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: NCOA7

Gene summary for NCOA7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NCOA7

Gene ID

135112

Gene namenuclear receptor coactivator 7
Gene AliasERAP140
Cytomap6q22.31-q22.32
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B3KXK4


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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
135112NCOA7CA_HPV_1HumanCervixCC2.55e-03-4.44e-020.0264
135112NCOA7CCI_2HumanCervixCC2.40e-038.17e-010.5249
135112NCOA7sample1HumanCervixCC9.35e-147.63e-010.0959
135112NCOA7L1HumanCervixCC1.10e-02-3.17e-010.0802
135112NCOA7T1HumanCervixCC2.70e-237.46e-010.0918
135112NCOA7LZE4THumanEsophagusESCC6.42e-051.06e+000.0811
135112NCOA7LZE8THumanEsophagusESCC2.33e-141.38e+000.067
135112NCOA7LZE24THumanEsophagusESCC6.48e-202.20e+000.0596
135112NCOA7LZE21THumanEsophagusESCC1.78e-031.12e+000.0655
135112NCOA7P1T-EHumanEsophagusESCC3.45e-091.52e+000.0875
135112NCOA7P2T-EHumanEsophagusESCC2.33e-622.61e+000.1177
135112NCOA7P4T-EHumanEsophagusESCC1.83e-272.40e+000.1323
135112NCOA7P5T-EHumanEsophagusESCC1.20e-036.93e-010.1327
135112NCOA7P8T-EHumanEsophagusESCC1.05e-272.17e+000.0889
135112NCOA7P9T-EHumanEsophagusESCC8.61e-063.83e-010.1131
135112NCOA7P11T-EHumanEsophagusESCC3.40e-038.06e-010.1426
135112NCOA7P15T-EHumanEsophagusESCC1.42e-201.81e+000.1149
135112NCOA7P16T-EHumanEsophagusESCC3.46e-251.36e+000.1153
135112NCOA7P20T-EHumanEsophagusESCC5.44e-292.37e+000.1124
135112NCOA7P21T-EHumanEsophagusESCC1.15e-402.50e+000.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:000697910CervixCCresponse to oxidative stress102/2311446/187232.99e-104.36e-08102
GO:006219710CervixCCcellular response to chemical stress76/2311337/187231.01e-075.25e-0676
GO:003459910CervixCCcellular response to oxidative stress63/2311288/187233.58e-069.50e-0563
GO:007099710CervixCCneuron death70/2311361/187237.50e-051.03e-0370
GO:190121410CervixCCregulation of neuron death61/2311319/187233.11e-043.31e-0361
GO:00170143CervixCCprotein nitrosylation7/231116/187231.79e-031.34e-027
GO:00181193CervixCCpeptidyl-cysteine S-nitrosylation7/231116/187231.79e-031.34e-027
GO:003647310CervixCCcell death in response to oxidative stress21/231195/187235.32e-033.10e-0221
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
GO:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
GO:1901214111EsophagusESCCregulation of neuron death186/8552319/187233.35e-063.73e-05186
GO:003647320EsophagusESCCcell death in response to oxidative stress59/855295/187239.12e-044.65e-0359
GO:190121516EsophagusESCCnegative regulation of neuron death115/8552208/187233.24e-031.34e-02115
GO:190288220EsophagusESCCregulation of response to oxidative stress58/855298/187234.86e-031.88e-0258
GO:190320316EsophagusESCCregulation of oxidative stress-induced neuron death19/855227/187238.35e-032.95e-0219
GO:190040720EsophagusESCCregulation of cellular response to oxidative stress52/855289/187231.04e-023.56e-0252
GO:190320120EsophagusESCCregulation of oxidative stress-induced cell death44/855274/187231.18e-023.94e-0244
GO:00069797LiverNAFLDresponse to oxidative stress78/1882446/187237.85e-074.29e-0578
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041424LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa0414211LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414221Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
hsa0414231Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
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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
NCOA7SNVMissense_Mutationrs767033570c.1327N>Ap.Asp443Asnp.D443NQ8NI08protein_codingtolerated_low_confidence(0.07)benign(0.006)TCGA-AC-A6IX-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
NCOA7SNVMissense_Mutationc.2407N>Ap.Pro803Thrp.P803TQ8NI08protein_codingdeleterious(0)probably_damaging(0.982)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NCOA7SNVMissense_Mutationc.580N>Ap.Asp194Asnp.D194NQ8NI08protein_codingtolerated(0.06)possibly_damaging(0.788)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NCOA7insertionNonsense_Mutationnovelc.1113_1114insTGAGACGTGCATGTGAGAACCAGGATCp.Leu371_Lys372insTerp.L371_K372ins*Q8NI08protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
NCOA7deletionFrame_Shift_Delc.242delNp.Arg81LeufsTer4p.R81Lfs*4Q8NI08protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
NCOA7SNVMissense_Mutationc.2767G>Ap.Asp923Asnp.D923NQ8NI08protein_codingtolerated(0.15)probably_damaging(0.999)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NCOA7SNVMissense_Mutationnovelc.2747C>Gp.Ser916Cysp.S916CQ8NI08protein_codingdeleterious(0.03)benign(0.159)TCGA-VS-A9U7-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NCOA7SNVMissense_Mutationc.1415N>Tp.Thr472Ilep.T472IQ8NI08protein_codingtolerated_low_confidence(0.21)benign(0.021)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NCOA7SNVMissense_Mutationc.2612N>Gp.His871Argp.H871RQ8NI08protein_codingdeleterious(0.01)benign(0.079)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
NCOA7SNVMissense_Mutationc.2320N>Tp.Pro774Serp.P774SQ8NI08protein_codingdeleterious(0)probably_damaging(0.958)TCGA-D5-6928-01Colorectumcolon 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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