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: CRTC1

Gene summary for CRTC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CRTC1

Gene ID

23373

Gene nameCREB regulated transcription coactivator 1
Gene AliasMAML2
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q6UUV9


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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
23373CRTC1HCC1_MengHumanLiverHCC1.38e-238.36e-030.0246
23373CRTC1HCC2_MengHumanLiverHCC3.93e-042.57e-020.0107
23373CRTC1HCC1HumanLiverHCC4.48e-021.86e+000.5336
23373CRTC1HCC2HumanLiverHCC1.90e-042.06e+000.5341
23373CRTC1S014HumanLiverHCC2.58e-094.77e-010.2254
23373CRTC1S015HumanLiverHCC2.14e-106.09e-010.2375
23373CRTC1S016HumanLiverHCC2.76e-114.65e-010.2243
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:003134611LiverHCCpositive regulation of cell projection organization193/7958353/187232.28e-063.08e-05193
GO:000762321LiverHCCcircadian rhythm117/7958210/187237.29e-056.54e-04117
GO:004851121LiverHCCrhythmic process156/7958298/187233.54e-042.46e-03156
GO:00510902LiverHCCregulation of DNA-binding transcription factor activity220/7958440/187238.04e-044.82e-03220
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:0010976LiverHCCpositive regulation of neuron projection development88/7958163/187231.98e-031.00e-0288
GO:00093146LiverHCCresponse to radiation223/7958456/187233.08e-031.43e-02223
GO:0051262LiverHCCprotein tetramerization50/795887/187233.42e-031.55e-0250
GO:00510913LiverHCCpositive regulation of DNA-binding transcription factor activity131/7958260/187235.98e-032.45e-02131
GO:004275211LiverHCCregulation of circadian rhythm65/7958121/187238.25e-033.24e-0265
GO:001635811LiverHCCdendrite development121/7958243/187231.26e-024.56e-02121
GO:0051289LiverHCCprotein homotetramerization33/795857/187231.37e-024.86e-0233
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516622LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa0516632LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
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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
CRTC1SNVMissense_Mutationnovelc.1795G>Ap.Gly599Argp.G599RQ6UUV9protein_codingtolerated(0.05)benign(0.057)TCGA-E2-A1LE-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyherceptinPD
CRTC1deletionFrame_Shift_Delrs779900748c.1754delNp.Ser588AlafsTer6p.S588Afs*6Q6UUV9protein_codingTCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CRTC1SNVMissense_Mutationnovelc.1843N>Cp.Glu615Glnp.E615QQ6UUV9protein_codingdeleterious(0)possibly_damaging(0.869)TCGA-C5-A8YT-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CRTC1SNVMissense_Mutationc.1329N>Cp.Glu443Aspp.E443DQ6UUV9protein_codingtolerated_low_confidence(0.56)benign(0)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
CRTC1SNVMissense_Mutationc.488N>Ap.Arg163Lysp.R163KQ6UUV9protein_codingdeleterious(0.01)probably_damaging(0.928)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CRTC1SNVMissense_Mutationc.214G>Ap.Gly72Argp.G72RQ6UUV9protein_codingtolerated(0.08)probably_damaging(0.912)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CRTC1SNVMissense_Mutationc.215G>Ap.Gly72Glup.G72EQ6UUV9protein_codingdeleterious(0)probably_damaging(0.986)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CRTC1SNVMissense_Mutationc.790G>Ap.Asp264Asnp.D264NQ6UUV9protein_codingdeleterious(0)probably_damaging(0.996)TCGA-VS-A8QA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CRTC1deletionFrame_Shift_Delrs779900748c.1761delCp.Ser588AlafsTer6p.S588Afs*6Q6UUV9protein_codingTCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CRTC1SNVMissense_Mutationc.8N>Tp.Thr3Ilep.T3IQ6UUV9protein_codingdeleterious(0)possibly_damaging(0.518)TCGA-A6-6780-01Colorectumcolon 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
23373CRTC1CLINICALLY ACTIONABLEXL765
23373CRTC1CLINICALLY ACTIONABLEN/A
23373CRTC1CLINICALLY ACTIONABLEINK128SAPANISERTIB
23373CRTC1CLINICALLY ACTIONABLENVP-BEZ235DACTOLISIB
23373CRTC1CLINICALLY ACTIONABLEPKI-587GEDATOLISIB
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