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: RASSF9

Gene summary for RASSF9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RASSF9

Gene ID

9182

Gene nameRas association domain family member 9
Gene AliasP-CIP1
Cytomap12q21.31
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

O75901


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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
9182RASSF9P28T-EHumanEsophagusESCC4.69e-246.12e-010.1149
9182RASSF9P30T-EHumanEsophagusESCC4.37e-207.77e-010.137
9182RASSF9P32T-EHumanEsophagusESCC3.43e-027.95e-020.1666
9182RASSF9P37T-EHumanEsophagusESCC4.26e-122.65e-010.1371
9182RASSF9P39T-EHumanEsophagusESCC4.10e-224.33e-010.0894
9182RASSF9P40T-EHumanEsophagusESCC2.39e-174.34e-010.109
9182RASSF9P42T-EHumanEsophagusESCC1.48e-102.73e-010.1175
9182RASSF9P47T-EHumanEsophagusESCC1.21e-025.74e-020.1067
9182RASSF9P48T-EHumanEsophagusESCC2.63e-102.72e-010.0959
9182RASSF9P52T-EHumanEsophagusESCC8.01e-197.84e-010.1555
9182RASSF9P54T-EHumanEsophagusESCC1.08e-399.88e-010.0975
9182RASSF9P57T-EHumanEsophagusESCC8.07e-041.10e-010.0926
9182RASSF9P61T-EHumanEsophagusESCC3.31e-184.15e-010.099
9182RASSF9P62T-EHumanEsophagusESCC4.45e-398.13e-010.1302
9182RASSF9P74T-EHumanEsophagusESCC1.05e-277.04e-010.1479
9182RASSF9P75T-EHumanEsophagusESCC2.03e-265.74e-010.1125
9182RASSF9P76T-EHumanEsophagusESCC4.22e-022.76e-020.1207
9182RASSF9P79T-EHumanEsophagusESCC3.21e-021.02e-010.1154
9182RASSF9P82T-EHumanEsophagusESCC6.28e-042.39e-010.1072
9182RASSF9P83T-EHumanEsophagusESCC8.81e-144.19e-010.1738
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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
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:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:000660520Oral cavityOSCCprotein targeting204/7305314/187236.78e-211.13e-18204
GO:00161979Oral cavityOSCCendosomal transport141/7305230/187235.40e-122.06e-10141
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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
RASSF9insertionFrame_Shift_Insnovelc.154_155insATCGAGATAATATGGAGACATTAGTp.Val52AspfsTer15p.V52Dfs*15O75901protein_codingTCGA-A8-A082-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
RASSF9insertionNonsense_Mutationnovelc.213_214insATGCTTCTTTAGAGTGTATTCATGCTTTAp.Gly72MetfsTer4p.G72Mfs*4O75901protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
RASSF9SNVMissense_Mutationnovelc.112N>Gp.Lys38Glup.K38EO75901protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RASSF9SNVMissense_Mutationc.575N>Ap.Ser192Tyrp.S192YO75901protein_codingdeleterious(0)probably_damaging(0.982)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RASSF9SNVMissense_Mutationrs746945008c.1261N>Gp.Gln421Glup.Q421EO75901protein_codingdeleterious(0)probably_damaging(0.996)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RASSF9SNVMissense_Mutationnovelc.227A>Gp.Asp76Glyp.D76GO75901protein_codingtolerated(0.18)possibly_damaging(0.517)TCGA-VS-A8QH-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapygemcitabinePD
RASSF9SNVMissense_Mutationc.137G>Ap.Arg46Hisp.R46HO75901protein_codingtolerated(0.51)benign(0.007)TCGA-A6-2679-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RASSF9SNVMissense_Mutationc.1052N>Gp.Gln351Argp.Q351RO75901protein_codingtolerated(0.34)benign(0.086)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RASSF9SNVMissense_Mutationc.887N>Ap.Ile296Asnp.I296NO75901protein_codingtolerated(0.07)benign(0.021)TCGA-DM-A280-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RASSF9SNVMissense_Mutationc.549N>Ap.Met183Ilep.M183IO75901protein_codingtolerated(0.21)benign(0.018)TCGA-G4-6588-01Colorectumcolon 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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