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: RAVER1

Gene summary for RAVER1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAVER1

Gene ID

125950

Gene nameribonucleoprotein, PTB binding 1
Gene AliasRAVER1
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

E9PAU2


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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
125950RAVER1LZE7THumanEsophagusESCC3.01e-104.15e-010.0667
125950RAVER1LZE8THumanEsophagusESCC1.35e-072.12e-010.067
125950RAVER1LZE20THumanEsophagusESCC4.98e-021.08e-010.0662
125950RAVER1LZE22THumanEsophagusESCC1.57e-022.80e-010.068
125950RAVER1LZE24THumanEsophagusESCC2.54e-143.24e-010.0596
125950RAVER1LZE22D3HumanEsophagusHGIN1.73e-024.41e-010.0653
125950RAVER1LZE21THumanEsophagusESCC6.52e-032.77e-010.0655
125950RAVER1P2T-EHumanEsophagusESCC4.12e-111.86e-010.1177
125950RAVER1P4T-EHumanEsophagusESCC6.27e-061.70e-010.1323
125950RAVER1P5T-EHumanEsophagusESCC4.17e-051.27e-010.1327
125950RAVER1P8T-EHumanEsophagusESCC2.02e-061.86e-010.0889
125950RAVER1P9T-EHumanEsophagusESCC6.74e-061.76e-010.1131
125950RAVER1P10T-EHumanEsophagusESCC1.47e-142.40e-010.116
125950RAVER1P11T-EHumanEsophagusESCC1.13e-062.94e-010.1426
125950RAVER1P12T-EHumanEsophagusESCC1.47e-142.69e-010.1122
125950RAVER1P15T-EHumanEsophagusESCC5.83e-122.74e-010.1149
125950RAVER1P16T-EHumanEsophagusESCC9.02e-112.14e-010.1153
125950RAVER1P17T-EHumanEsophagusESCC4.48e-073.00e-010.1278
125950RAVER1P19T-EHumanEsophagusESCC5.57e-053.76e-010.1662
125950RAVER1P20T-EHumanEsophagusESCC4.38e-082.02e-010.1124
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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
∗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:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:000037520EsophagusHGINRNA splicing, via transesterification reactions115/2587324/187233.16e-233.80e-20115
GO:000037720EsophagusHGINRNA splicing, via transesterification reactions with bulged adenosine as nucleophile113/2587320/187231.24e-229.26e-20113
GO:000039820EsophagusHGINmRNA splicing, via spliceosome113/2587320/187231.24e-229.26e-20113
GO:004348427EsophagusHGINregulation of RNA splicing59/2587148/187233.61e-157.22e-1359
GO:190331120EsophagusHGINregulation of mRNA metabolic process91/2587288/187235.06e-159.78e-1391
GO:005068419EsophagusHGINregulation of mRNA processing55/2587137/187232.17e-143.94e-1255
GO:004802426EsophagusHGINregulation of mRNA splicing, via spliceosome42/2587101/187236.35e-127.78e-1042
GO:000038018EsophagusHGINalternative mRNA splicing, via spliceosome32/258777/187232.06e-091.54e-0732
GO:000038118EsophagusHGINregulation of alternative mRNA splicing, via spliceosome22/258760/187237.92e-062.40e-0422
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:0043484111EsophagusESCCregulation of RNA splicing116/8552148/187233.18e-162.38e-14116
GO:0050684110EsophagusESCCregulation of mRNA processing109/8552137/187233.51e-162.59e-14109
GO:0048024111EsophagusESCCregulation of mRNA splicing, via spliceosome78/8552101/187238.72e-112.66e-0978
GO:000038019EsophagusESCCalternative mRNA splicing, via spliceosome55/855277/187234.07e-064.38e-0555
GO:000038119EsophagusESCCregulation of alternative mRNA splicing, via spliceosome40/855260/187238.30e-044.28e-0340
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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
RAVER1SNVMissense_Mutationrs562246379c.751G>Ap.Asp251Asnp.D251Nprotein_codingdeleterious(0.02)possibly_damaging(0.668)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
RAVER1SNVMissense_Mutationnovelc.653N>Ap.Arg218Hisp.R218Hprotein_codingtolerated(0.06)probably_damaging(0.987)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RAVER1SNVMissense_Mutationnovelc.653G>Ap.Arg218Hisp.R218Hprotein_codingtolerated(0.06)probably_damaging(0.987)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RAVER1SNVMissense_Mutationrs752237465c.2095N>Ap.Gly699Argp.G699Rprotein_codingtolerated(0.14)probably_damaging(0.996)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
RAVER1SNVMissense_Mutationc.658N>Ap.Leu220Ilep.L220Iprotein_codingdeleterious(0)probably_damaging(0.919)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
RAVER1SNVMissense_Mutationrs754877220c.406N>Tp.Arg136Trpp.R136Wprotein_codingdeleterious(0)probably_damaging(0.995)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAVER1SNVMissense_Mutationrs768296431c.713N>Ap.Arg238Hisp.R238Hprotein_codingdeleterious(0.03)benign(0.005)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAVER1SNVMissense_Mutationc.985N>Ap.Ala329Thrp.A329Tprotein_codingdeleterious(0)benign(0.038)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAVER1SNVMissense_Mutationc.2225N>Ap.Gly742Aspp.G742Dprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
RAVER1SNVMissense_Mutationc.533N>Ap.Cys178Tyrp.C178Yprotein_codingdeleterious(0)probably_damaging(0.992)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=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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