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: NFIC

Gene summary for NFIC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NFIC

Gene ID

4782

Gene namenuclear factor I C
Gene AliasCTF
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

B7Z4T6


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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
4782NFICGSM4909296HumanBreastIDC4.73e-102.08e-010.1524
4782NFICGSM4909297HumanBreastIDC5.16e-10-1.60e-010.1517
4782NFICGSM4909298HumanBreastIDC3.82e-052.92e-010.1551
4782NFICGSM4909302HumanBreastIDC6.99e-042.85e-010.1545
4782NFICGSM4909303HumanBreastIDC8.84e-044.91e-010.0438
4782NFICGSM4909306HumanBreastIDC8.17e-032.67e-010.1564
4782NFICGSM4909308HumanBreastIDC2.37e-043.24e-010.158
4782NFICGSM4909311HumanBreastIDC1.11e-22-1.70e-010.1534
4782NFICGSM4909312HumanBreastIDC6.91e-089.45e-020.1552
4782NFICGSM4909313HumanBreastIDC6.42e-031.95e-010.0391
4782NFICGSM4909319HumanBreastIDC1.16e-40-5.27e-020.1563
4782NFICGSM4909320HumanBreastIDC8.32e-03-2.76e-010.1575
4782NFICGSM4909321HumanBreastIDC1.03e-151.59e-020.1559
4782NFICbrca3HumanBreastPrecancer9.68e-032.25e-01-0.0263
4782NFICM5HumanBreastIDC3.58e-097.60e-010.1598
4782NFICNCCBC14HumanBreastDCIS1.56e-071.03e-010.2021
4782NFICNCCBC3HumanBreastDCIS1.36e-031.06e-010.1198
4782NFICNCCBC5HumanBreastDCIS7.82e-08-4.52e-020.2046
4782NFICNCCBC6HumanBreastDCIS8.80e-084.89e-010.2095
4782NFICP1HumanBreastIDC1.90e-154.36e-020.1527
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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
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
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
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:0006260ColorectumMSI-HDNA replication31/1319260/187232.83e-033.63e-0231
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:000626011Oral cavityLPDNA replication97/4623260/187233.67e-067.75e-0597
GO:00062605SkinAKDNA replication40/1910260/187235.49e-033.03e-0240
GO:000626012SkincSCCDNA replication106/4864260/187231.18e-072.77e-06106
GO:00062606ThyroidPTCDNA replication114/5968260/187233.09e-052.95e-04114
GO:000626013ThyroidATCDNA replication124/6293260/187231.58e-061.93e-05124
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
NFICMLUMBreastADJTPT1,ZBTB16,NFIX, etc.2.98e-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.
NFICDCCervixADJNOTCH1,IGFBP6,EPHB2, etc.1.49e-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.
NFICTACColorectumADJAC092683.1,ILF3,NUP210, etc.1.76e-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.
NFICASCColorectumADJAC092683.1,ILF3,NUP210, etc.1.29e-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.
NFICSTMColorectumADJAC092683.1,ILF3,NUP210, etc.9.70e-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.
NFICMACColorectumADTEX264,YIF1B,C1QB, etc.1.11e-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.
NFICMACColorectumFAPTEX264,YIF1B,C1QB, etc.3.14e-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.
NFICMACColorectumSERTEX264,YIF1B,C1QB, etc.1.26e-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.
NFICHEPLiverNAFLDPRKCDBP,CXCL2,BUD13, 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.
NFICSTMLungHealthyMED24,DEK,ICAM1, etc.1.95e-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.
∗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
NFICSNVMissense_Mutationc.1234N>Gp.Leu412Valp.L412VP08651protein_codingdeleterious(0.04)probably_damaging(0.994)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NFICSNVMissense_Mutationc.515N>Tp.Ala172Valp.A172VP08651protein_codingtolerated(0.06)benign(0.19)TCGA-BH-A0B5-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinCR
NFICSNVMissense_Mutationrs564835230c.1438N>Ap.Asp480Asnp.D480NP08651protein_codingdeleterious(0.01)benign(0)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
NFICdeletionFrame_Shift_Delnovelc.298delNp.Lys100ArgfsTer141p.K100Rfs*141P08651protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
NFICSNVMissense_Mutationc.44N>Tp.Pro15Leup.P15LP08651protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NFICSNVMissense_Mutationnovelc.210N>Cp.Gln70Hisp.Q70HP08651protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
NFICSNVMissense_Mutationnovelc.857N>Tp.Ser286Leup.S286LP08651protein_codingdeleterious(0)probably_damaging(0.994)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NFICSNVMissense_Mutationnovelc.725G>Ap.Gly242Glup.G242EP08651protein_codingdeleterious(0.01)probably_damaging(0.934)TCGA-ZJ-AAXB-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NFICSNVMissense_Mutationc.919N>Tp.Thr307Serp.T307SP08651protein_codingtolerated(0.71)benign(0.138)TCGA-A6-4105-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NFICSNVMissense_Mutationrs757507471c.706N>Tp.Arg236Trpp.R236WP08651protein_codingdeleterious(0)possibly_damaging(0.745)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=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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