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: RIC8A

Gene summary for RIC8A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RIC8A

Gene ID

60626

Gene nameRIC8 guanine nucleotide exchange factor A
Gene AliasRIC8
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

Q9NPQ8


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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
60626RIC8ALZE4THumanEsophagusESCC1.01e-091.44e-010.0811
60626RIC8ALZE5THumanEsophagusESCC9.88e-033.14e-010.0514
60626RIC8ALZE7THumanEsophagusESCC2.39e-052.08e-010.0667
60626RIC8ALZE8THumanEsophagusESCC2.61e-132.11e-010.067
60626RIC8ALZE20THumanEsophagusESCC5.40e-041.75e-010.0662
60626RIC8ALZE24THumanEsophagusESCC2.61e-265.87e-010.0596
60626RIC8ALZE6THumanEsophagusESCC5.78e-061.84e-010.0845
60626RIC8AP1T-EHumanEsophagusESCC1.11e-093.21e-010.0875
60626RIC8AP2T-EHumanEsophagusESCC3.90e-234.74e-010.1177
60626RIC8AP4T-EHumanEsophagusESCC1.08e-193.81e-010.1323
60626RIC8AP5T-EHumanEsophagusESCC2.90e-131.96e-010.1327
60626RIC8AP8T-EHumanEsophagusESCC2.32e-232.65e-010.0889
60626RIC8AP9T-EHumanEsophagusESCC4.29e-153.52e-010.1131
60626RIC8AP10T-EHumanEsophagusESCC1.49e-233.93e-010.116
60626RIC8AP11T-EHumanEsophagusESCC5.81e-269.16e-010.1426
60626RIC8AP12T-EHumanEsophagusESCC4.42e-203.92e-010.1122
60626RIC8AP15T-EHumanEsophagusESCC2.48e-296.18e-010.1149
60626RIC8AP16T-EHumanEsophagusESCC6.87e-203.15e-010.1153
60626RIC8AP17T-EHumanEsophagusESCC4.83e-249.97e-010.1278
60626RIC8AP19T-EHumanEsophagusESCC6.38e-118.54e-010.1662
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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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:00073698EsophagusESCCgastrulation115/8552185/187234.35e-064.64e-05115
GO:000941611EsophagusESCCresponse to light stimulus183/8552320/187232.03e-051.76e-04183
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:000166720EsophagusESCCameboidal-type cell migration250/8552475/187231.22e-035.97e-03250
GO:00717115EsophagusESCCbasement membrane organization22/855231/187233.90e-031.58e-0222
GO:00017015LiverCirrhoticin utero embryonic development134/4634367/187232.78e-076.86e-06134
GO:0071711LiverCirrhoticbasement membrane organization17/463431/187233.19e-042.77e-0317
GO:000166712LiverCirrhoticameboidal-type cell migration145/4634475/187232.23e-031.36e-02145
GO:000170111LiverHCCin utero embryonic development204/7958367/187232.44e-074.30e-06204
GO:00093146LiverHCCresponse to radiation223/7958456/187233.08e-031.43e-02223
GO:000166721LiverHCCameboidal-type cell migration226/7958475/187231.35e-024.81e-02226
GO:000170116Oral cavityOSCCin utero embryonic development207/7305367/187237.92e-122.95e-10207
GO:000931416Oral cavityOSCCresponse to radiation241/7305456/187239.76e-102.40e-08241
GO:000166719Oral cavityOSCCameboidal-type cell migration228/7305475/187233.46e-053.10e-04228
GO:00094164Oral cavityOSCCresponse to light stimulus159/7305320/187235.98e-054.92e-04159
GO:00073697Oral cavityOSCCgastrulation95/7305185/187234.17e-042.54e-0395
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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
RIC8ASNVMissense_Mutationnovelc.1443G>Tp.Gln481Hisp.Q481HQ9NPQ8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RIC8ASNVMissense_Mutationnovelc.1000N>Cp.Val334Leup.V334LQ9NPQ8protein_codingdeleterious(0.01)possibly_damaging(0.595)TCGA-AQ-A04H-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
RIC8ASNVMissense_Mutationc.1261N>Gp.Asn421Aspp.N421DQ9NPQ8protein_codingdeleterious(0)possibly_damaging(0.893)TCGA-B6-A0IE-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
RIC8ASNVMissense_Mutationrs367798950c.1154N>Ap.Arg385Hisp.R385HQ9NPQ8protein_codingdeleterious(0)probably_damaging(0.977)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RIC8ASNVMissense_Mutationnovelc.455N>Tp.Arg152Leup.R152LQ9NPQ8protein_codingtolerated(0.7)benign(0.175)TCGA-C5-A901-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RIC8ASNVMissense_Mutationnovelc.1327N>Ap.Glu443Lysp.E443KQ9NPQ8protein_codingdeleterious(0.02)benign(0.276)TCGA-EA-A97N-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RIC8ASNVMissense_Mutationnovelc.1195G>Ap.Ala399Thrp.A399TQ9NPQ8protein_codingdeleterious(0)possibly_damaging(0.876)TCGA-VS-A9UL-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
RIC8ASNVMissense_Mutationc.1339N>Gp.Thr447Alap.T447AQ9NPQ8protein_codingdeleterious(0)possibly_damaging(0.523)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RIC8ASNVMissense_Mutationrs368432680c.767G>Ap.Arg256Glnp.R256QQ9NPQ8protein_codingdeleterious(0)possibly_damaging(0.65)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RIC8ASNVMissense_Mutationrs751745965c.931C>Tp.Arg311Cysp.R311CQ9NPQ8protein_codingtolerated(0.1)benign(0.001)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=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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