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: GRTP1

Gene summary for GRTP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GRTP1

Gene ID

79774

Gene namegrowth hormone regulated TBC protein 1
Gene AliasTBC1D6
Cytomap13q34
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q5TC63


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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
79774GRTP1CA_HPV_3HumanCervixCC2.78e-029.58e-020.0414
79774GRTP1CCI_2HumanCervixCC1.85e-096.76e-010.5249
79774GRTP1HTA11_347_2000001011HumanColorectumAD4.92e-095.62e-01-0.1954
79774GRTP1HTA11_696_2000001011HumanColorectumAD7.34e-054.42e-01-0.1464
79774GRTP1HTA11_99999965104_69814HumanColorectumMSS2.91e-035.16e-010.281
79774GRTP1F007HumanColorectumFAP1.45e-02-2.14e-010.1176
79774GRTP1A015-C-203HumanColorectumFAP3.06e-15-2.22e-01-0.1294
79774GRTP1A015-C-204HumanColorectumFAP1.91e-07-3.20e-01-0.0228
79774GRTP1A002-C-201HumanColorectumFAP1.29e-06-1.90e-010.0324
79774GRTP1A001-C-119HumanColorectumFAP8.83e-05-2.96e-01-0.1557
79774GRTP1A001-C-108HumanColorectumFAP6.94e-08-1.51e-01-0.0272
79774GRTP1A002-C-205HumanColorectumFAP5.65e-15-2.84e-01-0.1236
79774GRTP1A015-C-005HumanColorectumFAP5.00e-04-2.44e-01-0.0336
79774GRTP1A015-C-006HumanColorectumFAP2.41e-07-1.95e-01-0.0994
79774GRTP1A015-C-106HumanColorectumFAP4.05e-07-2.19e-01-0.0511
79774GRTP1A002-C-114HumanColorectumFAP7.86e-11-2.04e-01-0.1561
79774GRTP1A015-C-104HumanColorectumFAP2.89e-19-3.01e-01-0.1899
79774GRTP1A001-C-014HumanColorectumFAP1.90e-08-1.76e-010.0135
79774GRTP1A002-C-016HumanColorectumFAP1.15e-08-2.35e-010.0521
79774GRTP1A015-C-002HumanColorectumFAP4.98e-09-3.66e-01-0.0763
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
∗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:00430877CervixCCregulation of GTPase activity79/2311348/187234.21e-082.60e-0679
GO:00435476CervixCCpositive regulation of GTPase activity53/2311255/187238.72e-051.16e-0353
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0043547ColorectumADpositive regulation of GTPase activity75/3918255/187237.95e-047.91e-0375
GO:00430872ColorectumMSSregulation of GTPase activity101/3467348/187231.00e-063.46e-05101
GO:00435471ColorectumMSSpositive regulation of GTPase activity68/3467255/187237.97e-048.38e-0368
GO:00430873ColorectumFAPregulation of GTPase activity85/2622348/187231.20e-077.68e-0685
GO:00435472ColorectumFAPpositive regulation of GTPase activity61/2622255/187231.39e-053.73e-0461
GO:0090630ColorectumFAPactivation of GTPase activity27/2622115/187234.23e-032.90e-0227
GO:00430874ColorectumCRCregulation of GTPase activity69/2078348/187231.11e-066.69e-0569
GO:00435473ColorectumCRCpositive regulation of GTPase activity49/2078255/187238.67e-051.77e-0349
GO:004308715EsophagusESCCregulation of GTPase activity183/8552348/187235.34e-032.00e-02183
GO:00430875LiverNAFLDregulation of GTPase activity62/1882348/187235.65e-062.03e-0462
GO:00435474LiverNAFLDpositive regulation of GTPase activity45/1882255/187231.30e-042.47e-0345
GO:00906301LiverNAFLDactivation of GTPase activity22/1882115/187232.28e-032.19e-0222
GO:004308710Oral cavityOSCCregulation of GTPase activity165/7305348/187237.94e-044.27e-03165
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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
GRTP1SNVMissense_Mutationc.251C>Ap.Ala84Aspp.A84DQ5TC63protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GRTP1SNVMissense_Mutationrs376648575c.196C>Tp.Arg66Trpp.R66WQ5TC63protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GRTP1SNVMissense_Mutationnovelc.229G>Ap.Val77Ilep.V77IQ5TC63protein_codingtolerated(0.24)possibly_damaging(0.678)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GRTP1SNVMissense_Mutationnovelc.46G>Ap.Gly16Argp.G16RQ5TC63protein_codingdeleterious(0)probably_damaging(0.992)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GRTP1SNVMissense_Mutationc.931N>Ap.Ala311Thrp.A311TQ5TC63protein_codingtolerated(0.55)benign(0.003)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GRTP1SNVMissense_Mutationc.163G>Ap.Val55Ilep.V55IQ5TC63protein_codingtolerated(0.24)benign(0.014)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GRTP1deletionFrame_Shift_Delrs36033481c.961delNp.Ala321ProfsTer102p.A321Pfs*102Q5TC63protein_codingTCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GRTP1SNVMissense_Mutationnovelc.269N>Cp.Gln90Prop.Q90PQ5TC63protein_codingdeleterious(0.04)possibly_damaging(0.53)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
GRTP1SNVMissense_Mutationrs147117267c.661N>Tp.Arg221Cysp.R221CQ5TC63protein_codingdeleterious(0.05)possibly_damaging(0.86)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GRTP1SNVMissense_Mutationnovelc.262N>Gp.Met88Valp.M88VQ5TC63protein_codingdeleterious(0.05)possibly_damaging(0.506)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<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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