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: POLL

Gene summary for POLL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

POLL

Gene ID

27343

Gene nameDNA polymerase lambda
Gene AliasBETAN
Cytomap10q24.32
Gene Typeprotein-coding
GO ID

GO:0000724

UniProtAcc

Q9UGP5


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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
27343POLLLZE4THumanEsophagusESCC2.25e-051.33e-010.0811
27343POLLLZE8THumanEsophagusESCC1.73e-021.28e-010.067
27343POLLLZE20THumanEsophagusESCC9.40e-049.12e-020.0662
27343POLLLZE24THumanEsophagusESCC3.17e-072.84e-010.0596
27343POLLLZE6THumanEsophagusESCC7.05e-041.32e-010.0845
27343POLLP1T-EHumanEsophagusESCC6.12e-031.26e-010.0875
27343POLLP2T-EHumanEsophagusESCC4.94e-132.81e-010.1177
27343POLLP4T-EHumanEsophagusESCC6.35e-142.94e-010.1323
27343POLLP5T-EHumanEsophagusESCC2.03e-162.10e-010.1327
27343POLLP8T-EHumanEsophagusESCC7.09e-061.57e-010.0889
27343POLLP9T-EHumanEsophagusESCC4.33e-111.10e-010.1131
27343POLLP10T-EHumanEsophagusESCC3.31e-077.80e-020.116
27343POLLP11T-EHumanEsophagusESCC3.10e-052.69e-010.1426
27343POLLP12T-EHumanEsophagusESCC1.28e-142.36e-010.1122
27343POLLP15T-EHumanEsophagusESCC3.98e-102.39e-010.1149
27343POLLP16T-EHumanEsophagusESCC2.54e-212.87e-010.1153
27343POLLP20T-EHumanEsophagusESCC7.35e-132.11e-010.1124
27343POLLP21T-EHumanEsophagusESCC1.15e-091.43e-010.1617
27343POLLP22T-EHumanEsophagusESCC8.58e-071.30e-010.1236
27343POLLP23T-EHumanEsophagusESCC2.10e-244.04e-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:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:00062843EsophagusESCCbase-excision repair33/855243/187233.25e-052.69e-0433
GO:00062891EsophagusESCCnucleotide-excision repair42/855260/187231.18e-048.14e-0442
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:0006303EsophagusESCCdouble-strand break repair via nonhomologous end joining43/855266/187231.10e-035.53e-0343
GO:00022003EsophagusESCCsomatic diversification of immune receptors49/855277/187231.12e-035.60e-0349
GO:00164452EsophagusESCCsomatic diversification of immunoglobulins43/855267/187231.73e-037.97e-0343
GO:00007241EsophagusESCCdouble-strand break repair via homologous recombination79/8552138/187234.05e-031.62e-0279
GO:00007251EsophagusESCCrecombinational repair80/8552140/187234.10e-031.63e-0280
GO:0006287EsophagusESCCbase-excision repair, gap-filling11/855214/187231.30e-024.27e-0211
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:00718975LiverHCCDNA biosynthetic process99/7958180/187234.66e-043.08e-0399
GO:00063021LiverHCCdouble-strand break repair131/7958251/187231.17e-036.54e-03131
GO:0006284LiverHCCbase-excision repair27/795843/187235.79e-032.40e-0227
GO:0002200LiverHCCsomatic diversification of immune receptors44/795877/187236.70e-032.72e-0244
GO:0016445LiverHCCsomatic diversification of immunoglobulins38/795867/187231.32e-024.73e-0238
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:00718979Oral cavityOSCCDNA biosynthetic process106/7305180/187234.86e-088.95e-07106
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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
hsa03410Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
hsa034101Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
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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
POLLSNVMissense_Mutationrs548269958c.149G>Ap.Arg50Hisp.R50HQ9UGP5protein_codingdeleterious(0.01)benign(0.001)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
POLLSNVMissense_Mutationrs373860780c.1463N>Ap.Arg488Hisp.R488HQ9UGP5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
POLLSNVMissense_Mutationrs548269958c.149G>Ap.Arg50Hisp.R50HQ9UGP5protein_codingdeleterious(0.01)benign(0.001)TCGA-F5-6811-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
POLLSNVMissense_Mutationc.1291N>Tp.Leu431Phep.L431FQ9UGP5protein_codingdeleterious(0)probably_damaging(0.99)TCGA-A5-A0GI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
POLLSNVMissense_Mutationc.1543N>Ap.Ser515Thrp.S515TQ9UGP5protein_codingdeleterious(0)benign(0.326)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
POLLSNVMissense_Mutationc.1592N>Tp.Ala531Valp.A531VQ9UGP5protein_codingdeleterious(0)benign(0.096)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
POLLSNVMissense_Mutationc.235N>Tp.Gly79Cysp.G79CQ9UGP5protein_codingtolerated(0.06)benign(0.387)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
POLLSNVMissense_Mutationnovelc.646A>Tp.Ser216Cysp.S216CQ9UGP5protein_codingdeleterious(0)possibly_damaging(0.879)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
POLLSNVMissense_Mutationrs757253356c.874N>Tp.Pro292Serp.P292SQ9UGP5protein_codingdeleterious(0.01)benign(0.359)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
POLLSNVMissense_Mutationrs548269958c.149N>Ap.Arg50Hisp.R50HQ9UGP5protein_codingdeleterious(0.01)benign(0.001)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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
27343POLLNA1-DEOXYRUBRALACTONECHEMBL26098018178092
27343POLLNATALAROFLAVONETALAROFLAVONE18178092
27343POLLNAHYMENOIC ACIDHYMENOIC ACID18364258
27343POLLNAJUGLONEJUGLONE21903399
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