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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: CYBA

Gene summary for CYBA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CYBA

Gene ID

1535

Gene namecytochrome b-245 alpha chain
Gene AliasCGD4
Cytomap16q24.2
Gene Typeprotein-coding
GO ID

GO:0001101

UniProtAcc

B4DT46


Top

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
1535CYBAGSM4909281HumanBreastIDC5.10e-031.87e-010.21
1535CYBAGSM4909285HumanBreastIDC1.04e-074.01e-020.21
1535CYBAGSM4909286HumanBreastIDC3.91e-09-2.31e-010.1081
1535CYBAGSM4909290HumanBreastIDC3.89e-18-6.32e-010.2096
1535CYBAGSM4909292HumanBreastIDC7.11e-04-7.13e-010.1236
1535CYBAGSM4909293HumanBreastIDC4.64e-05-5.09e-020.1581
1535CYBAGSM4909294HumanBreastIDC1.45e-21-6.28e-010.2022
1535CYBAGSM4909296HumanBreastIDC1.26e-081.94e-010.1524
1535CYBAGSM4909297HumanBreastIDC2.34e-29-6.63e-010.1517
1535CYBAGSM4909298HumanBreastIDC1.15e-06-2.97e-010.1551
1535CYBAGSM4909302HumanBreastIDC1.02e-14-4.90e-010.1545
1535CYBAGSM4909304HumanBreastIDC1.56e-074.09e-010.1636
1535CYBAGSM4909305HumanBreastIDC4.62e-05-3.25e-010.0436
1535CYBAGSM4909306HumanBreastIDC2.45e-16-5.51e-010.1564
1535CYBAGSM4909311HumanBreastIDC3.91e-24-5.82e-010.1534
1535CYBAGSM4909312HumanBreastIDC5.42e-15-4.99e-010.1552
1535CYBAGSM4909315HumanBreastIDC5.00e-02-2.91e-010.21
1535CYBAGSM4909317HumanBreastIDC7.29e-085.15e-010.1355
1535CYBAGSM4909319HumanBreastIDC7.70e-37-6.94e-010.1563
1535CYBAGSM4909320HumanBreastIDC2.31e-13-7.04e-010.1575
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 

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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:005067319SkinAKepithelial cell proliferation86/1910437/187231.52e-091.43e-0786
GO:007121420SkinAKcellular response to abiotic stimulus67/1910331/187233.15e-081.71e-0667
GO:010400420SkinAKcellular response to environmental stimulus67/1910331/187233.15e-081.71e-0667
GO:005067818SkinAKregulation of epithelial cell proliferation72/1910381/187231.76e-077.28e-0672
GO:007149627SkinAKcellular response to external stimulus63/1910320/187232.30e-079.13e-0663
GO:190165425SkinAKresponse to ketone43/1910194/187237.32e-072.49e-0543
GO:007147810SkinAKcellular response to radiation41/1910186/187231.53e-064.61e-0541
GO:000155820SkinAKregulation of cell growth73/1910414/187232.21e-066.27e-0573
GO:000931420SkinAKresponse to radiation78/1910456/187233.32e-068.59e-0578
GO:00321038SkinAKpositive regulation of response to external stimulus74/1910427/187233.63e-069.07e-0574
GO:003196025SkinAKresponse to corticosteroid37/1910167/187234.28e-061.05e-0437
GO:007147920SkinAKcellular response to ionizing radiation20/191072/187232.28e-054.16e-0420
GO:004343425SkinAKresponse to peptide hormone69/1910414/187232.87e-054.98e-0469
GO:000961217SkinAKresponse to mechanical stimulus42/1910216/187233.07e-055.21e-0442
GO:000974327SkinAKresponse to carbohydrate47/1910253/187233.61e-056.02e-0447
GO:003428426SkinAKresponse to monosaccharide43/1910225/187233.82e-056.31e-0443
GO:007137517SkinAKcellular response to peptide hormone stimulus52/1910290/187233.86e-056.35e-0452
GO:190165320SkinAKcellular response to peptide61/1910359/187234.60e-057.21e-0461
GO:003030716SkinAKpositive regulation of cell growth34/1910166/187235.76e-058.63e-0434
GO:00712306SkinAKcellular response to amino acid stimulus19/191071/187236.36e-059.31e-0419
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502016BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0520818BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0541518BreastPrecancerDiabetic cardiomyopathy63/684203/84655.63e-221.48e-201.14e-2063
hsa0541818BreastPrecancerFluid shear stress and atherosclerosis28/684139/84654.74e-066.00e-054.59e-0528
hsa0541718BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0414518BreastPrecancerPhagosome27/684152/84657.37e-056.85e-045.25e-0427
hsa0467018BreastPrecancerLeukocyte transendothelial migration20/684114/84657.26e-045.33e-034.09e-0320
hsa0502017BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0520819BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0541519BreastPrecancerDiabetic cardiomyopathy63/684203/84655.63e-221.48e-201.14e-2063
hsa0541819BreastPrecancerFluid shear stress and atherosclerosis28/684139/84654.74e-066.00e-054.59e-0528
hsa0541719BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0414519BreastPrecancerPhagosome27/684152/84657.37e-056.85e-045.25e-0427
hsa0467019BreastPrecancerLeukocyte transendothelial migration20/684114/84657.26e-045.33e-034.09e-0320
hsa0502023BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
hsa0520824BreastIDCChemical carcinogenesis - reactive oxygen species71/867223/84652.55e-197.53e-185.63e-1871
hsa0541523BreastIDCDiabetic cardiomyopathy67/867203/84653.17e-198.59e-186.43e-1867
hsa0541824BreastIDCFluid shear stress and atherosclerosis34/867139/84659.41e-071.61e-051.20e-0534
hsa0414522BreastIDCPhagosome34/867152/84658.00e-069.99e-057.48e-0534
hsa0541724BreastIDCLipid and atherosclerosis35/867215/84653.67e-032.29e-021.71e-0235
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
CYBASNVMissense_Mutationnovelc.316G>Cp.Ala106Prop.A106PP13498protein_codingtolerated(0.57)probably_damaging(0.974)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CYBASNVMissense_Mutationrs201755210c.293N>Tp.Ser98Leup.S98LP13498protein_codingdeleterious(0.05)benign(0.137)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CYBASNVMissense_Mutationrs776963412c.134N>Tp.Ala45Valp.A45VP13498protein_codingtolerated(0.22)probably_damaging(0.996)TCGA-AJ-A3OJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
CYBASNVMissense_Mutationrs776963412c.134N>Tp.Ala45Valp.A45VP13498protein_codingtolerated(0.22)probably_damaging(0.996)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CYBASNVMissense_Mutationrs776963412c.134N>Tp.Ala45Valp.A45VP13498protein_codingtolerated(0.22)probably_damaging(0.996)TCGA-B5-A0JV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
CYBASNVMissense_Mutationrs13306293c.223N>Ap.Ala75Thrp.A75TP13498protein_codingtolerated(0.58)benign(0.003)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CYBASNVMissense_Mutationrs179363892c.268C>Tp.Arg90Trpp.R90WP13498protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CYBASNVMissense_Mutationnovelc.355G>Ap.Gly119Serp.G119SP13498protein_codingtolerated(0.41)benign(0.007)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
CYBASNVMissense_Mutationnovelc.200N>Ap.Arg67Hisp.R67HP13498protein_codingdeleterious(0)probably_damaging(0.998)TCGA-DD-AACF-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownPD
CYBASNVMissense_Mutationrs755658845c.163C>Tp.Pro55Serp.P55SP13498protein_codingtolerated(0.1)probably_damaging(0.999)TCGA-56-8628-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
Page: 1 2 

Top

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
1535CYBATRANSPORTERsimvastatinSIMVASTATIN15936011
1535CYBATRANSPORTERidarubicinIDARUBICIN19448608,28485375,16330681,25823784
1535CYBATRANSPORTERdoxorubicinDOXORUBICIN19448608,28485375,21048526,16330681,25823784
Page: 1