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: CYCS

Gene summary for CYCS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CYCS

Gene ID

54205

Gene namecytochrome c, somatic
Gene AliasCYC
Cytomap7p15.3
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

G4XXL9


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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
54205CYCSGSM4909277HumanBreastPrecancer1.17e-043.29e-010.0177
54205CYCSGSM4909282HumanBreastIDC8.97e-134.81e-01-0.0288
54205CYCSGSM4909286HumanBreastIDC7.36e-19-3.87e-010.1081
54205CYCSGSM4909293HumanBreastIDC2.35e-05-2.32e-010.1581
54205CYCSGSM4909294HumanBreastIDC2.89e-02-1.09e-010.2022
54205CYCSGSM4909296HumanBreastIDC5.18e-11-3.08e-010.1524
54205CYCSGSM4909297HumanBreastIDC2.50e-20-1.02e-010.1517
54205CYCSGSM4909298HumanBreastIDC3.16e-02-8.06e-020.1551
54205CYCSGSM4909301HumanBreastIDC6.51e-18-5.22e-010.1577
54205CYCSGSM4909302HumanBreastIDC3.95e-03-2.75e-010.1545
54205CYCSGSM4909308HumanBreastIDC2.77e-043.46e-010.158
54205CYCSGSM4909309HumanBreastIDC1.39e-02-2.52e-010.0483
54205CYCSGSM4909311HumanBreastIDC3.09e-44-6.21e-010.1534
54205CYCSGSM4909312HumanBreastIDC1.93e-19-4.14e-010.1552
54205CYCSGSM4909313HumanBreastIDC6.09e-14-4.21e-010.0391
54205CYCSGSM4909316HumanBreastIDC5.48e-062.60e-010.21
54205CYCSGSM4909319HumanBreastIDC6.03e-54-3.72e-010.1563
54205CYCSGSM4909320HumanBreastIDC6.11e-07-3.43e-010.1575
54205CYCSGSM4909321HumanBreastIDC2.31e-14-1.44e-010.1559
54205CYCSbrca1HumanBreastPrecancer8.18e-063.74e-01-0.0338
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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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:004277531StomachCAGmitochondrial ATP synthesis coupled electron transport22/55295/187233.92e-142.92e-1122
GO:000611931StomachCAGoxidative phosphorylation26/552141/187236.17e-143.94e-1126
GO:002290031StomachCAGelectron transport chain28/552175/187232.69e-131.50e-1028
GO:002290431StomachCAGrespiratory electron transport chain22/552114/187232.06e-121.02e-0922
GO:000906031StomachCAGaerobic respiration27/552189/187231.13e-114.58e-0927
GO:000609131StomachCAGgeneration of precursor metabolites and energy42/552490/187236.34e-101.57e-0742
GO:004533331StomachCAGcellular respiration27/552230/187231.05e-092.48e-0727
GO:005254731StomachCAGregulation of peptidase activity40/552461/187231.15e-092.58e-0740
GO:001598031StomachCAGenergy derivation by oxidation of organic compounds32/552318/187231.54e-093.28e-0732
GO:005254831StomachCAGregulation of endopeptidase activity37/552432/187237.00e-099.47e-0737
GO:000612331StomachCAGmitochondrial electron transport, cytochrome c to oxygen7/55221/187231.51e-069.25e-057
GO:200011631StomachCAGregulation of cysteine-type endopeptidase activity22/552235/187231.93e-061.11e-0422
GO:004586231StomachCAGpositive regulation of proteolysis28/552372/187236.13e-062.75e-0428
GO:004328131StomachCAGregulation of cysteine-type endopeptidase activity involved in apoptotic process19/552209/187231.46e-055.69e-0419
GO:001095231StomachCAGpositive regulation of peptidase activity17/552197/187237.83e-052.10e-0317
GO:001095031StomachCAGpositive regulation of endopeptidase activity15/552179/187232.80e-045.41e-0315
GO:20010563StomachCAGpositive regulation of cysteine-type endopeptidase activity13/552148/187234.47e-047.68e-0313
GO:00432803StomachCAGpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process11/552129/187231.53e-031.86e-0211
GO:000612231StomachCAGmitochondrial electron transport, ubiquinol to cytochrome c3/55211/187233.52e-033.32e-023
GO:004603441StomachWIMATP metabolic process33/426277/187237.07e-151.40e-1133
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501218BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502016BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501416BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0493216BreastPrecancerNon-alcoholic fatty liver disease48/684155/84656.16e-171.50e-151.15e-1548
hsa0513414BreastPrecancerLegionellosis19/68457/84654.62e-089.12e-076.98e-0719
hsa0541718BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa042108BreastPrecancerApoptosis25/684136/84657.61e-056.87e-045.26e-0425
hsa0516316BreastPrecancerHuman cytomegalovirus infection32/684225/84651.13e-037.57e-035.80e-0332
hsa0501219BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502017BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501417BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0493217BreastPrecancerNon-alcoholic fatty liver disease48/684155/84656.16e-171.50e-151.15e-1548
hsa0513415BreastPrecancerLegionellosis19/68457/84654.62e-089.12e-076.98e-0719
hsa0541719BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0421013BreastPrecancerApoptosis25/684136/84657.61e-056.87e-045.26e-0425
hsa0516317BreastPrecancerHuman cytomegalovirus infection32/684225/84651.13e-037.57e-035.80e-0332
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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
CYCSSNVMissense_Mutationnovelc.64G>Ap.Glu22Lysp.E22KP99999protein_codingdeleterious(0.01)benign(0.162)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
CYCSSNVMissense_Mutationnovelc.163A>Gp.Asn55Aspp.N55DP99999protein_codingdeleterious(0.05)benign(0.031)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CYCSSNVMissense_Mutationnovelc.4G>Ap.Gly2Serp.G2SP99999protein_codingdeleterious(0.04)benign(0.167)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CYCSSNVMissense_Mutationnovelc.243G>Tp.Met81Ilep.M81IP99999protein_codingtolerated(0.09)benign(0.167)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CYCSSNVMissense_Mutationrs11548796c.91N>Tp.Pro31Serp.P31SP99999protein_codingdeleterious(0.04)possibly_damaging(0.786)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CYCSSNVMissense_Mutationnovelc.142T>Cp.Ser48Prop.S48PP99999protein_codingdeleterious(0.01)benign(0.007)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CYCSSNVMissense_Mutationc.281N>Cp.Asp94Alap.D94AP99999protein_codingdeleterious(0.01)benign(0.225)TCGA-BS-A0TC-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CYCSSNVMissense_Mutationc.29N>Gp.Ile10Serp.I10SP99999protein_codingdeleterious(0.02)probably_damaging(0.931)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CYCSSNVMissense_Mutationnovelc.290N>Tp.Ala97Valp.A97VP99999protein_codingdeleterious(0.03)benign(0.146)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CYCSSNVMissense_Mutationnovelc.4G>Cp.Gly2Argp.G2RP99999protein_codingdeleterious(0.01)possibly_damaging(0.863)TCGA-78-7145-01Lunglung adenocarcinomaFemale<65III/IVChemotherapycisplatinPD
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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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