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: NET1

Gene summary for NET1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NET1

Gene ID

10276

Gene nameneuroepithelial cell transforming 1
Gene AliasARHGEF8
Cytomap10p15.1
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

Q5SQI5


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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
10276NET1HTA11_78_2000001011HumanColorectumAD2.98e-024.19e-01-0.1088
10276NET1HTA11_347_2000001011HumanColorectumAD5.80e-064.27e-01-0.1954
10276NET1HTA11_99999965104_69814HumanColorectumMSS9.84e-034.40e-010.281
10276NET1A015-C-203HumanColorectumFAP7.33e-11-8.05e-02-0.1294
10276NET1A001-C-108HumanColorectumFAP2.89e-05-1.21e-01-0.0272
10276NET1A002-C-205HumanColorectumFAP1.05e-06-1.67e-01-0.1236
10276NET1A015-C-006HumanColorectumFAP2.78e-05-2.22e-01-0.0994
10276NET1A015-C-106HumanColorectumFAP7.08e-06-1.05e-01-0.0511
10276NET1A002-C-114HumanColorectumFAP4.73e-06-2.71e-01-0.1561
10276NET1A015-C-104HumanColorectumFAP8.20e-14-1.98e-01-0.1899
10276NET1A001-C-014HumanColorectumFAP9.93e-05-1.02e-010.0135
10276NET1A002-C-016HumanColorectumFAP6.89e-06-1.49e-010.0521
10276NET1A015-C-002HumanColorectumFAP2.44e-02-2.21e-01-0.0763
10276NET1A001-C-203HumanColorectumFAP1.77e-05-8.66e-02-0.0481
10276NET1A002-C-116HumanColorectumFAP5.91e-14-1.57e-01-0.0452
10276NET1A014-C-008HumanColorectumFAP5.39e-04-2.59e-01-0.191
10276NET1A018-E-020HumanColorectumFAP2.87e-05-1.45e-02-0.2034
10276NET1F034HumanColorectumFAP4.34e-11-2.64e-01-0.0665
10276NET1CRC-3-11773HumanColorectumCRC5.18e-05-1.83e-010.2564
10276NET1LZE4THumanEsophagusESCC4.83e-056.08e-010.0811
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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
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:0006979ColorectumADresponse to oxidative stress145/3918446/187235.16e-093.23e-07145
GO:0062197ColorectumADcellular response to chemical stress109/3918337/187235.33e-071.95e-05109
GO:0000302ColorectumADresponse to reactive oxygen species78/3918222/187236.17e-072.21e-0578
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0034599ColorectumADcellular response to oxidative stress94/3918288/187232.03e-066.02e-0594
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:0007265ColorectumADRas protein signal transduction104/3918337/187231.01e-052.35e-04104
GO:0051056ColorectumADregulation of small GTPase mediated signal transduction94/3918302/187231.81e-053.76e-0494
GO:0042542ColorectumADresponse to hydrogen peroxide52/3918146/187232.83e-055.30e-0452
GO:0034614ColorectumADcellular response to reactive oxygen species50/3918155/187236.25e-046.49e-0350
GO:0043547ColorectumADpositive regulation of GTPase activity75/3918255/187237.95e-047.91e-0375
GO:0046578ColorectumADregulation of Ras protein signal transduction56/3918189/187232.85e-032.14e-0256
GO:0007266ColorectumADRho protein signal transduction42/3918137/187234.64e-033.16e-0242
GO:00069792ColorectumMSSresponse to oxidative stress128/3467446/187237.65e-083.81e-06128
GO:00621972ColorectumMSScellular response to chemical stress102/3467337/187239.73e-084.71e-06102
GO:00345992ColorectumMSScellular response to oxidative stress88/3467288/187234.58e-071.77e-0588
GO:00430872ColorectumMSSregulation of GTPase activity101/3467348/187231.00e-063.46e-05101
GO:00003022ColorectumMSSresponse to reactive oxygen species67/3467222/187231.60e-053.60e-0467
GO:00160492ColorectumMSScell growth123/3467482/187237.15e-051.21e-03123
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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
NET1SNVMissense_Mutationnovelc.500N>Tp.Ser167Phep.S167FQ7Z628protein_codingdeleterious(0.03)benign(0.396)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
NET1SNVMissense_Mutationc.727N>Ap.Asp243Asnp.D243NQ7Z628protein_codingtolerated(0.09)benign(0.015)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NET1SNVMissense_Mutationrs773238555c.1081G>Ap.Glu361Lysp.E361KQ7Z628protein_codingtolerated(0.19)benign(0.075)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NET1SNVMissense_Mutationc.199N>Gp.Arg67Glyp.R67GQ7Z628protein_codingdeleterious(0)possibly_damaging(0.528)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
NET1SNVMissense_Mutationc.296N>Tp.Thr99Metp.T99MQ7Z628protein_codingdeleterious(0)possibly_damaging(0.879)TCGA-BH-A0WA-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NET1SNVMissense_Mutationc.272G>Cp.Arg91Thrp.R91TQ7Z628protein_codingdeleterious(0)probably_damaging(0.996)TCGA-LP-A4AX-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NET1SNVMissense_Mutationc.449G>Cp.Arg150Thrp.R150TQ7Z628protein_codingdeleterious(0)probably_damaging(0.917)TCGA-MY-A5BD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NET1SNVMissense_Mutationc.868N>Ap.Leu290Ilep.L290IQ7Z628protein_codingdeleterious(0)probably_damaging(0.993)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NET1SNVMissense_Mutationc.1038N>Gp.Ile346Metp.I346MQ7Z628protein_codingdeleterious(0.01)possibly_damaging(0.487)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
NET1SNVMissense_Mutationc.1019N>Gp.Glu340Glyp.E340GQ7Z628protein_codingdeleterious(0.04)benign(0.073)TCGA-AA-3663-01Colorectumcolon 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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