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: RASSF7

Gene summary for RASSF7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RASSF7

Gene ID

8045

Gene nameRas association domain family member 7
Gene AliasC11orf13
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q02833


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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
8045RASSF7LZE4THumanEsophagusESCC3.22e-036.76e-020.0811
8045RASSF7LZE5THumanEsophagusESCC7.78e-052.78e-010.0514
8045RASSF7LZE8THumanEsophagusESCC1.31e-102.22e-010.067
8045RASSF7LZE20THumanEsophagusESCC1.36e-092.86e-010.0662
8045RASSF7LZE22D1HumanEsophagusHGIN1.32e-041.53e-010.0595
8045RASSF7LZE22THumanEsophagusESCC6.04e-072.78e-010.068
8045RASSF7LZE24D1HumanEsophagusHGIN1.12e-026.81e-010.054
8045RASSF7LZE24THumanEsophagusESCC7.13e-247.35e-010.0596
8045RASSF7LZE21THumanEsophagusESCC3.35e-021.69e-010.0655
8045RASSF7LZE6THumanEsophagusESCC1.23e-031.35e-010.0845
8045RASSF7P1T-EHumanEsophagusESCC1.31e-136.79e-010.0875
8045RASSF7P2T-EHumanEsophagusESCC1.26e-122.09e-010.1177
8045RASSF7P4T-EHumanEsophagusESCC2.97e-031.12e-010.1323
8045RASSF7P5T-EHumanEsophagusESCC1.46e-131.47e-010.1327
8045RASSF7P8T-EHumanEsophagusESCC2.66e-356.13e-010.0889
8045RASSF7P9T-EHumanEsophagusESCC2.65e-183.40e-010.1131
8045RASSF7P10T-EHumanEsophagusESCC1.02e-162.97e-010.116
8045RASSF7P11T-EHumanEsophagusESCC1.31e-114.77e-010.1426
8045RASSF7P12T-EHumanEsophagusESCC1.72e-153.32e-010.1122
8045RASSF7P15T-EHumanEsophagusESCC1.90e-143.87e-010.1149
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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
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:00328864EsophagusESCCregulation of microtubule-based process134/8552240/187239.44e-044.80e-03134
GO:00705072LiverCirrhoticregulation of microtubule cytoskeleton organization50/4634148/187238.33e-033.87e-0250
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:00705077Oral cavityOSCCregulation of microtubule cytoskeleton organization84/7305148/187238.80e-069.33e-0584
GO:00328863Oral cavityOSCCregulation of microtubule-based process115/7305240/187232.95e-031.28e-02115
GO:007050715Oral cavityLPregulation of microtubule cytoskeleton organization53/4623148/187231.60e-031.23e-0253
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
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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
RASSF7SNVMissense_Mutationc.16G>Cp.Ala6Prop.A6PQ02833protein_codingdeleterious_low_confidence(0.03)benign(0.404)TCGA-A7-A13D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RASSF7SNVMissense_Mutationnovelc.941N>Gp.Pro314Argp.P314RQ02833protein_codingdeleterious(0.05)benign(0.003)TCGA-D8-A3Z6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
RASSF7SNVMissense_Mutationc.958C>Gp.Leu320Valp.L320VQ02833protein_codingtolerated(0.16)benign(0.012)TCGA-EK-A2RB-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RASSF7SNVMissense_Mutationnovelc.841N>Ap.Glu281Lysp.E281KQ02833protein_codingdeleterious(0.02)probably_damaging(0.965)TCGA-VS-A9V5-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
RASSF7SNVMissense_Mutationnovelc.586N>Gp.Leu196Valp.L196VQ02833protein_codingdeleterious(0.04)possibly_damaging(0.628)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RASSF7SNVMissense_Mutationc.490A>Tp.Arg164Trpp.R164WQ02833protein_codingdeleterious(0)possibly_damaging(0.891)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RASSF7SNVMissense_Mutationc.220N>Ap.Gly74Argp.G74RQ02833protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RASSF7SNVMissense_Mutationnovelc.592N>Ap.Ala198Thrp.A198TQ02833protein_codingdeleterious(0.04)benign(0.075)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
RASSF7SNVMissense_Mutationc.922N>Tp.Arg308Trpp.R308WQ02833protein_codingdeleterious(0)benign(0.232)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RASSF7SNVMissense_Mutationrs541192906c.172N>Tp.Arg58Trpp.R58WQ02833protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-AX-A2IN-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
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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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