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: POLM

Gene summary for POLM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

POLM

Gene ID

27434

Gene nameDNA polymerase mu
Gene AliasPol Mu
Cytomap7p13
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9NP87


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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
27434POLMLZE4THumanEsophagusESCC3.00e-049.52e-020.0811
27434POLMLZE5THumanEsophagusESCC2.91e-031.97e-010.0514
27434POLMLZE8THumanEsophagusESCC7.58e-061.53e-010.067
27434POLMLZE20THumanEsophagusESCC1.07e-021.05e-010.0662
27434POLMLZE22D1HumanEsophagusHGIN4.32e-041.94e-010.0595
27434POLMLZE22THumanEsophagusESCC6.45e-042.55e-010.068
27434POLMLZE24THumanEsophagusESCC7.46e-112.47e-010.0596
27434POLMLZE6THumanEsophagusESCC4.52e-021.78e-010.0845
27434POLMP1T-EHumanEsophagusESCC2.06e-155.30e-010.0875
27434POLMP2T-EHumanEsophagusESCC3.41e-162.71e-010.1177
27434POLMP4T-EHumanEsophagusESCC8.12e-092.16e-010.1323
27434POLMP5T-EHumanEsophagusESCC7.17e-071.11e-010.1327
27434POLMP8T-EHumanEsophagusESCC1.40e-111.54e-010.0889
27434POLMP9T-EHumanEsophagusESCC9.24e-142.21e-010.1131
27434POLMP10T-EHumanEsophagusESCC1.71e-223.04e-010.116
27434POLMP11T-EHumanEsophagusESCC9.86e-102.69e-010.1426
27434POLMP12T-EHumanEsophagusESCC3.39e-162.71e-010.1122
27434POLMP15T-EHumanEsophagusESCC1.86e-163.31e-010.1149
27434POLMP16T-EHumanEsophagusESCC4.11e-223.80e-010.1153
27434POLMP20T-EHumanEsophagusESCC5.70e-164.12e-010.1124
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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:007189710EsophagusHGINDNA biosynthetic process44/2587180/187238.97e-051.96e-0344
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
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:00718979Oral cavityOSCCDNA biosynthetic process106/7305180/187234.86e-088.95e-07106
GO:00063023Oral cavityOSCCdouble-strand break repair132/7305251/187237.93e-068.52e-05132
GO:0006310Oral cavityOSCCDNA recombination147/7305305/187236.33e-043.56e-03147
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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
POLMSNVMissense_Mutationnovelc.164N>Cp.Gly55Alap.G55AQ9NP87protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-A7-A4SA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
POLMSNVMissense_Mutationnovelc.1196N>Tp.Ser399Phep.S399FQ9NP87protein_codingdeleterious_low_confidence(0)benign(0.169)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
POLMSNVMissense_Mutationrs766237933c.493N>Ap.Glu165Lysp.E165KQ9NP87protein_codingtolerated(0.16)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
POLMSNVMissense_Mutationc.1297G>Ap.Glu433Lysp.E433KQ9NP87protein_codingdeleterious_low_confidence(0)benign(0.297)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
POLMSNVMissense_Mutationrs757549738c.1160G>Ap.Gly387Glup.G387EQ9NP87protein_codingtolerated(0.08)benign(0.347)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
POLMSNVMissense_Mutationnovelc.1007N>Tp.Arg336Ilep.R336IQ9NP87protein_codingdeleterious(0)probably_damaging(0.988)TCGA-VS-A8QH-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapygemcitabinePD
POLMSNVMissense_Mutationnovelc.361C>Tp.His121Tyrp.H121YQ9NP87protein_codingtolerated(0.08)possibly_damaging(0.629)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
POLMSNVMissense_Mutationnovelc.841N>Ap.Leu281Metp.L281MQ9NP87protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
POLMSNVMissense_Mutationc.986N>Ap.Cys329Tyrp.C329YQ9NP87protein_codingdeleterious(0.02)possibly_damaging(0.519)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
POLMdeletionFrame_Shift_Delrs770109474c.290delNp.Pro97GlnfsTer6p.P97Qfs*6Q9NP87protein_codingTCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<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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