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: NEMF

Gene summary for NEMF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NEMF

Gene ID

9147

Gene namenuclear export mediator factor
Gene AliasIDDSAPN
Cytomap14q21.3
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

O60524


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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
9147NEMFHTA11_3410_2000001011HumanColorectumAD2.74e-14-5.81e-010.0155
9147NEMFHTA11_3361_2000001011HumanColorectumAD5.69e-04-5.15e-01-0.1207
9147NEMFHTA11_696_2000001011HumanColorectumAD1.17e-02-3.11e-01-0.1464
9147NEMFHTA11_866_3004761011HumanColorectumAD7.03e-04-3.83e-010.096
9147NEMFHTA11_8622_2000001021HumanColorectumSER2.95e-03-6.18e-010.0528
9147NEMFHTA11_7696_3000711011HumanColorectumAD1.45e-06-4.14e-010.0674
9147NEMFHTA11_99999970781_79442HumanColorectumMSS7.00e-16-5.43e-010.294
9147NEMFHTA11_99999971662_82457HumanColorectumMSS5.67e-07-4.21e-010.3859
9147NEMFHTA11_99999973899_84307HumanColorectumMSS6.74e-06-6.52e-010.2585
9147NEMFHTA11_99999974143_84620HumanColorectumMSS8.24e-06-4.38e-010.3005
9147NEMFF007HumanColorectumFAP7.19e-03-4.27e-020.1176
9147NEMFA001-C-207HumanColorectumFAP2.11e-04-8.76e-020.1278
9147NEMFA015-C-203HumanColorectumFAP5.73e-31-2.19e-01-0.1294
9147NEMFA015-C-204HumanColorectumFAP8.62e-10-2.88e-01-0.0228
9147NEMFA014-C-040HumanColorectumFAP7.95e-06-6.51e-02-0.1184
9147NEMFA002-C-201HumanColorectumFAP4.61e-17-1.63e-010.0324
9147NEMFA002-C-203HumanColorectumFAP1.13e-06-1.48e-010.2786
9147NEMFA001-C-119HumanColorectumFAP8.11e-096.68e-02-0.1557
9147NEMFA001-C-108HumanColorectumFAP8.83e-194.06e-02-0.0272
9147NEMFA002-C-205HumanColorectumFAP7.66e-29-5.02e-02-0.1236
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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:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:0006913ColorectumADnucleocytoplasmic transport102/3918301/187231.00e-074.85e-06102
GO:0051169ColorectumADnuclear transport102/3918301/187231.00e-074.85e-06102
GO:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:0051168ColorectumADnuclear export53/3918154/187236.89e-051.11e-0353
GO:0006414ColorectumADtranslational elongation21/391855/187232.53e-031.93e-0221
GO:00104981ColorectumSERproteasomal protein catabolic process132/2897490/187233.08e-115.55e-09132
GO:00431611ColorectumSERproteasome-mediated ubiquitin-dependent protein catabolic process105/2897412/187237.48e-084.70e-06105
GO:00069131ColorectumSERnucleocytoplasmic transport77/2897301/187233.39e-061.32e-0477
GO:00511691ColorectumSERnuclear transport77/2897301/187233.39e-061.32e-0477
GO:00511681ColorectumSERnuclear export42/2897154/187231.19e-042.46e-0342
GO:00064171ColorectumSERregulation of translation100/2897468/187233.76e-045.74e-03100
GO:00064141ColorectumSERtranslational elongation17/289755/187233.00e-032.65e-0217
GO:00104982ColorectumMSSproteasomal protein catabolic process157/3467490/187232.39e-135.25e-11157
GO:00431612ColorectumMSSproteasome-mediated ubiquitin-dependent protein catabolic process127/3467412/187237.70e-106.32e-08127
GO:00069132ColorectumMSSnucleocytoplasmic transport99/3467301/187231.35e-091.03e-0799
GO:00511692ColorectumMSSnuclear transport99/3467301/187231.35e-091.03e-0799
GO:00064172ColorectumMSSregulation of translation134/3467468/187234.43e-082.38e-06134
GO:00511682ColorectumMSSnuclear export51/3467154/187231.01e-052.43e-0451
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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
∗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
NEMFSNVMissense_Mutationnovelc.934N>Tp.Ala312Serp.A312SO60524protein_codingtolerated(0.09)benign(0.259)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NEMFSNVMissense_Mutationc.788C>Tp.Pro263Leup.P263LO60524protein_codingdeleterious(0.03)benign(0.124)TCGA-AR-A1AV-01Breastbreast invasive carcinomaMale>=65I/IIChemotherapycytoxanSD
NEMFSNVMissense_Mutationc.2301N>Tp.Met767Ilep.M767IO60524protein_codingtolerated(0.19)benign(0)TCGA-B6-A0X5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
NEMFSNVMissense_Mutationc.1624N>Gp.Ile542Valp.I542VO60524protein_codingdeleterious(0.03)benign(0.073)TCGA-BH-A1F6-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
NEMFSNVMissense_Mutationrs370320203c.1828N>Gp.Thr610Alap.T610AO60524protein_codingtolerated(0.13)possibly_damaging(0.669)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NEMFSNVMissense_Mutationrs760379976c.1634N>Ap.Arg545Glnp.R545QO60524protein_codingdeleterious(0)probably_damaging(0.989)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NEMFSNVMissense_Mutationrs764224132c.1763G>Ap.Arg588Glnp.R588QO60524protein_codingdeleterious(0.01)probably_damaging(0.957)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
NEMFSNVMissense_Mutationnovelc.2762N>Ap.Pro921Hisp.P921HO60524protein_codingtolerated(0.08)benign(0.031)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NEMFSNVMissense_Mutationc.2021N>Ap.Arg674Lysp.R674KO60524protein_codingtolerated(0.84)benign(0)TCGA-EA-A78R-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NEMFSNVMissense_Mutationc.2781G>Cp.Gln927Hisp.Q927HO60524protein_codingdeleterious(0.02)benign(0.365)TCGA-IR-A3LH-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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