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: CGA

Gene summary for CGA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CGA

Gene ID

1081

Gene nameglycoprotein hormones, alpha polypeptide
Gene AliasCG-ALPHA
Cytomap6q14.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P01215


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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
1081CGAGSM4909307HumanBreastIDC1.11e-286.67e-010.1569
1081CGAGSM4909308HumanBreastIDC1.19e-153.73e-010.158
1081CGAGSM4909319HumanBreastIDC1.48e-022.39e-010.1563
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
∗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:003248113ThyroidATCpositive regulation of type I interferon production35/629358/187232.70e-052.30e-0435
GO:000283123ThyroidATCregulation of response to biotic stimulus144/6293327/187234.94e-053.91e-04144
GO:009039814ThyroidATCcellular senescence49/629393/187231.13e-048.08e-0449
GO:200077911ThyroidATCregulation of double-strand break repair45/629385/187231.83e-041.24e-0345
GO:003210324ThyroidATCpositive regulation of response to external stimulus178/6293427/187232.61e-041.67e-03178
GO:000630212ThyroidATCdouble-strand break repair110/6293251/187234.48e-042.65e-03110
GO:005160712ThyroidATCdefense response to virus115/6293265/187235.31e-043.09e-03115
GO:014054612ThyroidATCdefense response to symbiont115/6293265/187235.31e-043.09e-03115
GO:009034211ThyroidATCregulation of cell aging33/629361/187237.76e-044.28e-0333
GO:007135912ThyroidATCcellular response to dsRNA15/629322/187239.63e-045.13e-0315
GO:003247913ThyroidATCregulation of type I interferon production47/629395/187239.81e-045.21e-0347
GO:003260613ThyroidATCtype I interferon production47/629395/187239.81e-045.21e-0347
GO:000181924ThyroidATCpositive regulation of cytokine production189/6293467/187231.00e-035.31e-03189
GO:004508813ThyroidATCregulation of innate immune response94/6293218/187232.05e-039.71e-0394
GO:000221812ThyroidATCactivation of innate immune response28/629352/187232.08e-039.82e-0328
GO:2000772ThyroidATCregulation of cellular senescence28/629353/187233.01e-031.36e-0228
GO:00510531ThyroidATCnegative regulation of DNA metabolic process57/6293125/187233.47e-031.55e-0257
GO:00713601ThyroidATCcellular response to exogenous dsRNA12/629318/187234.22e-031.79e-0212
GO:004333111ThyroidATCresponse to dsRNA27/629355/187231.24e-024.38e-0227
GO:0045738ThyroidATCnegative regulation of DNA repair19/629336/187231.37e-024.77e-0219
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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
CGASNVMissense_Mutationc.30N>Gp.Ile10Metp.I10Mprotein_codingdeleterious_low_confidence(0.02)benign(0.295)TCGA-A2-A0YM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CGASNVMissense_Mutationnovelc.232N>Ap.Ala78Thrp.A78Tprotein_codingtolerated(0.53)benign(0.121)TCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CGASNVMissense_Mutationc.433C>Gp.His145Aspp.H145Dprotein_codingdeleterious(0)possibly_damaging(0.871)TCGA-C5-A1BF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CGASNVMissense_Mutationrs145503313c.322N>Ap.Val108Ilep.V108Iprotein_codingtolerated(1)benign(0.001)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CGASNVMissense_Mutationnovelc.373N>Ap.Val125Ilep.V125Iprotein_codingtolerated(0.52)benign(0.073)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CGASNVMissense_Mutationc.185N>Ap.Cys62Tyrp.C62Yprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
CGASNVMissense_Mutationc.317N>Cp.Lys106Thrp.K106Tprotein_codingdeleterious(0)possibly_damaging(0.836)TCGA-AG-A026-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
CGASNVMissense_Mutationnovelc.4N>Ap.Asp2Asnp.D2Nprotein_codingtolerated_low_confidence(0.07)possibly_damaging(0.856)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CGASNVMissense_Mutationc.297N>Tp.Lys99Asnp.K99Nprotein_codingdeleterious(0.05)possibly_damaging(0.51)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CGASNVMissense_Mutationrs745838602c.407N>Tp.Ala136Valp.A136Vprotein_codingdeleterious(0.01)benign(0.003)TCGA-D1-A15W-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapytaxolSD
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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
1081CGADRUGGABLE GENOME, HORMONE ACTIVITYVINBLASTINEVINBLASTINE6181870
1081CGADRUGGABLE GENOME, HORMONE ACTIVITY4-{([(4'-CHLOROPHENYL)AMINO]CARBONYLAMINO)}BENZENESULFONAMIDECHEMBL1446150
1081CGADRUGGABLE GENOME, HORMONE ACTIVITYCIS-DIAMMINEDICHLOROPLATINUM6181870
1081CGADRUGGABLE GENOME, HORMONE ACTIVITYTUMOR NECROSIS FACTOR9764349,10788437
1081CGADRUGGABLE GENOME, HORMONE ACTIVITYIL-1811712764
1081CGADRUGGABLE GENOME, HORMONE ACTIVITY9-CIS-RETINOIC ACID8070357
1081CGADRUGGABLE GENOME, HORMONE ACTIVITYTESTOSTERONETESTOSTERONE1157041
1081CGADRUGGABLE GENOME, HORMONE ACTIVITYCORTICOSTEROIDS3106008
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