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:004873214BreastIDCgland development64/1434436/187233.47e-071.74e-0564
GO:004860812BreastIDCreproductive structure development60/1434424/187232.71e-061.03e-0460
GO:006145813BreastIDCreproductive system development60/1434427/187233.41e-061.24e-0460
GO:001921612BreastIDCregulation of lipid metabolic process45/1434331/187231.21e-042.24e-0345
GO:0008406BreastIDCgonad development32/1434221/187233.64e-045.23e-0332
GO:00192184BreastIDCregulation of steroid metabolic process18/1434100/187235.40e-046.96e-0318
GO:0045137BreastIDCdevelopment of primary sexual characteristics32/1434227/187235.85e-047.44e-0332
GO:00468904BreastIDCregulation of lipid biosynthetic process26/1434171/187235.92e-047.50e-0326
GO:00508102BreastIDCregulation of steroid biosynthetic process14/143469/187236.37e-047.94e-0314
GO:00066944BreastIDCsteroid biosynthetic process25/1434173/187231.56e-031.56e-0225
GO:0007548BreastIDCsex differentiation35/1434276/187232.23e-032.07e-0235
GO:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00508638CervixCCregulation of T cell activation80/2311329/187231.28e-091.47e-0780
GO:00321035CervixCCpositive regulation of response to external stimulus95/2311427/187235.44e-095.03e-0795
GO:00075689CervixCCaging75/2311339/187232.75e-071.13e-0575
GO:00018197CervixCCpositive regulation of cytokine production95/2311467/187234.88e-071.85e-0595
GO:00313494CervixCCpositive regulation of defense response60/2311278/187239.38e-062.11e-0460
GO:00028315CervixCCregulation of response to biotic stimulus67/2311327/187231.79e-053.36e-0467
GO:00075695CervixCCcell aging34/2311132/187231.92e-053.53e-0434
GO:00096158CervixCCresponse to virus73/2311367/187232.22e-053.95e-0473
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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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