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: GSE1

Gene summary for GSE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GSE1

Gene ID

23199

Gene nameGse1 coiled-coil protein
Gene AliasCRHSP24
Cytomap16q24.1
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q14687


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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
23199GSE1A001-C-014HumanColorectumFAP5.35e-105.82e-030.0135
23199GSE1A002-C-016HumanColorectumFAP2.67e-14-7.77e-020.0521
23199GSE1A015-C-002HumanColorectumFAP3.47e-109.63e-02-0.0763
23199GSE1A001-C-203HumanColorectumFAP7.89e-099.21e-02-0.0481
23199GSE1A002-C-116HumanColorectumFAP1.17e-291.08e-01-0.0452
23199GSE1A014-C-008HumanColorectumFAP4.16e-121.51e-01-0.191
23199GSE1A018-E-020HumanColorectumFAP2.22e-171.16e-01-0.2034
23199GSE1F034HumanColorectumFAP1.98e-141.76e-01-0.0665
23199GSE1F072BHumanColorectumFAP2.18e-034.66e-020.257
23199GSE1CRC-1-8810HumanColorectumCRC1.07e-03-1.18e-010.6257
23199GSE1CRC-3-11773HumanColorectumCRC6.74e-124.16e-010.2564
23199GSE1AEH-subject3HumanEndometriumAEH1.21e-083.22e-01-0.2576
23199GSE1AEH-subject4HumanEndometriumAEH2.92e-022.70e-01-0.2657
23199GSE1EEC-subject3HumanEndometriumEEC3.01e-041.30e-01-0.2525
23199GSE1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC6.37e-132.35e-01-0.1869
23199GSE1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC6.43e-078.18e-03-0.1875
23199GSE1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.54e-111.12e-01-0.1883
23199GSE1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.86e-08-2.48e-03-0.1934
23199GSE1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.02e-141.06e-01-0.1917
23199GSE1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC7.83e-135.90e-02-0.1916
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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
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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
GSE1SNVMissense_Mutationrs368638789c.1496C>Gp.Ala499Glyp.A499GQ14687protein_codingdeleterious(0.04)probably_damaging(0.929)TCGA-A2-A0CS-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
GSE1SNVMissense_Mutationc.2942G>Ap.Gly981Glup.G981EQ14687protein_codingtolerated(0.95)possibly_damaging(0.468)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
GSE1SNVMissense_Mutationnovelc.299C>Tp.Pro100Leup.P100LQ14687protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A2FG-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexCR
GSE1SNVMissense_Mutationnovelc.3220N>Ap.Ala1074Thrp.A1074TQ14687protein_codingtolerated(0.58)benign(0.236)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GSE1SNVMissense_Mutationnovelc.298C>Ap.Pro100Thrp.P100TQ14687protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GSE1SNVMissense_Mutationrs142161580c.713N>Tp.Pro238Leup.P238LQ14687protein_codingdeleterious(0.04)possibly_damaging(0.725)TCGA-C8-A12X-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GSE1SNVMissense_Mutationc.3239N>Gp.Asn1080Serp.N1080SQ14687protein_codingdeleterious(0.04)benign(0.178)TCGA-E9-A1NG-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
GSE1SNVMissense_Mutationc.907N>Ap.Gly303Argp.G303RQ14687protein_codingdeleterious(0)probably_damaging(0.999)TCGA-GM-A2DB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
GSE1SNVMissense_Mutationnovelc.3506C>Tp.Ser1169Phep.S1169FQ14687protein_codingdeleterious(0)probably_damaging(0.999)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
GSE1deletionFrame_Shift_Delc.148_155delNNNNNNNNp.Leu50ProfsTer87p.L50Pfs*87Q14687protein_codingTCGA-AR-A1AH-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPD
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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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