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: RASSF6

Gene summary for RASSF6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RASSF6

Gene ID

166824

Gene nameRas association domain family member 6
Gene AliasRASSF6
Cytomap4q13.3
Gene Typeprotein-coding
GO ID

GO:0006915

UniProtAcc

Q6ZTQ3


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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
166824RASSF6LZE7THumanEsophagusESCC2.28e-067.04e-010.0667
166824RASSF6LZE8THumanEsophagusESCC5.69e-113.98e-010.067
166824RASSF6LZE21D1HumanEsophagusHGIN3.04e-035.53e-010.0632
166824RASSF6LZE24THumanEsophagusESCC3.12e-026.08e-020.0596
166824RASSF6LZE21THumanEsophagusESCC4.52e-041.85e-010.0655
166824RASSF6P1T-EHumanEsophagusESCC1.34e-074.02e-010.0875
166824RASSF6P2T-EHumanEsophagusESCC8.96e-561.34e+000.1177
166824RASSF6P4T-EHumanEsophagusESCC1.09e-051.18e-010.1323
166824RASSF6P8T-EHumanEsophagusESCC1.47e-186.70e-010.0889
166824RASSF6P10T-EHumanEsophagusESCC2.18e-025.71e-020.116
166824RASSF6P11T-EHumanEsophagusESCC1.94e-169.54e-010.1426
166824RASSF6P12T-EHumanEsophagusESCC2.37e-059.54e-020.1122
166824RASSF6P15T-EHumanEsophagusESCC5.43e-092.12e-010.1149
166824RASSF6P16T-EHumanEsophagusESCC1.77e-122.91e-010.1153
166824RASSF6P21T-EHumanEsophagusESCC2.53e-205.07e-010.1617
166824RASSF6P23T-EHumanEsophagusESCC5.65e-083.11e-010.108
166824RASSF6P26T-EHumanEsophagusESCC2.42e-348.31e-010.1276
166824RASSF6P27T-EHumanEsophagusESCC9.28e-108.66e-020.1055
166824RASSF6P28T-EHumanEsophagusESCC1.06e-047.85e-020.1149
166824RASSF6P30T-EHumanEsophagusESCC1.16e-043.46e-010.137
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0439010ProstateBPHHippo signaling pathway52/1718157/84659.93e-056.00e-043.71e-0452
hsa0439015ProstateBPHHippo signaling pathway52/1718157/84659.93e-056.00e-043.71e-0452
hsa0439024ProstateTumorHippo signaling pathway54/1791157/84657.52e-055.30e-043.28e-0454
hsa0439034ProstateTumorHippo signaling pathway54/1791157/84657.52e-055.30e-043.28e-0454
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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
RASSF6SNVMissense_Mutationrs145420998c.893G>Ap.Arg298Hisp.R298HQ6ZTQ3protein_codingdeleterious(0)probably_damaging(0.987)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RASSF6SNVMissense_Mutationnovelc.310C>Gp.Leu104Valp.L104VQ6ZTQ3protein_codingdeleterious(0)probably_damaging(0.963)TCGA-VS-A9UP-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RASSF6SNVMissense_Mutationnovelc.286T>Cp.Trp96Argp.W96RQ6ZTQ3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
RASSF6SNVMissense_Mutationrs149223773c.889G>Ap.Ala297Thrp.A297TQ6ZTQ3protein_codingdeleterious(0.05)possibly_damaging(0.628)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
RASSF6SNVMissense_Mutationc.1037N>Cp.Phe346Serp.F346SQ6ZTQ3protein_codingdeleterious(0.01)possibly_damaging(0.492)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RASSF6insertionFrame_Shift_Insnovelc.72_73insTTGATCTTGTTp.Asp25LeufsTer13p.D25Lfs*13Q6ZTQ3protein_codingTCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RASSF6deletionFrame_Shift_Delc.759delNp.Lys253AsnfsTer25p.K253Nfs*25Q6ZTQ3protein_codingTCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RASSF6SNVMissense_Mutationrs143969358c.409N>Ap.Asp137Asnp.D137NQ6ZTQ3protein_codingtolerated(0.15)possibly_damaging(0.737)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RASSF6SNVMissense_Mutationnovelc.299N>Ap.Arg100Glnp.R100QQ6ZTQ3protein_codingtolerated(0.08)benign(0.11)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RASSF6SNVMissense_Mutationnovelc.913N>Tp.Asp305Tyrp.D305YQ6ZTQ3protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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