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: GINS3

Gene summary for GINS3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GINS3

Gene ID

64785

Gene nameGINS complex subunit 3
Gene AliasPSF3
Cytomap16q21
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

A0A0S2Z5P2


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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
64785GINS3LZE24THumanEsophagusESCC1.18e-031.07e-010.0596
64785GINS3P2T-EHumanEsophagusESCC1.45e-051.85e-010.1177
64785GINS3P4T-EHumanEsophagusESCC8.61e-082.56e-010.1323
64785GINS3P5T-EHumanEsophagusESCC9.84e-092.59e-010.1327
64785GINS3P8T-EHumanEsophagusESCC1.36e-041.46e-010.0889
64785GINS3P9T-EHumanEsophagusESCC3.65e-026.59e-020.1131
64785GINS3P10T-EHumanEsophagusESCC7.97e-051.21e-010.116
64785GINS3P11T-EHumanEsophagusESCC6.44e-135.84e-010.1426
64785GINS3P12T-EHumanEsophagusESCC1.04e-101.98e-010.1122
64785GINS3P15T-EHumanEsophagusESCC2.38e-092.06e-010.1149
64785GINS3P16T-EHumanEsophagusESCC2.02e-041.97e-010.1153
64785GINS3P19T-EHumanEsophagusESCC2.46e-075.10e-010.1662
64785GINS3P20T-EHumanEsophagusESCC1.30e-051.91e-010.1124
64785GINS3P21T-EHumanEsophagusESCC4.56e-051.48e-010.1617
64785GINS3P22T-EHumanEsophagusESCC1.72e-021.01e-010.1236
64785GINS3P24T-EHumanEsophagusESCC8.32e-058.09e-020.1287
64785GINS3P26T-EHumanEsophagusESCC4.37e-061.50e-010.1276
64785GINS3P27T-EHumanEsophagusESCC3.60e-072.14e-010.1055
64785GINS3P28T-EHumanEsophagusESCC5.75e-072.82e-010.1149
64785GINS3P30T-EHumanEsophagusESCC3.08e-114.92e-010.137
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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
∗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:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:00062701EsophagusESCCDNA replication initiation27/855234/187236.01e-054.62e-0427
GO:1902969EsophagusESCCmitotic DNA replication11/855214/187231.30e-024.27e-0211
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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
GINS3SNVMissense_Mutationnovelc.51G>Cp.Glu17Aspp.E17DQ9BRX5protein_codingtolerated(0.22)probably_damaging(0.984)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
GINS3SNVMissense_Mutationrs760402447c.556C>Tp.Arg186Cysp.R186CQ9BRX5protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GINS3SNVMissense_Mutationnovelc.707N>Cp.Ile236Thrp.I236TQ9BRX5protein_codingdeleterious(0)benign(0.352)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
GINS3SNVMissense_Mutationrs757683781c.692N>Tp.Gly231Valp.G231VQ9BRX5protein_codingdeleterious(0.03)probably_damaging(1)TCGA-AR-A24Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
GINS3SNVMissense_Mutationnovelc.122N>Gp.Pro41Argp.P41RQ9BRX5protein_codingtolerated(0.13)probably_damaging(0.999)TCGA-E2-A155-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
GINS3SNVMissense_Mutationc.149G>Ap.Arg50Glnp.R50QQ9BRX5protein_codingtolerated(0.54)benign(0.009)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
GINS3SNVMissense_Mutationnovelc.529N>Gp.Leu177Valp.L177VQ9BRX5protein_codingdeleterious(0.04)benign(0.214)TCGA-PN-A8MA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
GINS3SNVMissense_Mutationnovelc.90N>Tp.Glu30Aspp.E30DQ9BRX5protein_codingdeleterious(0.02)probably_damaging(0.984)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
GINS3SNVMissense_Mutationc.31N>Ap.Gly11Serp.G11SQ9BRX5protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.999)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GINS3SNVMissense_Mutationnovelc.64T>Gp.Leu22Valp.L22VQ9BRX5protein_codingdeleterious(0.01)benign(0.355)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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