4
Gene AliasANKK2
Cytomap21q22.3
Gene Typeprotein-coding
GO ID

GO:0002009

UniProtAcc

Q96T11


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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
54101RIPK4CCI_3HumanCervixCC9.12e-148.99e-010.516
54101RIPK4sample3HumanCervixCC1.43e-021.78e-010.1387
54101RIPK4H2HumanCervixHSIL_HPV1.23e-022.69e-010.0632
54101RIPK4T2HumanCervixCC1.21e-075.33e-010.0709
54101RIPK4T3HumanCervixCC1.42e-031.86e-010.1389
54101RIPK4LZE5THumanEsophagusESCC3.93e-026.21e-020.0514
54101RIPK4LZE8THumanEsophagusESCC1.01e-113.47e-010.067
54101RIPK4LZE20THumanEsophagusESCC7.45e-031.11e-010.0662
54101RIPK4LZE24THumanEsophagusESCC4.48e-031.51e-010.0596
54101RIPK4LZE21THumanEsophagusESCC3.02e-032.48e-010.0655
54101RIPK4P1T-EHumanEsophagusESCC7.44e-128.29e-010.0875
54101RIPK4P2T-EHumanEsophagusESCC6.49e-132.55e-010.1177
54101RIPK4P4T-EHumanEsophagusESCC4.56e-173.63e-010.1323
54101RIPK4P5T-EHumanEsophagusESCC2.31e-141.60e-010.1327
54101RIPK4P8T-EHumanEsophagusESCC1.43e-213.75e-010.0889
54101RIPK4P9T-EHumanEsophagusESCC3.53e-047.38e-020.1131
54101RIPK4P10T-EHumanEsophagusESCC1.01e-242.29e-010.116
54101RIPK4P11T-EHumanEsophagusESCC3.32e-201.57e+000.1426
54101RIPK4P12T-EHumanEsophagusESCC1.41e-296.20e-010.1122
54101RIPK4P15T-EHumanEsophagusESCC2.06e-131.08e-010.1149
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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
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:00510904CervixCCregulation of DNA-binding transcription factor activity87/2311440/187234.85e-061.22e-0487
GO:00510915CervixCCpositive regulation of DNA-binding transcription factor activity51/2311260/187235.05e-044.92e-0351
GO:00510923CervixCCpositive regulation of NF-kappaB transcription factor activity32/2311152/187231.62e-031.25e-0232
GO:005109211CervixHSIL_HPVpositive regulation of NF-kappaB transcription factor activity20/737152/187232.25e-069.41e-0520
GO:005109012CervixHSIL_HPVregulation of DNA-binding transcription factor activity35/737440/187236.77e-051.58e-0335
GO:005109112CervixHSIL_HPVpositive regulation of DNA-binding transcription factor activity24/737260/187231.01e-042.16e-0324
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:00510918EsophagusESCCpositive regulation of DNA-binding transcription factor activity155/8552260/187233.83e-064.14e-05155
GO:00510926EsophagusESCCpositive regulation of NF-kappaB transcription factor activity91/8552152/187232.91e-041.75e-0391
GO:00510907Oral cavityOSCCregulation of DNA-binding transcription factor activity221/7305440/187239.06e-071.23e-05221
GO:00510917Oral cavityOSCCpositive regulation of DNA-binding transcription factor activity134/7305260/187232.52e-052.35e-04134
GO:00510925Oral cavityOSCCpositive regulation of NF-kappaB transcription factor activity82/7305152/187231.28e-049.13e-0482
GO:005109213Oral cavityLPpositive regulation of NF-kappaB transcription factor activity61/4623152/187231.82e-053.11e-0461
GO:005109015Oral cavityLPregulation of DNA-binding transcription factor activity147/4623440/187232.00e-053.35e-04147
GO:005109114Oral cavityLPpositive regulation of DNA-binding transcription factor activity86/4623260/187231.35e-031.08e-0286
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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
RIPK4SNVMissense_Mutationrs144880660c.2237N>Ap.Arg746Glnp.R746QP57078protein_codingtolerated(0.38)benign(0.057)TCGA-B6-A409-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
RIPK4SNVMissense_Mutationc.65N>Ap.Phe22Tyrp.F22YP57078protein_codingdeleterious(0.01)probably_damaging(0.979)TCGA-E2-A15P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
RIPK4insertionNonsense_Mutationnovelc.1421_1422insTTGCCTGTCTTGAAATAGTGATAATTTAACAp.Leu475CysfsTer4p.L475Cfs*4P57078protein_codingTCGA-BH-A0BA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
RIPK4SNVMissense_Mutationc.665N>Tp.Pro222Leup.P222LP57078protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RIPK4SNVMissense_Mutationc.613N>Ap.Asp205Asnp.D205NP57078protein_codingdeleterious(0)probably_damaging(0.996)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RIPK4insertionFrame_Shift_Insnovelc.1186_1187insTGAGCGGGAACCTTp.Ser396LeufsTer32p.S396Lfs*32P57078protein_codingTCGA-EK-A2RO-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RIPK4SNVMissense_Mutationrs369156558c.2212N>Ap.Ala738Thrp.A738TP57078protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RIPK4SNVMissense_Mutationc.1562N>Ap.Arg521Glnp.R521QP57078protein_codingdeleterious(0.02)benign(0.396)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RIPK4SNVMissense_Mutationnovelc.1406N>Ap.Arg469Hisp.R469HP57078protein_codingtolerated(0.09)possibly_damaging(0.46)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RIPK4SNVMissense_Mutationrs144179743c.812G>Ap.Arg271Glnp.R271QP57078protein_codingtolerated(0.17)benign(0)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<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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