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: GTSE1

Gene summary for GTSE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GTSE1

Gene ID

51512

Gene nameG2 and S-phase expressed 1
Gene AliasB99
Cytomap22q13.31
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q9NYZ3


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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
51512GTSE1LZE21THumanEsophagusESCC8.02e-042.98e-010.0655
51512GTSE1P1T-EHumanEsophagusESCC4.62e-032.58e-010.0875
51512GTSE1P2T-EHumanEsophagusESCC9.56e-083.54e-010.1177
51512GTSE1P4T-EHumanEsophagusESCC3.48e-082.66e-010.1323
51512GTSE1P5T-EHumanEsophagusESCC2.06e-082.18e-010.1327
51512GTSE1P8T-EHumanEsophagusESCC3.50e-021.25e-010.0889
51512GTSE1P10T-EHumanEsophagusESCC4.41e-074.18e-010.116
51512GTSE1P16T-EHumanEsophagusESCC8.40e-041.21e-010.1153
51512GTSE1P17T-EHumanEsophagusESCC7.64e-084.95e-010.1278
51512GTSE1P22T-EHumanEsophagusESCC1.66e-022.05e-010.1236
51512GTSE1P24T-EHumanEsophagusESCC8.84e-051.94e-010.1287
51512GTSE1P28T-EHumanEsophagusESCC9.44e-071.96e-010.1149
51512GTSE1P30T-EHumanEsophagusESCC4.84e-023.05e-010.137
51512GTSE1P31T-EHumanEsophagusESCC3.75e-031.92e-010.1251
51512GTSE1P32T-EHumanEsophagusESCC1.47e-144.09e-010.1666
51512GTSE1P37T-EHumanEsophagusESCC3.34e-072.31e-010.1371
51512GTSE1P38T-EHumanEsophagusESCC2.66e-021.59e-010.127
51512GTSE1P44T-EHumanEsophagusESCC2.47e-021.37e-010.1096
51512GTSE1P52T-EHumanEsophagusESCC9.35e-103.16e-010.1555
51512GTSE1P56T-EHumanEsophagusESCC1.10e-036.01e-010.1613
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:004277014EsophagusESCCsignal transduction in response to DNA damage117/8552172/187232.38e-095.32e-08117
GO:00070934EsophagusESCCmitotic cell cycle checkpoint90/8552129/187232.49e-084.69e-0790
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
GO:000008214EsophagusESCCG1/S transition of mitotic cell cycle134/8552214/187234.04e-075.55e-06134
GO:004484314EsophagusESCCcell cycle G1/S phase transition148/8552241/187235.68e-077.48e-06148
GO:00315705EsophagusESCCDNA integrity checkpoint83/8552123/187238.17e-071.06e-0583
GO:00000775EsophagusESCCDNA damage checkpoint78/8552115/187231.27e-061.56e-0578
GO:19019883EsophagusESCCnegative regulation of cell cycle phase transition151/8552249/187231.28e-061.57e-05151
GO:0030330110EsophagusESCCDNA damage response, signal transduction by p53 class mediator53/855272/187231.34e-061.63e-0553
GO:004593013EsophagusESCCnegative regulation of mitotic cell cycle143/8552235/187231.84e-062.15e-05143
GO:190199113EsophagusESCCnegative regulation of mitotic cell cycle phase transition112/8552179/187233.69e-064.03e-05112
GO:004477312EsophagusESCCmitotic DNA damage checkpoint54/855281/187231.09e-047.64e-0454
GO:003157116EsophagusESCCmitotic G1 DNA damage checkpoint24/855230/187231.27e-048.67e-0424
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411524EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0411534EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa041156LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
hsa0411511LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
hsa041159Oral cavityOSCCp53 signaling pathway57/370474/84654.99e-095.07e-082.58e-0857
hsa0411514Oral cavityOSCCp53 signaling pathway57/370474/84654.99e-095.07e-082.58e-0857
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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
GTSE1SNVMissense_Mutationc.1222N>Cp.Glu408Glnp.E408QQ9NYZ3protein_codingtolerated(0.06)probably_damaging(0.975)TCGA-A8-A06O-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
GTSE1SNVMissense_Mutationc.1349N>Ap.Arg450Lysp.R450KQ9NYZ3protein_codingtolerated(0.29)benign(0.169)TCGA-A8-A06O-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
GTSE1SNVMissense_Mutationc.491A>Tp.Glu164Valp.E164VQ9NYZ3protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
GTSE1SNVMissense_Mutationc.1597N>Ap.Pro533Thrp.P533TQ9NYZ3protein_codingdeleterious(0)probably_damaging(0.954)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GTSE1SNVMissense_Mutationc.1201N>Ap.Asp401Asnp.D401NQ9NYZ3protein_codingtolerated(0.4)benign(0.003)TCGA-AO-A0JM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
GTSE1SNVMissense_Mutationrs535759667c.260N>Gp.Pro87Argp.P87RQ9NYZ3protein_codingtolerated(0.66)benign(0.019)TCGA-B6-A0I1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GTSE1SNVMissense_Mutationc.1358N>Tp.Asp453Valp.D453VQ9NYZ3protein_codingdeleterious(0)probably_damaging(0.958)TCGA-BH-A0BC-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
GTSE1SNVMissense_Mutationnovelc.238N>Tp.Pro80Serp.P80SQ9NYZ3protein_codingtolerated(0.59)benign(0.007)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
GTSE1SNVMissense_Mutationc.1496N>Tp.Ser499Leup.S499LQ9NYZ3protein_codingtolerated(0.09)possibly_damaging(0.447)TCGA-D8-A27I-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadrimycin+cyclophosphamideSD
GTSE1deletionFrame_Shift_Delc.222delNp.Val75PhefsTer69p.V75Ffs*69Q9NYZ3protein_codingTCGA-AO-A0J2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
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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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