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: CYBB

Gene summary for CYBB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CYBB

Gene ID

1536

Gene namecytochrome b-245 beta chain
Gene AliasAMCBX2
CytomapXp21.1-p11.4
Gene Typeprotein-coding
GO ID

GO:0001101

UniProtAcc

A0A0S2Z3S6


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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
1536CYBBGSM5353216_PA_PB1A_Pool_1_3_S50_L002HumanProstateTumor1.29e-047.69e-010.159
1536CYBBGSM5353228_PA_PR5199-640K_Pool_1_3_S108_L004HumanProstateTumor7.07e-039.07e-010.1537
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:000609117ProstateTumorgeneration of precursor metabolites and energy166/3246490/187232.38e-191.23e-16166
GO:002290017ProstateTumorelectron transport chain76/3246175/187235.59e-161.09e-1376
GO:004854519ProstateTumorresponse to steroid hormone118/3246339/187234.46e-156.94e-13118
GO:190165418ProstateTumorresponse to ketone70/3246194/187232.69e-101.48e-0870
GO:007048218ProstateTumorresponse to oxygen levels102/3246347/187231.62e-085.75e-07102
GO:001003819ProstateTumorresponse to metal ion107/3246373/187233.02e-089.77e-07107
GO:003629318ProstateTumorresponse to decreased oxygen levels94/3246322/187238.37e-082.29e-0694
GO:003196017ProstateTumorresponse to corticosteroid57/3246167/187231.11e-072.94e-0657
GO:003166719ProstateTumorresponse to nutrient levels127/3246474/187231.27e-073.28e-06127
GO:000166618ProstateTumorresponse to hypoxia90/3246307/187231.27e-073.28e-0690
GO:004343418ProstateTumorresponse to peptide hormone113/3246414/187232.24e-075.42e-06113
GO:007124114ProstateTumorcellular response to inorganic substance66/3246226/187236.63e-061.00e-0466
GO:007145316ProstateTumorcellular response to oxygen levels54/3246177/187231.13e-051.62e-0454
GO:003629416ProstateTumorcellular response to decreased oxygen levels49/3246161/187233.02e-053.62e-0449
GO:007124815ProstateTumorcellular response to metal ion56/3246197/187237.26e-057.65e-0456
GO:009730518ProstateTumorresponse to alcohol68/3246253/187239.02e-058.88e-0468
GO:007145614ProstateTumorcellular response to hypoxia45/3246151/187231.08e-041.03e-0345
GO:000941017ProstateTumorresponse to xenobiotic stimulus110/3246462/187232.13e-041.84e-03110
GO:004668615ProstateTumorresponse to cadmium ion24/324668/187232.85e-042.32e-0324
GO:007259315ProstateTumorreactive oxygen species metabolic process63/3246239/187232.87e-042.32e-0363
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502027ProstateTumorPrion disease142/1791273/84652.80e-303.09e-281.92e-28142
hsa0517129ProstateTumorCoronavirus disease - COVID-19118/1791232/84653.58e-241.69e-221.05e-22118
hsa0501027ProstateTumorAlzheimer disease166/1791384/84651.64e-236.79e-224.21e-22166
hsa0541528ProstateTumorDiabetic cardiomyopathy103/1791203/84654.04e-211.22e-197.54e-20103
hsa0502227ProstateTumorPathways of neurodegeneration - multiple diseases182/1791476/84651.34e-183.16e-171.96e-17182
hsa0406626ProstateTumorHIF-1 signaling pathway41/1791109/84655.67e-054.27e-042.65e-0441
hsa0414527ProstateTumorPhagosome52/1791152/84651.19e-047.42e-044.60e-0452
hsa0467029ProstateTumorLeukocyte transendothelial migration41/1791114/84651.80e-041.08e-036.68e-0441
hsa0541729ProstateTumorLipid and atherosclerosis65/1791215/84659.79e-044.44e-032.75e-0365
hsa0493322ProstateTumorAGE-RAGE signaling pathway in diabetic complications33/1791100/84653.79e-031.36e-028.46e-0333
hsa0421721ProstateTumorNecroptosis46/1791159/84651.20e-023.68e-022.28e-0246
hsa0514023ProstateTumorLeishmaniasis25/179177/84651.35e-024.10e-022.54e-0225
hsa0502036ProstateTumorPrion disease142/1791273/84652.80e-303.09e-281.92e-28142
hsa0517137ProstateTumorCoronavirus disease - COVID-19118/1791232/84653.58e-241.69e-221.05e-22118
hsa0501036ProstateTumorAlzheimer disease166/1791384/84651.64e-236.79e-224.21e-22166
hsa0541536ProstateTumorDiabetic cardiomyopathy103/1791203/84654.04e-211.22e-197.54e-20103
hsa0502236ProstateTumorPathways of neurodegeneration - multiple diseases182/1791476/84651.34e-183.16e-171.96e-17182
hsa0406635ProstateTumorHIF-1 signaling pathway41/1791109/84655.67e-054.27e-042.65e-0441
hsa0414535ProstateTumorPhagosome52/1791152/84651.19e-047.42e-044.60e-0452
hsa0467037ProstateTumorLeukocyte transendothelial migration41/1791114/84651.80e-041.08e-036.68e-0441
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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
CYBBSNVMissense_Mutationc.942N>Cp.Lys314Asnp.K314NP04839protein_codingdeleterious(0)possibly_damaging(0.861)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CYBBSNVMissense_Mutationnovelc.1636N>Gp.Leu546Valp.L546VP04839protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CYBBSNVMissense_Mutationc.862N>Gp.Phe288Valp.F288VP04839protein_codingtolerated(0.12)benign(0.426)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
CYBBinsertionNonsense_Mutationnovelc.637_638insAATAATCCp.Val213GlufsTer2p.V213Efs*2P04839protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CYBBinsertionFrame_Shift_Insnovelc.1402_1403insTp.Arg468MetfsTer18p.R468Mfs*18P04839protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CYBBinsertionFrame_Shift_Insnovelc.1404_1405insTTAGCCAAATATTTCTCTTTTTACTTCCAp.Asn469LeufsTer43p.N469Lfs*43P04839protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CYBBSNVMissense_Mutationnovelc.118N>Cp.Phe40Leup.F40LP04839protein_codingtolerated(0.4)benign(0.01)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CYBBSNVMissense_Mutationc.1039N>Ap.Glu347Lysp.E347KP04839protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
CYBBSNVMissense_Mutationnovelc.748N>Cp.Glu250Glnp.E250QP04839protein_codingtolerated(0.25)benign(0.001)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CYBBSNVMissense_Mutationrs781797749c.470N>Ap.Arg157Glnp.R157QP04839protein_codingtolerated(0.11)benign(0.417)TCGA-AA-3976-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolinicCR
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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
1536CYBBION CHANNEL, TRANSPORTER, DRUGGABLE GENOME, ENZYMEAPIGENINAPIGENIN23786520
1536CYBBION CHANNEL, TRANSPORTER, DRUGGABLE GENOME, ENZYMEinhibitor363894227
1536CYBBION CHANNEL, TRANSPORTER, DRUGGABLE GENOME, ENZYMEinhibitor363894229
1536CYBBION CHANNEL, TRANSPORTER, DRUGGABLE GENOME, ENZYMEinhibitor363894225
1536CYBBION CHANNEL, TRANSPORTER, DRUGGABLE GENOME, ENZYMECHRYSINCHRYSIN23786520
1536CYBBION CHANNEL, TRANSPORTER, DRUGGABLE GENOME, ENZYMELUTEOLINLUTEOLIN23786520
1536CYBBION CHANNEL, TRANSPORTER, DRUGGABLE GENOME, ENZYMEinhibitor363894226
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