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: NFYB

Gene summary for NFYB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NFYB

Gene ID

4801

Gene namenuclear transcription factor Y subunit beta
Gene AliasCBF-A
Cytomap12q23.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024RBG7


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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
4801NFYBLZE4THumanEsophagusESCC2.89e-123.27e-010.0811
4801NFYBLZE7THumanEsophagusESCC3.72e-041.87e-010.0667
4801NFYBLZE8THumanEsophagusESCC9.46e-081.21e-010.067
4801NFYBLZE20THumanEsophagusESCC8.03e-037.34e-020.0662
4801NFYBLZE24THumanEsophagusESCC8.08e-143.53e-010.0596
4801NFYBLZE6THumanEsophagusESCC7.46e-041.86e-010.0845
4801NFYBP1T-EHumanEsophagusESCC4.00e-072.16e-010.0875
4801NFYBP2T-EHumanEsophagusESCC9.14e-336.85e-010.1177
4801NFYBP4T-EHumanEsophagusESCC6.92e-276.44e-010.1323
4801NFYBP5T-EHumanEsophagusESCC5.35e-162.71e-010.1327
4801NFYBP8T-EHumanEsophagusESCC7.12e-295.86e-010.0889
4801NFYBP9T-EHumanEsophagusESCC1.31e-102.47e-010.1131
4801NFYBP10T-EHumanEsophagusESCC1.59e-315.14e-010.116
4801NFYBP11T-EHumanEsophagusESCC4.64e-093.98e-010.1426
4801NFYBP12T-EHumanEsophagusESCC5.58e-235.60e-010.1122
4801NFYBP15T-EHumanEsophagusESCC2.66e-225.37e-010.1149
4801NFYBP16T-EHumanEsophagusESCC1.37e-182.60e-010.1153
4801NFYBP17T-EHumanEsophagusESCC8.07e-093.07e-010.1278
4801NFYBP19T-EHumanEsophagusESCC7.11e-042.96e-010.1662
4801NFYBP20T-EHumanEsophagusESCC1.62e-194.28e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
∗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:199082316EsophagusESCCresponse to leukemia inhibitory factor60/855295/187234.41e-042.48e-0360
GO:199083015EsophagusESCCcellular response to leukemia inhibitory factor59/855294/187236.19e-043.32e-0359
GO:19908237Oral cavityOSCCresponse to leukemia inhibitory factor58/730595/187231.10e-051.14e-0458
GO:19908307Oral cavityOSCCcellular response to leukemia inhibitory factor57/730594/187231.75e-051.71e-0457
GO:199082317SkincSCCresponse to leukemia inhibitory factor42/486495/187238.79e-058.27e-0442
GO:199083016SkincSCCcellular response to leukemia inhibitory factor41/486494/187231.53e-041.35e-0341
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa051527EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa0461230EsophagusESCCAntigen processing and presentation51/420578/84653.57e-039.34e-034.78e-0351
hsa05166310EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0515212EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa04612114EsophagusESCCAntigen processing and presentation51/420578/84653.57e-039.34e-034.78e-0351
hsa0516622LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa0516632LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa0516630Oral cavityOSCCHuman T-cell leukemia virus 1 infection150/3704222/84653.68e-137.26e-123.70e-12150
hsa051526Oral cavityOSCCTuberculosis105/3704180/84655.00e-052.04e-041.04e-04105
hsa0461229Oral cavityOSCCAntigen processing and presentation47/370478/84652.37e-036.35e-033.23e-0347
hsa05166113Oral cavityOSCCHuman T-cell leukemia virus 1 infection150/3704222/84653.68e-137.26e-123.70e-12150
hsa0515211Oral cavityOSCCTuberculosis105/3704180/84655.00e-052.04e-041.04e-04105
hsa04612113Oral cavityOSCCAntigen processing and presentation47/370478/84652.37e-036.35e-033.23e-0347
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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
NFYBINCAFCervixN_HPVSLC2A4,TWISTNB,BAG2, etc.7.86e-01The 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.
NFYBCD8TEXINTEndometriumAEHJCHAIN,ACSL6,CLP1, etc.1.20e-01The 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.
NFYBTH1EndometriumEECJCHAIN,ACSL6,CLP1, etc.7.96e-02The 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.
NFYBPROEsophagusHGINNDUFB3,RP11-225N10.1,PGF, etc.3.68e-01The 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.
NFYBPVALiverCirrhoticCTC-425F1.4,CTC-526N19.1,EPT1, etc.3.97e-01The 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.
NFYBSPIOral cavityHealthyPPP1R10,YOD1,STX7, etc.3.11e-01The 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.
NFYBCAFOral cavityADJTNFSF13B,PAPLN,LXN, etc.3.58e-02The 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.
NFYBFIBOral cavityADJTNFSF13B,PAPLN,LXN, etc.2.63e-04The 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.
NFYBMYOFIBOral cavityADJTNFSF13B,PAPLN,LXN, etc.-4.44e-16The 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.
NFYBECMOral cavityHealthyTNFSF13B,PAPLN,LXN, etc.6.71e-02The 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.
∗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
NFYBinsertionNonsense_Mutationnovelc.268_269insAAACTGTTCCACCTCAGATCATCAGGCATTAGTTAGATTCTCAp.Val90GlufsTer11p.V90Efs*11P25208protein_codingTCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
NFYBinsertionFrame_Shift_Insnovelc.278_279insATATCAGCAGTCCTCAACATTTTTGGCACp.Phe93LeufsTer15p.F93Lfs*15P25208protein_codingTCGA-BH-A0BM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NFYBSNVMissense_Mutationc.550N>Gp.Gln184Glup.Q184EP25208protein_codingdeleterious(0.04)benign(0.074)TCGA-EA-A3QE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NFYBSNVMissense_Mutationnovelc.530G>Ap.Gly177Aspp.G177DP25208protein_codingtolerated(0.06)benign(0.079)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NFYBSNVMissense_Mutationc.387N>Gp.Ser129Argp.S129RP25208protein_codingdeleterious(0)benign(0.007)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NFYBSNVMissense_Mutationc.116T>Cp.Met39Thrp.M39TP25208protein_codingtolerated(0.62)benign(0)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NFYBSNVMissense_Mutationnovelc.279N>Ap.Phe93Leup.F93LP25208protein_codingdeleterious(0.02)probably_damaging(0.986)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NFYBSNVMissense_Mutationc.352N>Gp.Ile118Valp.I118VP25208protein_codingtolerated(0.06)possibly_damaging(0.68)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NFYBSNVMissense_Mutationnovelc.287T>Gp.Phe96Cysp.F96CP25208protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
NFYBSNVMissense_Mutationnovelc.355N>Ap.Leu119Ilep.L119IP25208protein_codingdeleterious(0.03)possibly_damaging(0.773)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
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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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