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: GEMIN8

Gene summary for GEMIN8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GEMIN8

Gene ID

54960

Gene namegem nuclear organelle associated protein 8
Gene AliasFAM51A1
CytomapXp22.2
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

A0A024RBX2


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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
54960GEMIN8LZE4THumanEsophagusESCC2.82e-051.60e-010.0811
54960GEMIN8LZE8THumanEsophagusESCC3.70e-031.39e-010.067
54960GEMIN8LZE6THumanEsophagusESCC7.28e-053.11e-010.0845
54960GEMIN8P1T-EHumanEsophagusESCC5.81e-062.41e-010.0875
54960GEMIN8P2T-EHumanEsophagusESCC1.06e-233.95e-010.1177
54960GEMIN8P4T-EHumanEsophagusESCC3.98e-082.44e-010.1323
54960GEMIN8P5T-EHumanEsophagusESCC3.76e-131.13e-010.1327
54960GEMIN8P8T-EHumanEsophagusESCC2.53e-143.05e-010.0889
54960GEMIN8P9T-EHumanEsophagusESCC5.46e-041.17e-010.1131
54960GEMIN8P10T-EHumanEsophagusESCC5.36e-077.70e-020.116
54960GEMIN8P11T-EHumanEsophagusESCC2.39e-112.91e-010.1426
54960GEMIN8P12T-EHumanEsophagusESCC4.30e-051.05e-010.1122
54960GEMIN8P15T-EHumanEsophagusESCC7.82e-101.96e-010.1149
54960GEMIN8P16T-EHumanEsophagusESCC1.12e-233.15e-010.1153
54960GEMIN8P17T-EHumanEsophagusESCC1.14e-042.28e-010.1278
54960GEMIN8P19T-EHumanEsophagusESCC7.08e-054.19e-010.1662
54960GEMIN8P20T-EHumanEsophagusESCC2.59e-062.36e-010.1124
54960GEMIN8P21T-EHumanEsophagusESCC5.68e-152.14e-010.1617
54960GEMIN8P22T-EHumanEsophagusESCC2.68e-118.50e-020.1236
54960GEMIN8P23T-EHumanEsophagusESCC9.03e-132.91e-010.108
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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
∗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:000039819Oral cavityOSCCmRNA splicing, via spliceosome221/7305320/187235.50e-282.18e-25221
GO:007182620Oral cavityOSCCribonucleoprotein complex subunit organization152/7305227/187231.05e-171.01e-15152
GO:002261820Oral cavityOSCCribonucleoprotein complex assembly146/7305220/187231.53e-161.23e-14146
GO:00003874Oral cavityOSCCspliceosomal snRNP assembly28/730550/187231.10e-023.72e-0228
GO:0022613110Oral cavityLPribonucleoprotein complex biogenesis259/4623463/187237.20e-482.25e-44259
GO:0008380110Oral cavityLPRNA splicing237/4623434/187231.82e-413.79e-38237
GO:0000375110Oral cavityLPRNA splicing, via transesterification reactions181/4623324/187231.36e-331.70e-30181
GO:0000377110Oral cavityLPRNA splicing, via transesterification reactions with bulged adenosine as nucleophile179/4623320/187232.48e-332.22e-30179
GO:0000398110Oral cavityLPmRNA splicing, via spliceosome179/4623320/187232.48e-332.22e-30179
GO:0071826110Oral cavityLPribonucleoprotein complex subunit organization130/4623227/187237.54e-263.63e-23130
GO:0022618110Oral cavityLPribonucleoprotein complex assembly125/4623220/187231.76e-246.91e-22125
GO:000038712Oral cavityLPspliceosomal snRNP assembly25/462350/187239.66e-051.20e-0325
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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
GEMIN8SNVMissense_Mutationc.451G>Ap.Glu151Lysp.E151KQ9NWZ8protein_codingdeleterious(0.02)possibly_damaging(0.731)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
GEMIN8SNVMissense_Mutationnovelc.623N>Cp.Ser208Thrp.S208TQ9NWZ8protein_codingdeleterious(0.04)possibly_damaging(0.623)TCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
GEMIN8SNVMissense_Mutationnovelc.628N>Ap.Ala210Thrp.A210TQ9NWZ8protein_codingtolerated(0.17)benign(0.243)TCGA-AC-A62V-01Breastbreast invasive carcinomaMale<65III/IVTargeted Molecular therapydenosumabPD
GEMIN8SNVMissense_Mutationrs188311510c.26C>Tp.Ser9Leup.S9LQ9NWZ8protein_codingtolerated(0.66)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GEMIN8insertionNonsense_Mutationnovelc.620_621insAAAGAAAAAAAAAAAAGAACAATAATTCCCAAACCTGGTp.Asp207delinsGluLysLysLysLysLysGluGlnTerPheProAsnLeuValp.D207delinsEKKKKKEQ*FPNLVQ9NWZ8protein_codingTCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
GEMIN8SNVMissense_Mutationc.589N>Tp.Arg197Cysp.R197CQ9NWZ8protein_codingdeleterious(0.04)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GEMIN8SNVMissense_Mutationnovelc.377N>Tp.Ser126Leup.S126LQ9NWZ8protein_codingdeleterious(0)probably_damaging(0.967)TCGA-ZJ-A8QO-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
GEMIN8SNVMissense_Mutationrs753453623c.619G>Ap.Asp207Asnp.D207NQ9NWZ8protein_codingtolerated(0.34)benign(0.007)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GEMIN8SNVMissense_Mutationc.184N>Gp.Pro62Alap.P62AQ9NWZ8protein_codingtolerated(0.13)benign(0.007)TCGA-CK-4950-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolfoxSD
GEMIN8SNVMissense_Mutationc.520N>Ap.Ala174Thrp.A174TQ9NWZ8protein_codingdeleterious(0)probably_damaging(1)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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