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: NFYC

Gene summary for NFYC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NFYC

Gene ID

4802

Gene namenuclear transcription factor Y subunit gamma
Gene AliasCBF-C
Cytomap1p34.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q13952


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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
4802NFYCHTA11_3410_2000001011HumanColorectumAD2.74e-04-3.27e-010.0155
4802NFYCHTA11_866_3004761011HumanColorectumAD9.64e-04-2.47e-010.096
4802NFYCHTA11_99999973899_84307HumanColorectumMSS4.62e-02-4.17e-010.2585
4802NFYCHTA11_99999974143_84620HumanColorectumMSS1.20e-05-3.78e-010.3005
4802NFYCA001-C-207HumanColorectumFAP1.40e-04-2.87e-010.1278
4802NFYCA015-C-203HumanColorectumFAP5.40e-20-3.38e-01-0.1294
4802NFYCA015-C-204HumanColorectumFAP5.03e-06-2.95e-01-0.0228
4802NFYCA014-C-040HumanColorectumFAP2.47e-03-3.95e-01-0.1184
4802NFYCA002-C-201HumanColorectumFAP2.08e-13-3.95e-010.0324
4802NFYCA002-C-203HumanColorectumFAP3.49e-04-1.84e-010.2786
4802NFYCA001-C-119HumanColorectumFAP1.84e-06-3.69e-01-0.1557
4802NFYCA001-C-108HumanColorectumFAP3.44e-15-3.73e-01-0.0272
4802NFYCA002-C-205HumanColorectumFAP1.06e-19-4.87e-01-0.1236
4802NFYCA001-C-104HumanColorectumFAP7.37e-05-3.09e-010.0184
4802NFYCA015-C-005HumanColorectumFAP1.27e-04-2.86e-01-0.0336
4802NFYCA015-C-006HumanColorectumFAP2.36e-14-4.80e-01-0.0994
4802NFYCA015-C-106HumanColorectumFAP4.92e-09-2.95e-01-0.0511
4802NFYCA002-C-114HumanColorectumFAP9.10e-14-3.17e-01-0.1561
4802NFYCA015-C-104HumanColorectumFAP1.78e-22-3.82e-01-0.1899
4802NFYCA001-C-014HumanColorectumFAP6.03e-11-3.56e-010.0135
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0006457ColorectumADprotein folding73/3918212/187233.24e-069.10e-0573
GO:00064572ColorectumMSSprotein folding71/3467212/187231.25e-075.91e-0671
GO:00064574ColorectumFAPprotein folding44/2622212/187234.36e-032.98e-0244
GO:000645720EsophagusHGINprotein folding75/2587212/187231.61e-153.86e-1375
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:0006457111SkincSCCprotein folding131/4864212/187232.96e-281.32e-25131
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046122ColorectumMSSAntigen processing and presentation27/187578/84657.72e-032.91e-021.78e-0227
hsa046123ColorectumMSSAntigen processing and presentation27/187578/84657.72e-032.91e-021.78e-0227
hsa051527EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa0461230EsophagusESCCAntigen processing and presentation51/420578/84653.57e-039.34e-034.78e-0351
hsa0515212EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa04612114EsophagusESCCAntigen processing and presentation51/420578/84653.57e-039.34e-034.78e-0351
hsa0461214LiverCirrhoticAntigen processing and presentation36/253078/84651.69e-038.01e-034.94e-0336
hsa0461215LiverCirrhoticAntigen processing and presentation36/253078/84651.69e-038.01e-034.94e-0336
hsa051526Oral cavityOSCCTuberculosis105/3704180/84655.00e-052.04e-041.04e-04105
hsa0461229Oral cavityOSCCAntigen processing and presentation47/370478/84652.37e-036.35e-033.23e-0347
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
NFYCMACColorectumMSI-HIL16,PEX5,GATD1, etc.9.52e-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.
NFYCMACColorectumMSSIL16,PEX5,GATD1, etc.4.68e-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.
NFYCPERIColorectumADJNAV1,SNTG2,ITGA9, etc.3.41e-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.
NFYCLYMENDColorectumCRCNAV1,SNTG2,ITGA9, etc.2.40e-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.
NFYCSURFEndometriumADJPRR15L,C1orf210,WDCP, etc.-2.22e-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.
NFYCBASEndometriumADJPRR15L,C1orf210,WDCP, etc.0.00e+00The 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.
NFYCBASEndometriumEECPRR15L,C1orf210,WDCP, etc.0.00e+00The 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.
NFYCBMEMLiverHealthyPTPRM,PDCD6,SNRPF, etc.7.26e-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.
NFYCPLALungAAHKCTD10,ASB6,GRK5, etc.1.52e-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.
NFYCM1MACLungAAHKCTD10,ASB6,GRK5, etc.0.00e+00The 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
NFYCSNVMissense_Mutationc.169N>Ap.Asp57Asnp.D57NQ13952protein_codingtolerated_low_confidence(0.05)probably_damaging(0.997)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
NFYCSNVMissense_Mutationc.1214N>Tp.Pro405Leup.P405LQ13952protein_codingdeleterious_low_confidence(0)benign(0)TCGA-D8-A1JD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NFYCSNVMissense_Mutationrs200544060c.1348N>Ap.Gly450Argp.G450RQ13952protein_codingdeleterious_low_confidence(0)possibly_damaging(0.515)TCGA-Q1-A6DW-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NFYCdeletionFrame_Shift_Delnovelc.1059delNp.Ser356HisfsTer54p.S356Hfs*54Q13952protein_codingTCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NFYCSNVMissense_Mutationc.641N>Gp.Gln214Argp.Q214RQ13952protein_codingdeleterious_low_confidence(0.01)benign(0.107)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NFYCSNVMissense_Mutationrs762151390c.1189N>Ap.Glu397Lysp.E397KQ13952protein_codingdeleterious_low_confidence(0.01)benign(0.068)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
NFYCSNVMissense_Mutationc.293G>Tp.Arg98Ilep.R98IQ13952protein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NFYCSNVMissense_Mutationrs762151390c.1189G>Ap.Glu397Lysp.E397KQ13952protein_codingdeleterious_low_confidence(0.01)benign(0.068)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NFYCSNVMissense_Mutationnovelc.634G>Tp.Ala212Serp.A212SQ13952protein_codingtolerated_low_confidence(0.16)benign(0)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NFYCSNVMissense_Mutationnovelc.860G>Ap.Arg287Glnp.R287QQ13952protein_codingtolerated_low_confidence(0.24)benign(0)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
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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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