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: GEMIN2

Gene summary for GEMIN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GEMIN2

Gene ID

8487

Gene namegem nuclear organelle associated protein 2
Gene AliasSIP1
Cytomap14q21.1
Gene Typeprotein-coding
GO ID

GO:0000245

UniProtAcc

O14893


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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
8487GEMIN2LZE2THumanEsophagusESCC4.73e-032.81e-010.082
8487GEMIN2LZE4THumanEsophagusESCC2.45e-092.24e-010.0811
8487GEMIN2LZE7THumanEsophagusESCC6.33e-031.50e-010.0667
8487GEMIN2LZE8THumanEsophagusESCC4.41e-028.25e-020.067
8487GEMIN2LZE20THumanEsophagusESCC4.98e-028.07e-020.0662
8487GEMIN2LZE22THumanEsophagusESCC1.54e-042.24e-010.068
8487GEMIN2LZE24THumanEsophagusESCC5.64e-102.05e-010.0596
8487GEMIN2LZE6THumanEsophagusESCC1.62e-021.29e-010.0845
8487GEMIN2P1T-EHumanEsophagusESCC1.09e-042.32e-010.0875
8487GEMIN2P2T-EHumanEsophagusESCC1.55e-121.84e-010.1177
8487GEMIN2P4T-EHumanEsophagusESCC1.23e-244.96e-010.1323
8487GEMIN2P5T-EHumanEsophagusESCC3.14e-184.00e-010.1327
8487GEMIN2P8T-EHumanEsophagusESCC1.32e-265.38e-010.0889
8487GEMIN2P9T-EHumanEsophagusESCC4.01e-041.22e-010.1131
8487GEMIN2P10T-EHumanEsophagusESCC2.70e-203.73e-010.116
8487GEMIN2P11T-EHumanEsophagusESCC6.08e-061.80e-010.1426
8487GEMIN2P12T-EHumanEsophagusESCC8.81e-751.59e+000.1122
8487GEMIN2P15T-EHumanEsophagusESCC2.27e-234.72e-010.1149
8487GEMIN2P16T-EHumanEsophagusESCC3.03e-172.78e-010.1153
8487GEMIN2P17T-EHumanEsophagusESCC4.48e-072.57e-010.1278
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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
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
∗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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:0071826111EsophagusESCCribonucleoprotein complex subunit organization166/8552227/187232.94e-172.42e-15166
GO:0022618111EsophagusESCCribonucleoprotein complex assembly159/8552220/187238.19e-165.71e-14159
GO:0051100111EsophagusESCCnegative regulation of binding109/8552162/187232.10e-084.03e-07109
GO:19052142EsophagusESCCregulation of RNA binding12/855212/187238.21e-056.01e-0412
GO:000024514EsophagusESCCspliceosomal complex assembly48/855279/187234.93e-031.89e-0248
GO:00003875EsophagusESCCspliceosomal snRNP assembly32/855250/187236.90e-032.52e-0232
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:000037519Oral cavityOSCCRNA splicing, via transesterification reactions225/7305324/187235.20e-292.99e-26225
GO:000037719Oral cavityOSCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile221/7305320/187235.50e-282.18e-25221
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:005109820Oral cavityOSCCregulation of binding212/7305363/187233.88e-142.15e-12212
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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
GEMIN2SNVMissense_Mutationrs771609900c.635N>Ap.Gly212Glup.G212EO14893protein_codingdeleterious(0.04)probably_damaging(0.94)TCGA-A8-A09C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GEMIN2SNVMissense_Mutationnovelc.175N>Cp.Glu59Glnp.E59QO14893protein_codingdeleterious(0)possibly_damaging(0.874)TCGA-AQ-A7U7-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyrituximabCR
GEMIN2SNVMissense_Mutationc.191C>Tp.Pro64Leup.P64LO14893protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E9-A229-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
GEMIN2SNVMissense_Mutationrs752769842c.674N>Tp.Pro225Leup.P225LO14893protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GEMIN2SNVMissense_Mutationnovelc.653N>Cp.Leu218Serp.L218SO14893protein_codingdeleterious(0)probably_damaging(1)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GEMIN2SNVMissense_Mutationnovelc.341G>Ap.Arg114Glnp.R114QO14893protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GEMIN2SNVMissense_Mutationrs775884653c.479N>Ap.Gly160Glup.G160EO14893protein_codingtolerated(0.77)benign(0.003)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
GEMIN2SNVMissense_Mutationnovelc.803N>Tp.Arg268Metp.R268MO14893protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
GEMIN2SNVMissense_Mutationc.689C>Tp.Ala230Valp.A230VO14893protein_codingtolerated(0.3)benign(0.309)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GEMIN2SNVMissense_Mutationc.233G>Tp.Arg78Metp.R78MO14893protein_codingdeleterious(0.01)possibly_damaging(0.814)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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