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: RASSF1

Gene summary for RASSF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RASSF1

Gene ID

11186

Gene nameRas association domain family member 1
Gene Alias123F2
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q9NS23


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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
11186RASSF1LZE4THumanEsophagusESCC5.77e-062.08e-010.0811
11186RASSF1LZE20THumanEsophagusESCC3.75e-024.47e-020.0662
11186RASSF1LZE22THumanEsophagusESCC3.42e-062.45e-010.068
11186RASSF1LZE24THumanEsophagusESCC7.33e-112.29e-010.0596
11186RASSF1LZE21THumanEsophagusESCC2.12e-051.91e-010.0655
11186RASSF1LZE6THumanEsophagusESCC7.82e-041.09e-010.0845
11186RASSF1P1T-EHumanEsophagusESCC4.10e-123.68e-010.0875
11186RASSF1P2T-EHumanEsophagusESCC1.12e-162.83e-010.1177
11186RASSF1P4T-EHumanEsophagusESCC2.59e-164.18e-010.1323
11186RASSF1P5T-EHumanEsophagusESCC1.42e-061.62e-010.1327
11186RASSF1P8T-EHumanEsophagusESCC6.41e-078.55e-020.0889
11186RASSF1P9T-EHumanEsophagusESCC1.14e-133.10e-010.1131
11186RASSF1P10T-EHumanEsophagusESCC1.77e-224.19e-010.116
11186RASSF1P11T-EHumanEsophagusESCC3.55e-084.39e-010.1426
11186RASSF1P12T-EHumanEsophagusESCC5.95e-244.38e-010.1122
11186RASSF1P16T-EHumanEsophagusESCC4.14e-212.88e-010.1153
11186RASSF1P19T-EHumanEsophagusESCC1.03e-118.97e-010.1662
11186RASSF1P20T-EHumanEsophagusESCC6.88e-142.78e-010.1124
11186RASSF1P21T-EHumanEsophagusESCC1.82e-223.74e-010.1617
11186RASSF1P22T-EHumanEsophagusESCC1.16e-081.14e-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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:00705078EsophagusESCCregulation of microtubule cytoskeleton organization99/8552148/187231.43e-072.29e-0699
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:00328864EsophagusESCCregulation of microtubule-based process134/8552240/187239.44e-044.80e-03134
GO:000726521LiverHCCRas protein signal transduction187/7958337/187238.89e-071.35e-05187
GO:007050711LiverHCCregulation of microtubule cytoskeleton organization88/7958148/187232.28e-052.41e-0488
GO:0032886LiverHCCregulation of microtubule-based process123/7958240/187233.69e-031.64e-02123
GO:00107209Oral cavityOSCCpositive regulation of cell development159/7305298/187233.06e-074.66e-06159
GO:00507696Oral cavityOSCCpositive regulation of neurogenesis120/7305225/187238.45e-069.02e-05120
GO:00507679Oral cavityOSCCregulation of neurogenesis179/7305364/187234.49e-053.84e-04179
GO:00519624Oral cavityOSCCpositive regulation of nervous system development135/7305272/187232.20e-041.44e-03135
GO:00519605Oral cavityOSCCregulation of nervous system development205/7305443/187239.80e-045.11e-03205
GO:001072014Oral cavityLPpositive regulation of cell development93/4623298/187236.07e-033.60e-0293
GO:000726523SkincSCCRas protein signal transduction132/4864337/187236.17e-081.57e-06132
GO:007050716SkincSCCregulation of microtubule cytoskeleton organization61/4864148/187233.61e-053.90e-0461
GO:003288612SkincSCCregulation of microtubule-based process82/4864240/187232.82e-031.58e-0282
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0521910EsophagusESCCBladder cancer35/420541/84651.91e-061.15e-055.87e-0635
hsa052237EsophagusESCCNon-small cell lung cancer48/420572/84652.57e-037.05e-033.61e-0348
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0521917EsophagusESCCBladder cancer35/420541/84651.91e-061.15e-055.87e-0635
hsa0522316EsophagusESCCNon-small cell lung cancer48/420572/84652.57e-037.05e-033.61e-0348
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa052192LiverHCCBladder cancer30/402041/84657.37e-042.94e-031.63e-0330
hsa052232LiverHCCNon-small cell lung cancer46/402072/84653.61e-031.12e-026.22e-0346
hsa052193LiverHCCBladder cancer30/402041/84657.37e-042.94e-031.63e-0330
hsa0522311LiverHCCNon-small cell lung cancer46/402072/84653.61e-031.12e-026.22e-0346
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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
RASSF1SNVMissense_Mutationc.513G>Cp.Gln171Hisp.Q171HQ9NS23protein_codingtolerated(1)benign(0.247)TCGA-E2-A15G-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RASSF1SNVMissense_Mutationrs781352974c.274A>Cp.Thr92Prop.T92PQ9NS23protein_codingdeleterious(0.01)possibly_damaging(0.685)TCGA-E2-A1IE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
RASSF1SNVMissense_Mutationc.708N>Cp.Lys236Asnp.K236NQ9NS23protein_codingdeleterious(0)probably_damaging(0.997)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
RASSF1SNVMissense_Mutationrs781352974c.274N>Cp.Thr92Prop.T92PQ9NS23protein_codingdeleterious(0.01)possibly_damaging(0.685)TCGA-C5-A7UC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RASSF1SNVMissense_Mutationrs376674291c.667C>Tp.Arg223Cysp.R223CQ9NS23protein_codingdeleterious(0.02)probably_damaging(0.964)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RASSF1SNVMissense_Mutationrs781352974c.274A>Cp.Thr92Prop.T92PQ9NS23protein_codingdeleterious(0.01)possibly_damaging(0.685)TCGA-AA-3488-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownPD
RASSF1SNVMissense_Mutationnovelc.655N>Gp.His219Aspp.H219DQ9NS23protein_codingdeleterious(0)probably_damaging(1)TCGA-AY-4070-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fuPD
RASSF1SNVMissense_Mutationrs750917798c.613C>Tp.Arg205Cysp.R205CQ9NS23protein_codingdeleterious(0.03)benign(0.03)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RASSF1SNVMissense_Mutationc.278N>Ap.Cys93Tyrp.C93YQ9NS23protein_codingdeleterious(0)possibly_damaging(0.762)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RASSF1deletionFrame_Shift_Delnovelc.892_895delNNNNp.Asp298ProfsTer77p.D298Pfs*77Q9NS23protein_codingTCGA-A6-3807-01Colorectumcolon adenocarcinomaFemale<65III/IVAncillaryleucovorinSD
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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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