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: POLD1

Gene summary for POLD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

POLD1

Gene ID

5424

Gene nameDNA polymerase delta 1, catalytic subunit
Gene AliasCDC2
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0000731

UniProtAcc

A0A024R4F4


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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
5424POLD1LZE7THumanEsophagusESCC2.93e-072.31e-010.0667
5424POLD1LZE6THumanEsophagusESCC5.85e-031.86e-010.0845
5424POLD1P1T-EHumanEsophagusESCC3.41e-031.85e-010.0875
5424POLD1P2T-EHumanEsophagusESCC9.56e-081.77e-010.1177
5424POLD1P4T-EHumanEsophagusESCC8.83e-051.65e-010.1323
5424POLD1P5T-EHumanEsophagusESCC7.90e-039.51e-020.1327
5424POLD1P8T-EHumanEsophagusESCC4.44e-081.86e-010.0889
5424POLD1P10T-EHumanEsophagusESCC4.12e-112.10e-010.116
5424POLD1P11T-EHumanEsophagusESCC6.89e-072.47e-010.1426
5424POLD1P12T-EHumanEsophagusESCC4.17e-051.53e-010.1122
5424POLD1P15T-EHumanEsophagusESCC1.13e-072.28e-010.1149
5424POLD1P16T-EHumanEsophagusESCC4.41e-071.22e-010.1153
5424POLD1P17T-EHumanEsophagusESCC2.78e-042.51e-010.1278
5424POLD1P20T-EHumanEsophagusESCC1.87e-036.32e-020.1124
5424POLD1P21T-EHumanEsophagusESCC4.31e-061.05e-010.1617
5424POLD1P22T-EHumanEsophagusESCC8.84e-051.01e-010.1236
5424POLD1P23T-EHumanEsophagusESCC3.27e-091.30e-010.108
5424POLD1P26T-EHumanEsophagusESCC1.76e-122.29e-010.1276
5424POLD1P27T-EHumanEsophagusESCC1.97e-102.22e-010.1055
5424POLD1P28T-EHumanEsophagusESCC9.02e-111.94e-010.1149
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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
∗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:0070482ColorectumADresponse to oxygen levels99/3918347/187234.29e-044.82e-0399
GO:0003158ColorectumADendothelium development44/3918136/187231.20e-031.07e-0244
GO:0045446ColorectumADendothelial cell differentiation39/3918118/187231.42e-031.22e-0239
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0006869ColorectumADlipid transport108/3918398/187231.67e-031.39e-02108
GO:0001666ColorectumADresponse to hypoxia86/3918307/187231.77e-031.46e-0286
GO:0036293ColorectumADresponse to decreased oxygen levels88/3918322/187233.42e-032.49e-0288
GO:00704821ColorectumSERresponse to oxygen levels79/2897347/187231.99e-043.64e-0379
GO:00016661ColorectumSERresponse to hypoxia69/2897307/187237.07e-049.39e-0369
GO:00362931ColorectumSERresponse to decreased oxygen levels71/2897322/187231.04e-031.22e-0271
GO:00704822ColorectumMSSresponse to oxygen levels85/3467347/187233.08e-032.34e-0285
GO:00031581ColorectumMSSendothelium development38/3467136/187234.53e-033.19e-0238
GO:00016662ColorectumMSSresponse to hypoxia75/3467307/187235.56e-033.78e-0275
GO:00108761ColorectumMSSlipid localization104/3467448/187236.76e-034.38e-02104
GO:00454461ColorectumMSSendothelial cell differentiation33/3467118/187237.66e-034.81e-0233
GO:00704823ColorectumFAPresponse to oxygen levels77/2622347/187232.08e-055.05e-0477
GO:00016663ColorectumFAPresponse to hypoxia68/2622307/187236.53e-051.25e-0368
GO:00362932ColorectumFAPresponse to decreased oxygen levels70/2622322/187239.49e-051.61e-0370
GO:00068691ColorectumFAPlipid transport81/2622398/187232.84e-043.76e-0381
GO:0030856ColorectumFAPregulation of epithelial cell differentiation36/2622154/187231.16e-031.11e-0236
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0342022EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa034104EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa030304EsophagusESCCDNA replication32/420536/84657.71e-075.06e-062.59e-0632
hsa034304EsophagusESCCMismatch repair21/420523/84652.85e-051.35e-046.90e-0521
hsa0342032EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa0341011EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa0303011EsophagusESCCDNA replication32/420536/84657.71e-075.06e-062.59e-0632
hsa0343011EsophagusESCCMismatch repair21/420523/84652.85e-051.35e-046.90e-0521
hsa034204Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa03030Oral cavityOSCCDNA replication31/370436/84651.70e-071.19e-066.03e-0731
hsa03410Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
hsa03430Oral cavityOSCCMismatch repair19/370423/84651.55e-045.34e-042.72e-0419
hsa0342011Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa030301Oral cavityOSCCDNA replication31/370436/84651.70e-071.19e-066.03e-0731
hsa034101Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
hsa034301Oral cavityOSCCMismatch repair19/370423/84651.55e-045.34e-042.72e-0419
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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
POLD1SNVMissense_Mutationrs371612922c.934N>Ap.Val312Metp.V312Mprotein_codingdeleterious(0)possibly_damaging(0.641)TCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
POLD1SNVMissense_Mutationc.1425N>Ap.Asn475Lysp.N475Kprotein_codingdeleterious(0)probably_damaging(0.928)TCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
POLD1SNVMissense_Mutationc.1197N>Cp.Gln399Hisp.Q399Hprotein_codingtolerated(0.18)benign(0.326)TCGA-E2-A158-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyarimidexSD
POLD1SNVMissense_Mutationrs201010746c.931C>Tp.Arg311Cysp.R311Cprotein_codingdeleterious(0)probably_damaging(0.97)TCGA-E9-A1NA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
POLD1deletionFrame_Shift_Delrs761614971c.3383delCp.Pro1128LeufsTer22p.P1128Lfs*22protein_codingTCGA-A2-A04U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
POLD1SNVMissense_Mutationrs372299975c.379N>Ap.Ala127Thrp.A127Tprotein_codingdeleterious(0)benign(0.125)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
POLD1SNVMissense_Mutationrs762494977c.1027N>Tp.Arg343Cysp.R343Cprotein_codingtolerated(0.08)benign(0.087)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
POLD1SNVMissense_Mutationrs778135510c.1225N>Tp.Arg409Trpp.R409Wprotein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A3HD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
POLD1SNVMissense_Mutationrs140707092c.532N>Tp.Gly178Trpp.G178Wprotein_codingdeleterious(0)probably_damaging(0.959)TCGA-FU-A3WB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
POLD1SNVMissense_Mutationnovelc.176N>Tp.Gln59Leup.Q59Lprotein_codingtolerated(0.16)possibly_damaging(0.775)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
5424POLD1DNA DIRECTED RNA POLYMERASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DNA REPAIR, ENZYMEinhibitorCHEMBL1637GEMCITABINE HYDROCHLORIDE
5424POLD1DNA DIRECTED RNA POLYMERASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DNA REPAIR, ENZYMEinhibitorCHEMBL1750CLOFARABINE
5424POLD1DNA DIRECTED RNA POLYMERASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DNA REPAIR, ENZYMEinhibitorCHEMBL803CYTARABINE
5424POLD1DNA DIRECTED RNA POLYMERASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DNA REPAIR, ENZYMEHYMENOIC ACIDHYMENOIC ACID18364258
5424POLD1DNA DIRECTED RNA POLYMERASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, DNA REPAIR, ENZYMEinhibitorCHEMBL1096882FLUDARABINE PHOSPHATE
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