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: RASSF4

Gene summary for RASSF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RASSF4

Gene ID

83937

Gene nameRas association domain family member 4
Gene AliasAD037
Cytomap10q11.21
Gene Typeprotein-coding
GO ID

GO:0007049

UniProtAcc

Q9H2L5


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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
83937RASSF4P2T-EHumanEsophagusESCC3.85e-021.07e-010.1177
83937RASSF4P10T-EHumanEsophagusESCC4.55e-054.48e-020.116
83937RASSF4P11T-EHumanEsophagusESCC3.52e-036.15e-010.1426
83937RASSF4P12T-EHumanEsophagusESCC4.33e-041.44e-010.1122
83937RASSF4P19T-EHumanEsophagusESCC1.57e-041.01e+000.1662
83937RASSF4P24T-EHumanEsophagusESCC3.25e-054.80e-010.1287
83937RASSF4P37T-EHumanEsophagusESCC3.51e-026.53e-020.1371
83937RASSF4P57T-EHumanEsophagusESCC6.98e-091.45e-010.0926
83937RASSF4P75T-EHumanEsophagusESCC1.72e-028.19e-020.1125
83937RASSF4P76T-EHumanEsophagusESCC2.33e-065.07e-020.1207
83937RASSF4P130T-EHumanEsophagusESCC3.62e-153.95e-010.1676
83937RASSF4S43HumanLiverCirrhotic2.70e-03-8.29e-02-0.0187
83937RASSF4HCC1_MengHumanLiverHCC5.51e-21-1.57e-010.0246
83937RASSF4HCC2_MengHumanLiverHCC3.95e-04-2.25e-010.0107
83937RASSF4cirrhotic2HumanLiverCirrhotic1.98e-111.96e-010.0201
83937RASSF4cirrhotic3HumanLiverCirrhotic6.03e-034.72e-020.0215
83937RASSF4HCC2HumanLiverHCC3.99e-094.07e+000.5341
83937RASSF4Pt13.bHumanLiverHCC2.14e-192.83e-010.0251
83937RASSF4Pt14.aHumanLiverHCC4.80e-033.05e-010.0169
83937RASSF4S014HumanLiverHCC1.03e-024.37e-010.2254
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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
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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
RASSF4SNVMissense_Mutationnovelc.245C>Tp.Ser82Phep.S82FQ9H2L5protein_codingtolerated(0.18)benign(0.087)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
RASSF4SNVMissense_Mutationc.814N>Gp.Gln272Glup.Q272EQ9H2L5protein_codingdeleterious(0)possibly_damaging(0.64)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RASSF4SNVMissense_Mutationc.898A>Tp.Thr300Serp.T300SQ9H2L5protein_codingtolerated(0.15)probably_damaging(0.994)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
RASSF4insertionFrame_Shift_Insnovelc.130_131insTTCACATGGCGAAAGCAGGAGCAAGAGAGAGGGAGTGGp.His44LeufsTer21p.H44Lfs*21Q9H2L5protein_codingTCGA-A8-A09C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RASSF4insertionFrame_Shift_Insnovelc.78_79insAGAGGp.Leu27ArgfsTer4p.L27Rfs*4Q9H2L5protein_codingTCGA-B6-A0IE-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
RASSF4insertionFrame_Shift_Insnovelc.80_81insCCAGATGGCAGGCACTTTATACGAAATAGGTGTGTACAp.Leu28GlnfsTer14p.L28Qfs*14Q9H2L5protein_codingTCGA-B6-A0IE-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
RASSF4SNVMissense_Mutationrs548850403c.487C>Tp.Arg163Trpp.R163WQ9H2L5protein_codingdeleterious(0)probably_damaging(0.988)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RASSF4SNVMissense_Mutationc.652G>Cp.Glu218Glnp.E218QQ9H2L5protein_codingdeleterious(0)probably_damaging(1)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RASSF4SNVMissense_Mutationrs137923619c.481N>Tp.Arg161Cysp.R161CQ9H2L5protein_codingdeleterious(0)possibly_damaging(0.77)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RASSF4SNVMissense_Mutationrs756742625c.65N>Tp.Ser22Leup.S22LQ9H2L5protein_codingdeleterious(0.01)benign(0.319)TCGA-AA-3710-01Colorectumcolon 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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