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: RIC3

Gene summary for RIC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RIC3

Gene ID

79608

Gene nameRIC3 acetylcholine receptor chaperone
Gene AliasAYST720
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

A0A0S2Z6D3


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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
79608RIC3LZE24THumanEsophagusESCC7.61e-031.43e-010.0596
79608RIC3P1T-EHumanEsophagusESCC5.05e-042.51e-010.0875
79608RIC3P2T-EHumanEsophagusESCC4.62e-071.54e-010.1177
79608RIC3P10T-EHumanEsophagusESCC4.99e-539.39e-010.116
79608RIC3P16T-EHumanEsophagusESCC2.17e-213.23e-010.1153
79608RIC3P17T-EHumanEsophagusESCC4.66e-023.25e-010.1278
79608RIC3P20T-EHumanEsophagusESCC1.04e-163.18e-010.1124
79608RIC3P23T-EHumanEsophagusESCC1.07e-048.68e-020.108
79608RIC3P27T-EHumanEsophagusESCC2.60e-031.53e-010.1055
79608RIC3P28T-EHumanEsophagusESCC1.57e-142.51e-010.1149
79608RIC3P44T-EHumanEsophagusESCC3.44e-021.28e-010.1096
79608RIC3P47T-EHumanEsophagusESCC7.96e-043.60e-020.1067
79608RIC3P56T-EHumanEsophagusESCC5.46e-056.75e-010.1613
79608RIC3P57T-EHumanEsophagusESCC2.95e-345.68e-010.0926
79608RIC3P61T-EHumanEsophagusESCC2.22e-123.77e-010.099
79608RIC3P74T-EHumanEsophagusESCC2.59e-441.22e+000.1479
79608RIC3P75T-EHumanEsophagusESCC3.58e-182.73e-010.1125
79608RIC3P76T-EHumanEsophagusESCC1.11e-021.29e-010.1207
79608RIC3P80T-EHumanEsophagusESCC2.13e-307.87e-010.155
79608RIC3C38HumanOral cavityOSCC2.44e-111.19e+000.172
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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
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:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:190382920Oral cavityOSCCpositive regulation of cellular protein localization179/7305276/187232.20e-182.41e-16179
GO:190382927SkinAKpositive regulation of cellular protein localization64/1910276/187232.23e-103.00e-0864
GO:000645726SkinAKprotein folding44/1910212/187233.54e-068.91e-0544
GO:0006457111SkincSCCprotein folding131/4864212/187232.96e-281.32e-25131
GO:190382928SkincSCCpositive regulation of cellular protein localization129/4864276/187236.43e-144.09e-12129
GO:0006457112ThyroidPTCprotein folding137/5968212/187238.29e-232.01e-20137
GO:1903829113ThyroidPTCpositive regulation of cellular protein localization162/5968276/187232.40e-203.52e-18162
GO:000645733ThyroidATCprotein folding140/6293212/187233.46e-228.09e-20140
GO:1903829210ThyroidATCpositive regulation of cellular protein localization167/6293276/187233.32e-205.38e-18167
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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
RIC3SNVMissense_Mutationnovelc.544N>Ap.Asp182Asnp.D182NQ7Z5B4protein_codingdeleterious(0.03)benign(0.147)TCGA-A7-A4SE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
RIC3SNVMissense_Mutationc.628N>Cp.Glu210Glnp.E210QQ7Z5B4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RIC3SNVMissense_Mutationc.917N>Cp.Cys306Serp.C306SQ7Z5B4protein_codingtolerated(0.07)benign(0.109)TCGA-A6-4105-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RIC3SNVMissense_Mutationrs754549385c.959C>Tp.Ala320Valp.A320VQ7Z5B4protein_codingtolerated(0.1)possibly_damaging(0.572)TCGA-AA-3509-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RIC3SNVMissense_Mutationnovelc.1049G>Ap.Ser350Asnp.S350NQ7Z5B4protein_codingtolerated_low_confidence(0.21)benign(0.051)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RIC3SNVMissense_Mutationc.28G>Ap.Ala10Thrp.A10TQ7Z5B4protein_codingtolerated(0.73)possibly_damaging(0.895)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RIC3SNVMissense_Mutationc.791N>Tp.Arg264Ilep.R264IQ7Z5B4protein_codingdeleterious(0)possibly_damaging(0.549)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RIC3SNVMissense_Mutationc.176N>Gp.Asp59Glyp.D59GQ7Z5B4protein_codingtolerated(0.1)benign(0.439)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RIC3SNVMissense_Mutationc.97C>Tp.Arg33Trpp.R33WQ7Z5B4protein_codingdeleterious(0)benign(0.011)TCGA-CM-6678-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfluorouracilSD
RIC3SNVMissense_Mutationc.1087C>Tp.Arg363Cysp.R363CQ7Z5B4protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-D5-6931-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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