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: CYBRD1

Gene summary for CYBRD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CYBRD1

Gene ID

79901

Gene namecytochrome b reductase 1
Gene AliasCYB561A2
Cytomap2q31.1
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q53TN4


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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
79901CYBRD1GSM4909299HumanBreastIDC8.34e-083.28e-010.035
79901CYBRD1GSM4909300HumanBreastIDC1.61e-022.94e-010.0334
79901CYBRD1GSM4909307HumanBreastIDC9.14e-093.57e-010.1569
79901CYBRD1GSM4909308HumanBreastIDC3.57e-194.73e-010.158
79901CYBRD1GSM4909311HumanBreastIDC8.80e-04-6.18e-030.1534
79901CYBRD1GSM4909312HumanBreastIDC7.26e-032.37e-010.1552
79901CYBRD1GSM4909319HumanBreastIDC6.48e-05-7.86e-020.1563
79901CYBRD1M5HumanBreastIDC1.76e-067.07e-010.1598
79901CYBRD1DCIS2HumanBreastDCIS7.72e-452.20e-010.0085
79901CYBRD1LZE5THumanEsophagusESCC2.70e-025.14e-020.0514
79901CYBRD1LZE24THumanEsophagusESCC4.64e-05-2.99e-040.0596
79901CYBRD1P2T-EHumanEsophagusESCC5.61e-10-4.04e-020.1177
79901CYBRD1P4T-EHumanEsophagusESCC1.61e-121.59e-010.1323
79901CYBRD1P8T-EHumanEsophagusESCC6.24e-214.05e-010.0889
79901CYBRD1P9T-EHumanEsophagusESCC1.19e-089.64e-020.1131
79901CYBRD1P10T-EHumanEsophagusESCC4.94e-082.36e-010.116
79901CYBRD1P11T-EHumanEsophagusESCC6.88e-057.79e-020.1426
79901CYBRD1P12T-EHumanEsophagusESCC7.29e-152.30e-010.1122
79901CYBRD1P16T-EHumanEsophagusESCC8.41e-161.07e-010.1153
79901CYBRD1P19T-EHumanEsophagusESCC1.03e-041.52e-010.1662
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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
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
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:001003814BreastIDCresponse to metal ion65/1434373/187232.95e-103.42e-0865
GO:005507613BreastIDCtransition metal ion homeostasis23/1434138/187233.20e-044.79e-0323
GO:004691612BreastIDCcellular transition metal ion homeostasis20/1434115/187234.35e-045.90e-0320
GO:0010039BreastIDCresponse to iron ion8/143432/187232.32e-032.10e-028
GO:000682611BreastIDCiron ion transport11/143458/187234.10e-033.25e-0211
GO:005507212BreastIDCiron ion homeostasis14/143485/187234.98e-033.77e-0214
GO:001003824BreastDCISresponse to metal ion65/1390373/187238.03e-119.88e-0965
GO:005507622BreastDCIStransition metal ion homeostasis23/1390138/187232.04e-043.27e-0323
GO:004691621BreastDCIScellular transition metal ion homeostasis20/1390115/187232.91e-044.27e-0320
GO:00100391BreastDCISresponse to iron ion8/139032/187231.90e-031.81e-028
GO:000682621BreastDCISiron ion transport11/139058/187233.23e-032.73e-0211
GO:005507221BreastDCISiron ion homeostasis14/139085/187233.78e-033.03e-0214
GO:005507617EsophagusESCCtransition metal ion homeostasis87/8552138/187232.85e-052.37e-0487
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:00469169EsophagusESCCcellular transition metal ion homeostasis70/8552115/187237.28e-043.79e-0370
GO:00550729EsophagusESCCiron ion homeostasis52/855285/187232.86e-031.21e-0252
GO:005507610Oral cavityOSCCtransition metal ion homeostasis81/7305138/187232.13e-062.72e-0581
GO:001003820Oral cavityOSCCresponse to metal ion188/7305373/187234.34e-065.00e-05188
GO:00469168Oral cavityOSCCcellular transition metal ion homeostasis64/7305115/187232.13e-041.40e-0364
GO:00550728Oral cavityOSCCiron ion homeostasis46/730585/187233.31e-031.42e-0246
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0497814ProstateBPHMineral absorption20/171860/84651.22e-023.61e-022.23e-0220
hsa0497815ProstateBPHMineral absorption20/171860/84651.22e-023.61e-022.23e-0220
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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
CYBRD1SNVMissense_Mutationc.787N>Cp.Glu263Glnp.E263QQ53TN4protein_codingdeleterious(0.03)benign(0.307)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CYBRD1SNVMissense_Mutationc.827C>Tp.Ala276Valp.A276VQ53TN4protein_codingtolerated_low_confidence(0.15)benign(0.01)TCGA-AO-A1KR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CYBRD1SNVMissense_Mutationnovelc.676C>Tp.Arg226Cysp.R226CQ53TN4protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CYBRD1SNVMissense_Mutationc.21N>Tp.Trp7Cysp.W7CQ53TN4protein_codingtolerated(0.18)benign(0)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CYBRD1SNVMissense_Mutationc.530G>Ap.Gly177Glup.G177EQ53TN4protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CYBRD1SNVMissense_Mutationnovelc.256N>Ap.His86Asnp.H86NQ53TN4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CYBRD1SNVMissense_Mutationnovelc.225N>Tp.Trp75Cysp.W75CQ53TN4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CYBRD1SNVMissense_Mutationc.474N>Gp.Ile158Metp.I158MQ53TN4protein_codingtolerated(0.05)benign(0.079)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CYBRD1SNVMissense_Mutationc.549N>Gp.Ile183Metp.I183MQ53TN4protein_codingdeleterious(0.03)possibly_damaging(0.718)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
CYBRD1SNVMissense_Mutationnovelc.562G>Tp.Asp188Tyrp.D188YQ53TN4protein_codingdeleterious(0.02)benign(0)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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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