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: POLG2

Gene summary for POLG2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

POLG2

Gene ID

11232

Gene nameDNA polymerase gamma 2, accessory subunit
Gene AliasHP55
Cytomap17q23.3
Gene Typeprotein-coding
GO ID

GO:0000002

UniProtAcc

E5KS15


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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
11232POLG2AEH-subject4HumanEndometriumAEH9.00e-043.22e-01-0.2657
11232POLG2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.57e-05-8.06e-02-0.1883
11232POLG2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.46e-04-4.81e-02-0.1917
11232POLG2LZE4THumanEsophagusESCC6.50e-051.19e-010.0811
11232POLG2LZE7THumanEsophagusESCC3.99e-041.78e-010.0667
11232POLG2LZE24THumanEsophagusESCC2.08e-081.52e-010.0596
11232POLG2P1T-EHumanEsophagusESCC2.75e-221.09e+000.0875
11232POLG2P2T-EHumanEsophagusESCC2.70e-192.68e-010.1177
11232POLG2P4T-EHumanEsophagusESCC1.61e-101.10e-010.1323
11232POLG2P8T-EHumanEsophagusESCC3.06e-121.93e-010.0889
11232POLG2P9T-EHumanEsophagusESCC7.20e-061.02e-010.1131
11232POLG2P10T-EHumanEsophagusESCC8.67e-212.35e-010.116
11232POLG2P11T-EHumanEsophagusESCC1.15e-143.61e-010.1426
11232POLG2P12T-EHumanEsophagusESCC5.02e-232.57e-010.1122
11232POLG2P15T-EHumanEsophagusESCC1.07e-153.47e-010.1149
11232POLG2P16T-EHumanEsophagusESCC1.56e-192.49e-010.1153
11232POLG2P20T-EHumanEsophagusESCC5.42e-101.91e-010.1124
11232POLG2P21T-EHumanEsophagusESCC1.81e-111.17e-010.1617
11232POLG2P22T-EHumanEsophagusESCC9.03e-101.24e-010.1236
11232POLG2P23T-EHumanEsophagusESCC1.43e-204.49e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:005105412EndometriumEECpositive regulation of DNA metabolic process38/2168201/187231.55e-031.24e-0238
GO:000627511EndometriumEECregulation of DNA replication22/2168107/187235.09e-033.20e-0222
GO:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0045333110EsophagusESCCcellular respiration173/8552230/187234.53e-205.99e-18173
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:0022900110EsophagusESCCelectron transport chain133/8552175/187232.18e-161.67e-14133
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:0022904110EsophagusESCCrespiratory electron transport chain89/8552114/187231.36e-125.80e-1189
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:005105417EsophagusESCCpositive regulation of DNA metabolic process139/8552201/187231.20e-114.33e-10139
GO:200057319EsophagusESCCpositive regulation of DNA biosynthetic process56/855266/187234.51e-111.45e-0956
GO:2000278110EsophagusESCCregulation of DNA biosynthetic process81/8552106/187239.81e-112.96e-0981
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:00062754EsophagusESCCregulation of DNA replication73/8552107/187231.97e-062.28e-0573
GO:00705848EsophagusESCCmitochondrion morphogenesis18/855221/187231.81e-041.16e-0318
GO:00000021EsophagusESCCmitochondrial genome maintenance17/855221/187231.03e-035.19e-0317
GO:0090329EsophagusESCCregulation of DNA-dependent DNA replication30/855246/187235.91e-032.18e-0230
GO:00017016LungIACin utero embryonic development68/2061367/187231.12e-053.45e-0468
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa034104EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa0341011EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
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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
POLG2SNVMissense_Mutationc.757N>Ap.Asp253Asnp.D253NQ9UHN1protein_codingtolerated(0.1)probably_damaging(0.997)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
POLG2SNVMissense_Mutationnovelc.915N>Ap.Asn305Lysp.N305KQ9UHN1protein_codingdeleterious(0.01)benign(0.164)TCGA-AC-A3TM-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
POLG2SNVMissense_Mutationc.1301A>Gp.Glu434Glyp.E434GQ9UHN1protein_codingdeleterious(0)probably_damaging(0.994)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
POLG2deletionFrame_Shift_Delnovelc.756delNp.Asp253IlefsTer16p.D253Ifs*16Q9UHN1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
POLG2deletionFrame_Shift_Delnovelc.42delNp.Cys14Terp.C14*Q9UHN1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
POLG2SNVMissense_Mutationc.1400N>Tp.His467Leup.H467LQ9UHN1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EA-A3QD-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
POLG2SNVMissense_Mutationnovelc.1213G>Ap.Glu405Lysp.E405KQ9UHN1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
POLG2SNVMissense_Mutationnovelc.899T>Cp.Ile300Thrp.I300TQ9UHN1protein_codingdeleterious(0)possibly_damaging(0.878)TCGA-VS-A94W-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
POLG2SNVMissense_Mutationnovelc.158N>Gp.Asn53Serp.N53SQ9UHN1protein_codingtolerated_low_confidence(0.08)benign(0)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
POLG2SNVMissense_Mutationc.533C>Ap.Ser178Tyrp.S178YQ9UHN1protein_codingdeleterious(0)possibly_damaging(0.743)TCGA-AA-3489-01Colorectumcolon adenocarcinomaMale>=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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