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: GPRC5C

Gene summary for GPRC5C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GPRC5C

Gene ID

55890

Gene nameG protein-coupled receptor class C group 5 member C
Gene AliasRAIG-3
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

A0A024R8N9


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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
55890GPRC5CHTA11_2487_2000001011HumanColorectumSER4.64e-043.67e-01-0.1808
55890GPRC5CHTA11_1938_2000001011HumanColorectumAD1.51e-023.08e-01-0.0811
55890GPRC5CHTA11_347_2000001011HumanColorectumAD6.56e-165.47e-01-0.1954
55890GPRC5CHTA11_83_2000001011HumanColorectumSER4.03e-023.01e-01-0.1526
55890GPRC5CHTA11_696_2000001011HumanColorectumAD9.66e-154.74e-01-0.1464
55890GPRC5CHTA11_866_2000001011HumanColorectumAD2.64e-093.96e-01-0.1001
55890GPRC5CHTA11_1391_2000001011HumanColorectumAD7.74e-033.76e-01-0.059
55890GPRC5CHTA11_5212_2000001011HumanColorectumAD4.58e-044.66e-01-0.2061
55890GPRC5CHTA11_866_3004761011HumanColorectumAD1.18e-033.10e-010.096
55890GPRC5CHTA11_10623_2000001011HumanColorectumAD1.23e-043.95e-01-0.0177
55890GPRC5CHTA11_99999971662_82457HumanColorectumMSS9.70e-042.20e-010.3859
55890GPRC5CLZE4THumanEsophagusESCC6.00e-075.30e-020.0811
55890GPRC5CLZE8THumanEsophagusESCC1.64e-042.38e-010.067
55890GPRC5CLZE20THumanEsophagusESCC1.56e-031.31e-010.0662
55890GPRC5CLZE24THumanEsophagusESCC1.76e-103.06e-010.0596
55890GPRC5CLZE21THumanEsophagusESCC2.47e-031.44e-010.0655
55890GPRC5CP1T-EHumanEsophagusESCC8.82e-087.29e-010.0875
55890GPRC5CP2T-EHumanEsophagusESCC2.26e-214.48e-010.1177
55890GPRC5CP4T-EHumanEsophagusESCC2.70e-071.51e-010.1323
55890GPRC5CP5T-EHumanEsophagusESCC3.06e-03-4.29e-020.1327
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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:0033674ColorectumADpositive regulation of kinase activity131/3918467/187231.28e-041.85e-03131
GO:0045860ColorectumADpositive regulation of protein kinase activity107/3918386/187238.01e-047.92e-03107
GO:00336741ColorectumSERpositive regulation of kinase activity95/2897467/187232.62e-032.41e-0295
GO:00458601ColorectumSERpositive regulation of protein kinase activity79/2897386/187234.85e-033.79e-0279
GO:00336742ColorectumMSSpositive regulation of kinase activity122/3467467/187232.50e-055.21e-04122
GO:00458602ColorectumMSSpositive regulation of protein kinase activity102/3467386/187236.93e-051.20e-03102
GO:004586018EsophagusESCCpositive regulation of protein kinase activity219/8552386/187236.91e-066.97e-05219
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:004586011LiverCirrhoticpositive regulation of protein kinase activity117/4634386/187237.07e-033.41e-02117
GO:004586021LiverHCCpositive regulation of protein kinase activity194/7958386/187231.16e-036.54e-03194
GO:003367411LiverHCCpositive regulation of kinase activity230/7958467/187231.72e-038.95e-03230
GO:00321471LiverHCCactivation of protein kinase activity72/7958134/187235.61e-032.33e-0272
GO:003367425SkincSCCpositive regulation of kinase activity148/4864467/187233.00e-031.66e-02148
GO:004586025SkincSCCpositive regulation of protein kinase activity123/4864386/187235.23e-032.64e-02123
GO:0045860111ThyroidPTCpositive regulation of protein kinase activity176/5968386/187238.89e-092.17e-07176
GO:0033674111ThyroidPTCpositive regulation of kinase activity201/5968467/187231.95e-073.54e-06201
GO:00321472ThyroidPTCactivation of protein kinase activity60/5968134/187231.15e-036.71e-0360
GO:004586026ThyroidATCpositive regulation of protein kinase activity185/6293386/187233.00e-097.02e-08185
GO:003367427ThyroidATCpositive regulation of kinase activity212/6293467/187235.89e-081.05e-06212
GO:003214711ThyroidATCactivation of protein kinase activity65/6293134/187232.44e-041.57e-0365
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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
GPRC5CSNVMissense_Mutationc.1427N>Gp.Ser476Cysp.S476Cprotein_codingtolerated_low_confidence(0.19)possibly_damaging(0.885)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GPRC5CSNVMissense_Mutationrs745465035c.490N>Tp.Arg164Trpp.R164Wprotein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GPRC5CSNVMissense_Mutationc.1429C>Gp.Gln477Glup.Q477Eprotein_codingdeleterious_low_confidence(0.01)benign(0.431)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GPRC5CSNVMissense_Mutationc.1274N>Cp.Lys425Thrp.K425Tprotein_codingdeleterious(0)probably_damaging(0.913)TCGA-A6-6142-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfluorouracilPD
GPRC5CSNVMissense_Mutationrs551384896c.269N>Ap.Arg90Hisp.R90Hprotein_codingdeleterious(0)possibly_damaging(0.795)TCGA-AA-3855-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GPRC5CSNVMissense_Mutationrs374834578c.676N>Tp.Arg226Trpp.R226Wprotein_codingdeleterious(0)probably_damaging(1)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
GPRC5CSNVMissense_Mutationc.201G>Tp.Trp67Cysp.W67Cprotein_codingtolerated(0.19)possibly_damaging(0.579)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GPRC5CSNVMissense_Mutationc.824C>Ap.Ala275Aspp.A275Dprotein_codingdeleterious(0.02)possibly_damaging(0.642)TCGA-AG-A01W-01Colorectumrectum adenocarcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
GPRC5CSNVMissense_Mutationrs775061799c.892N>Ap.Val298Ilep.V298Iprotein_codingtolerated(1)benign(0.003)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
GPRC5CSNVMissense_Mutationrs751199319c.688N>Ap.Glu230Lysp.E230Kprotein_codingtolerated(0.78)benign(0.005)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
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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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