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: NCOA4

Gene summary for NCOA4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NCOA4

Gene ID

8031

Gene namenuclear receptor coactivator 4
Gene AliasARA70
Cytomap10q11.22
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q13772


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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
8031NCOA4HTA11_78_2000001011HumanColorectumAD3.08e-034.03e-01-0.1088
8031NCOA4HTA11_347_2000001011HumanColorectumAD1.42e-084.33e-01-0.1954
8031NCOA4HTA11_99999970781_79442HumanColorectumMSS4.89e-063.82e-010.294
8031NCOA4HTA11_99999965104_69814HumanColorectumMSS3.25e-034.40e-010.281
8031NCOA4A002-C-201HumanColorectumFAP4.66e-02-1.40e-010.0324
8031NCOA4A002-C-205HumanColorectumFAP5.49e-03-1.44e-01-0.1236
8031NCOA4A014-C-008HumanColorectumFAP1.08e-03-2.16e-01-0.191
8031NCOA4LZE2THumanEsophagusESCC3.56e-023.61e-010.082
8031NCOA4LZE4THumanEsophagusESCC9.70e-154.96e-010.0811
8031NCOA4LZE5THumanEsophagusESCC7.99e-057.00e-010.0514
8031NCOA4LZE7THumanEsophagusESCC3.40e-033.35e-020.0667
8031NCOA4LZE8THumanEsophagusESCC7.28e-135.06e-010.067
8031NCOA4LZE20THumanEsophagusESCC2.45e-048.44e-020.0662
8031NCOA4LZE24THumanEsophagusESCC8.12e-196.06e-010.0596
8031NCOA4LZE21THumanEsophagusESCC8.05e-041.36e-010.0655
8031NCOA4P1T-EHumanEsophagusESCC2.74e-053.90e-010.0875
8031NCOA4P2T-EHumanEsophagusESCC1.63e-204.60e-010.1177
8031NCOA4P4T-EHumanEsophagusESCC7.60e-152.56e-010.1323
8031NCOA4P5T-EHumanEsophagusESCC5.96e-101.38e-010.1327
8031NCOA4P8T-EHumanEsophagusESCC4.61e-215.47e-010.0889
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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
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:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0007034ColorectumADvacuolar transport60/3918157/187234.97e-071.85e-0560
GO:0071383ColorectumADcellular response to steroid hormone stimulus73/3918204/187236.31e-072.24e-0573
GO:0055076ColorectumADtransition metal ion homeostasis53/3918138/187231.89e-065.65e-0553
GO:0030522ColorectumADintracellular receptor signaling pathway87/3918265/187233.69e-061.03e-0487
GO:0043401ColorectumADsteroid hormone mediated signaling pathway51/3918136/187236.52e-061.63e-0451
GO:0048545ColorectumADresponse to steroid hormone104/3918339/187231.33e-052.90e-04104
GO:0009755ColorectumADhormone-mediated signaling pathway64/3918190/187232.78e-055.24e-0464
GO:0046916ColorectumADcellular transition metal ion homeostasis43/3918115/187233.62e-056.56e-0443
GO:0030518ColorectumADintracellular steroid hormone receptor signaling pathway43/3918116/187234.61e-057.97e-0443
GO:0007041ColorectumADlysosomal transport42/3918114/187236.61e-051.07e-0342
GO:0072665ColorectumADprotein localization to vacuole27/391867/187232.40e-043.04e-0327
GO:0055072ColorectumADiron ion homeostasis32/391885/187232.97e-043.60e-0332
GO:0061458ColorectumADreproductive system development116/3918427/187231.11e-031.01e-02116
GO:1901654ColorectumADresponse to ketone59/3918194/187231.14e-031.04e-0259
GO:0061462ColorectumADprotein localization to lysosome19/391846/187231.36e-031.19e-0219
GO:0006879ColorectumADcellular iron ion homeostasis25/391867/187231.51e-031.27e-0225
GO:0048608ColorectumADreproductive structure development114/3918424/187231.78e-031.47e-02114
GO:0006623ColorectumADprotein targeting to vacuole15/391837/187235.24e-033.47e-0215
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05216ColorectumADThyroid cancer21/209237/84653.05e-052.76e-041.76e-0421
hsa04216ColorectumADFerroptosis21/209241/84652.23e-041.78e-031.13e-0321
hsa052161ColorectumADThyroid cancer21/209237/84653.05e-052.76e-041.76e-0421
hsa042161ColorectumADFerroptosis21/209241/84652.23e-041.78e-031.13e-0321
hsa052162ColorectumMSSThyroid cancer21/187537/84654.98e-066.00e-053.68e-0521
hsa042162ColorectumMSSFerroptosis18/187541/84651.53e-038.53e-035.23e-0318
hsa052163ColorectumMSSThyroid cancer21/187537/84654.98e-066.00e-053.68e-0521
hsa042163ColorectumMSSFerroptosis18/187541/84651.53e-038.53e-035.23e-0318
hsa0521628EsophagusESCCThyroid cancer32/420537/84652.98e-061.72e-058.81e-0632
hsa0421629EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa0521638EsophagusESCCThyroid cancer32/420537/84652.98e-061.72e-058.81e-0632
hsa0421638EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa052167LiverCirrhoticThyroid cancer23/253037/84654.63e-053.28e-042.02e-0423
hsa0421621LiverCirrhoticFerroptosis23/253041/84654.09e-042.57e-031.58e-0323
hsa0521612LiverCirrhoticThyroid cancer23/253037/84654.63e-053.28e-042.02e-0423
hsa0421631LiverCirrhoticFerroptosis23/253041/84654.09e-042.57e-031.58e-0323
hsa0421641LiverHCCFerroptosis33/402041/84651.42e-059.88e-055.50e-0533
hsa0521622LiverHCCThyroid cancer29/402037/84651.18e-045.88e-043.27e-0429
hsa0421651LiverHCCFerroptosis33/402041/84651.42e-059.88e-055.50e-0533
hsa0521632LiverHCCThyroid cancer29/402037/84651.18e-045.88e-043.27e-0429
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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
NCOA4SNVMissense_Mutationrs782435505c.797N>Ap.Val266Aspp.V266DQ13772protein_codingdeleterious(0.03)possibly_damaging(0.876)TCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NCOA4SNVMissense_Mutationnovelc.1874N>Ap.Arg625Glnp.R625QQ13772protein_codingtolerated(0.47)benign(0.074)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NCOA4insertionIn_Frame_Insnovelc.1448_1449insCTCp.Val483_Ile484insSerp.V483_I484insSQ13772protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
NCOA4insertionIn_Frame_Insnovelc.1446_1447insTTTTTTGTATTTTTGGTAGAGATGGGGTTTTGGCCTGGGCTGp.Glu482_Val483insPhePheValPheLeuValGluMetGlyPheTrpProGlyLeup.E482_V483insFFVFLVEMGFWPGLQ13772protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
NCOA4insertionFrame_Shift_Insnovelc.833_834insTGTTTTCATGAAGCAACCTACTCTTTTCTTTTCTp.Lys279ValfsTer14p.K279Vfs*14Q13772protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
NCOA4insertionIn_Frame_Insnovelc.1047_1048insATTATAGCTATTTATAAAp.Gln349_Ser350insIleIleAlaIleTyrLysp.Q349_S350insIIAIYKQ13772protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
NCOA4insertionNonsense_Mutationnovelc.1497_1498insTTTCAGATCCCATGTGGATTCTAGTAGp.Ala499_Asp500insPheGlnIleProCysGlyPheTerTerp.A499_D500insFQIPCGF**Q13772protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NCOA4insertionFrame_Shift_Insnovelc.1692_1693insTTACATATGAAGTCATAp.Ser566HisfsTer75p.S566Hfs*75Q13772protein_codingTCGA-BH-A0HX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadrimycinSD
NCOA4deletionFrame_Shift_Delnovelc.523delAp.Thr175ProfsTer8p.T175Pfs*8Q13772protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NCOA4SNVMissense_Mutationnovelc.1613A>Gp.Lys538Argp.K538RQ13772protein_codingtolerated(0.09)benign(0.055)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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