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: GEN1

Gene summary for GEN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GEN1

Gene ID

348654

Gene nameGEN1 Holliday junction 5' flap endonuclease
Gene AliasGen
Cytomap2p24.2
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q17RS7


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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
348654GEN1CCI_1HumanCervixCC7.76e-033.80e-010.528
348654GEN1CCI_2HumanCervixCC1.23e-077.40e-010.5249
348654GEN1CCI_3HumanCervixCC3.95e-075.45e-010.516
348654GEN1HTA11_3410_2000001011HumanColorectumAD2.68e-13-5.15e-010.0155
348654GEN1HTA11_2487_2000001011HumanColorectumSER2.35e-06-5.03e-01-0.1808
348654GEN1HTA11_1938_2000001011HumanColorectumAD4.56e-03-4.78e-01-0.0811
348654GEN1HTA11_78_2000001011HumanColorectumAD3.42e-05-4.61e-01-0.1088
348654GEN1HTA11_347_2000001011HumanColorectumAD3.53e-09-4.68e-01-0.1954
348654GEN1HTA11_3361_2000001011HumanColorectumAD1.49e-04-5.05e-01-0.1207
348654GEN1HTA11_83_2000001011HumanColorectumSER1.78e-04-5.28e-01-0.1526
348654GEN1HTA11_696_2000001011HumanColorectumAD1.04e-18-5.13e-01-0.1464
348654GEN1HTA11_866_2000001011HumanColorectumAD5.63e-18-5.11e-01-0.1001
348654GEN1HTA11_1391_2000001011HumanColorectumAD2.11e-05-4.46e-01-0.059
348654GEN1HTA11_2992_2000001011HumanColorectumSER1.88e-02-5.43e-01-0.1706
348654GEN1HTA11_5212_2000001011HumanColorectumAD4.23e-03-5.43e-01-0.2061
348654GEN1HTA11_546_2000001011HumanColorectumAD1.80e-03-5.25e-01-0.0842
348654GEN1HTA11_7862_2000001011HumanColorectumAD2.35e-04-5.43e-01-0.0179
348654GEN1HTA11_866_3004761011HumanColorectumAD1.17e-11-5.17e-010.096
348654GEN1HTA11_10711_2000001011HumanColorectumAD5.47e-08-5.32e-010.0338
348654GEN1HTA11_7696_3000711011HumanColorectumAD2.08e-20-5.23e-010.0674
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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
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
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
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:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:00457876CervixCCpositive regulation of cell cycle66/2311313/187237.78e-061.81e-0466
GO:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
GO:19019903CervixCCregulation of mitotic cell cycle phase transition63/2311299/187231.27e-052.60e-0463
GO:00106399CervixCCnegative regulation of organelle organization68/2311348/187237.40e-051.03e-0368
GO:00900685CervixCCpositive regulation of cell cycle process50/2311236/187238.25e-051.11e-0350
GO:19019873CervixCCregulation of cell cycle phase transition74/2311390/187239.80e-051.27e-0374
GO:00457862CervixCCnegative regulation of cell cycle67/2311385/187232.21e-031.59e-0267
GO:00062602CervixCCDNA replication48/2311260/187232.70e-031.85e-0248
GO:00459302CervixCCnegative regulation of mitotic cell cycle44/2311235/187233.02e-031.99e-0244
GO:19019912CervixCCnegative regulation of mitotic cell cycle phase transition35/2311179/187233.73e-032.38e-0235
GO:01400143CervixCCmitotic nuclear division50/2311287/187237.27e-033.91e-0250
GO:00109482CervixCCnegative regulation of cell cycle process51/2311294/187237.35e-033.94e-0251
GO:00482851CervixCCorganelle fission78/2311488/187239.70e-034.79e-0278
GO:0010639ColorectumADnegative regulation of organelle organization114/3918348/187231.41e-076.49e-06114
GO:0033044ColorectumADregulation of chromosome organization60/3918187/187232.25e-042.94e-0360
GO:0007346ColorectumADregulation of mitotic cell cycle119/3918457/187234.60e-033.14e-02119
GO:0045787ColorectumADpositive regulation of cell cycle85/3918313/187234.76e-033.22e-0285
GO:0140014ColorectumADmitotic nuclear division78/3918287/187236.48e-034.05e-0278
GO:0046605ColorectumADregulation of centrosome cycle18/391849/187237.93e-034.73e-0218
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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
GEN1SNVMissense_Mutationnovelc.147N>Ap.Met49Ilep.M49IQ17RS7protein_codingtolerated(0.47)benign(0.02)TCGA-A2-A3XX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
GEN1SNVMissense_Mutationc.1324N>Cp.Glu442Glnp.E442QQ17RS7protein_codingdeleterious(0.03)benign(0.021)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GEN1SNVMissense_Mutationrs748104572c.275C>Tp.Ser92Phep.S92FQ17RS7protein_codingdeleterious(0.01)benign(0.021)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GEN1SNVMissense_Mutationnovelc.629T>Gp.Leu210Argp.L210RQ17RS7protein_codingdeleterious(0)possibly_damaging(0.898)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GEN1SNVMissense_Mutationc.2405N>Gp.Ser802Cysp.S802CQ17RS7protein_codingdeleterious(0)probably_damaging(0.909)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
GEN1SNVMissense_Mutationc.2486C>Tp.Ser829Leup.S829LQ17RS7protein_codingtolerated(0.6)benign(0)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GEN1deletionFrame_Shift_Delnovelc.2138_2180delNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Asp714CysfsTer11p.D714Cfs*11Q17RS7protein_codingTCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GEN1SNVMissense_Mutationc.797N>Gp.His266Argp.H266RQ17RS7protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
GEN1SNVMissense_Mutationnovelc.170T>Ap.Phe57Tyrp.F57YQ17RS7protein_codingtolerated(0.05)possibly_damaging(0.899)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GEN1SNVMissense_Mutationnovelc.1948G>Ap.Asp650Asnp.D650NQ17RS7protein_codingtolerated(0.24)benign(0.011)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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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