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: NRF1

Gene summary for NRF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NRF1

Gene ID

4899

Gene namenuclear respiratory factor 1
Gene AliasALPHA-PAL
Cytomap7q32.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024R770


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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
4899NRF1HTA11_3410_2000001011HumanColorectumAD6.89e-06-3.94e-010.0155
4899NRF1HTA11_7696_3000711011HumanColorectumAD4.85e-05-2.88e-010.0674
4899NRF1HTA11_99999970781_79442HumanColorectumMSS2.21e-05-2.85e-010.294
4899NRF1HTA11_99999974143_84620HumanColorectumMSS5.83e-07-3.36e-010.3005
4899NRF1A001-C-207HumanColorectumFAP1.18e-04-3.13e-010.1278
4899NRF1A015-C-203HumanColorectumFAP8.20e-28-4.19e-01-0.1294
4899NRF1A015-C-204HumanColorectumFAP6.75e-05-3.28e-01-0.0228
4899NRF1A014-C-040HumanColorectumFAP3.67e-02-3.29e-01-0.1184
4899NRF1A002-C-201HumanColorectumFAP7.72e-09-2.48e-010.0324
4899NRF1A002-C-203HumanColorectumFAP2.05e-02-6.55e-020.2786
4899NRF1A001-C-119HumanColorectumFAP8.73e-05-3.36e-01-0.1557
4899NRF1A001-C-108HumanColorectumFAP7.33e-19-4.05e-01-0.0272
4899NRF1A002-C-205HumanColorectumFAP4.26e-16-4.04e-01-0.1236
4899NRF1A001-C-104HumanColorectumFAP1.79e-04-2.65e-010.0184
4899NRF1A015-C-005HumanColorectumFAP9.87e-03-2.33e-01-0.0336
4899NRF1A015-C-006HumanColorectumFAP8.41e-13-4.83e-01-0.0994
4899NRF1A015-C-106HumanColorectumFAP3.12e-17-3.65e-01-0.0511
4899NRF1A002-C-114HumanColorectumFAP3.72e-12-3.13e-01-0.1561
4899NRF1A015-C-104HumanColorectumFAP1.30e-29-4.70e-01-0.1899
4899NRF1A001-C-014HumanColorectumFAP2.32e-14-3.21e-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
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
∗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:001049817EndometriumEECproteasomal protein catabolic process112/2168490/187236.99e-131.40e-10112
GO:004316117EndometriumEECproteasome-mediated ubiquitin-dependent protein catabolic process92/2168412/187233.01e-103.23e-0892
GO:007093614EndometriumEECprotein K48-linked ubiquitination22/216865/187231.92e-065.79e-0522
GO:000020913EndometriumEECprotein polyubiquitination46/2168236/187232.65e-043.04e-0346
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:007093617EsophagusESCCprotein K48-linked ubiquitination55/855265/187238.42e-112.58e-0955
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:000020910Oral cavityOSCCprotein polyubiquitination150/7305236/187231.59e-149.27e-13150
GO:00709369Oral cavityOSCCprotein K48-linked ubiquitination53/730565/187232.47e-121.02e-1053
GO:0010498110Oral cavityLPproteasomal protein catabolic process224/4623490/187239.57e-254.00e-22224
GO:0043161110Oral cavityLPproteasome-mediated ubiquitin-dependent protein catabolic process190/4623412/187231.08e-212.93e-19190
GO:007093616Oral cavityLPprotein K48-linked ubiquitination32/462365/187231.61e-052.81e-0432
GO:000020915Oral cavityLPprotein polyubiquitination82/4623236/187233.23e-043.26e-0382
GO:007093622Oral cavityEOLPprotein K48-linked ubiquitination31/221865/187239.08e-132.27e-1031
GO:001049825Oral cavityEOLPproteasomal protein catabolic process108/2218490/187237.79e-119.51e-09108
GO:000020923Oral cavityEOLPprotein polyubiquitination62/2218236/187237.88e-105.90e-0862
GO:004316125Oral cavityEOLPproteasome-mediated ubiquitin-dependent protein catabolic process92/2218412/187239.87e-106.96e-0892
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05016ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa050161ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa050164ColorectumMSSHuntington disease141/1875306/84652.90e-211.62e-199.92e-20141
hsa050165ColorectumMSSHuntington disease141/1875306/84652.90e-211.62e-199.92e-20141
hsa050168ColorectumFAPHuntington disease73/1404306/84655.54e-043.93e-032.39e-0373
hsa050169ColorectumFAPHuntington disease73/1404306/84655.54e-043.93e-032.39e-0373
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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
NRF1SNVMissense_Mutationc.62N>Tp.Ala21Valp.A21VQ16656protein_codingtolerated_low_confidence(0.1)benign(0.086)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
NRF1SNVMissense_Mutationnovelc.982G>Tp.Val328Leup.V328LQ16656protein_codingtolerated(0.08)benign(0.031)TCGA-BH-A0BR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NRF1SNVMissense_Mutationc.742N>Ap.Arg248Serp.R248SQ16656protein_codingdeleterious(0)probably_damaging(1)TCGA-GM-A2DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
NRF1insertionFrame_Shift_Insnovelc.1214_1215insAATAAAAGAGAAAATAGGCACAGTTGTAGACCCTTTGp.Leu406IlefsTer14p.L406Ifs*14Q16656protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NRF1SNVMissense_Mutationnovelc.989N>Tp.Thr330Ilep.T330IQ16656protein_codingtolerated(0.05)benign(0.231)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NRF1SNVMissense_Mutationc.1561N>Cp.Glu521Glnp.E521QQ16656protein_codingdeleterious_low_confidence(0.03)benign(0.39)TCGA-FU-A23L-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NRF1SNVMissense_Mutationnovelc.870N>Cp.Gln290Hisp.Q290HQ16656protein_codingdeleterious(0.04)benign(0)TCGA-VS-A8EJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
NRF1SNVMissense_Mutationnovelc.388G>Tp.Ala130Serp.A130SQ16656protein_codingdeleterious(0.02)possibly_damaging(0.7)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NRF1SNVMissense_Mutationrs764173748c.1225G>Ap.Glu409Lysp.E409KQ16656protein_codingtolerated(0.07)possibly_damaging(0.603)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NRF1SNVMissense_Mutationc.28N>Ap.Glu10Lysp.E10KQ16656protein_codingdeleterious_low_confidence(0)benign(0.024)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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