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: POLR1D

Gene summary for POLR1D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

POLR1D

Gene ID

51082

Gene nameRNA polymerase I and III subunit D
Gene AliasAC19
Cytomap13q12.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A087WTY1


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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
51082POLR1DHTA11_1938_2000001011HumanColorectumAD1.50e-034.54e-01-0.0811
51082POLR1DHTA11_347_2000001011HumanColorectumAD1.76e-094.34e-01-0.1954
51082POLR1DHTA11_1391_2000001011HumanColorectumAD5.85e-086.58e-01-0.059
51082POLR1DHTA11_7862_2000001011HumanColorectumAD6.28e-076.15e-01-0.0179
51082POLR1DHTA11_866_3004761011HumanColorectumAD6.00e-136.04e-010.096
51082POLR1DHTA11_8622_2000001021HumanColorectumSER4.40e-056.66e-010.0528
51082POLR1DHTA11_7696_3000711011HumanColorectumAD5.25e-105.35e-010.0674
51082POLR1DHTA11_6818_2000001021HumanColorectumAD1.42e-024.17e-010.0588
51082POLR1DHTA11_99999970781_79442HumanColorectumMSS1.04e-148.11e-010.294
51082POLR1DHTA11_99999965104_69814HumanColorectumMSS2.09e-221.14e+000.281
51082POLR1DHTA11_99999971662_82457HumanColorectumMSS3.71e-491.58e+000.3859
51082POLR1DHTA11_99999973899_84307HumanColorectumMSS7.64e-332.23e+000.2585
51082POLR1DHTA11_99999974143_84620HumanColorectumMSS4.16e-177.38e-010.3005
51082POLR1DA015-C-203HumanColorectumFAP3.36e-06-7.53e-02-0.1294
51082POLR1DA002-C-201HumanColorectumFAP2.07e-03-1.77e-010.0324
51082POLR1DA001-C-119HumanColorectumFAP1.37e-02-2.64e-01-0.1557
51082POLR1DA001-C-108HumanColorectumFAP2.19e-05-1.93e-01-0.0272
51082POLR1DA002-C-205HumanColorectumFAP3.43e-05-1.52e-01-0.1236
51082POLR1DA015-C-006HumanColorectumFAP1.12e-03-1.80e-01-0.0994
51082POLR1DA015-C-106HumanColorectumFAP2.85e-03-1.03e-01-0.0511
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0302021EsophagusESCCRNA polymerase28/420534/84658.19e-053.35e-041.71e-0428
hsa046234EsophagusESCCCytosolic DNA-sensing pathway49/420575/84654.35e-031.12e-025.74e-0349
hsa0302031EsophagusESCCRNA polymerase28/420534/84658.19e-053.35e-041.71e-0428
hsa0462311EsophagusESCCCytosolic DNA-sensing pathway49/420575/84654.35e-031.12e-025.74e-0349
hsa03020LiverHCCRNA polymerase24/402034/84655.40e-031.57e-028.75e-0324
hsa030201LiverHCCRNA polymerase24/402034/84655.40e-031.57e-028.75e-0324
hsa030204Oral cavityOSCCRNA polymerase25/370434/84654.12e-041.27e-036.45e-0425
hsa04623Oral cavityOSCCCytosolic DNA-sensing pathway44/370475/84656.44e-031.51e-027.68e-0344
hsa0302011Oral cavityOSCCRNA polymerase25/370434/84654.12e-041.27e-036.45e-0425
hsa046231Oral cavityOSCCCytosolic DNA-sensing pathway44/370475/84656.44e-031.51e-027.68e-0344
hsa030202Oral cavityLPRNA polymerase18/241834/84652.35e-031.03e-026.63e-0318
hsa046232Oral cavityLPCytosolic DNA-sensing pathway31/241875/84651.17e-023.91e-022.52e-0231
hsa030203Oral cavityLPRNA polymerase18/241834/84652.35e-031.03e-026.63e-0318
hsa046233Oral cavityLPCytosolic DNA-sensing pathway31/241875/84651.17e-023.91e-022.52e-0231
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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
POLR1DSNVMissense_Mutationc.161N>Tp.Ser54Phep.S54FQ9Y2S0protein_codingdeleterious(0)possibly_damaging(0.745)TCGA-A8-A083-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
POLR1DSNVMissense_Mutationc.293G>Cp.Arg98Thrp.R98TQ9Y2S0protein_codingdeleterious(0)benign(0.015)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
POLR1DSNVMissense_Mutationc.218C>Tp.Thr73Ilep.T73IQ9Y2S0protein_codingdeleterious(0.01)probably_damaging(0.958)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
POLR1DSNVMissense_Mutationc.166N>Tp.Arg56Cysp.R56CQ9Y2S0protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
POLR1DSNVMissense_Mutationc.101N>Ap.Gly34Glup.G34EQ9Y2S0protein_codingdeleterious(0.03)benign(0.056)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
POLR1DSNVMissense_Mutationnovelc.9G>Tp.Glu3Aspp.E3DQ9Y2S0protein_codingtolerated_low_confidence(0.18)benign(0)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
POLR1DSNVMissense_Mutationnovelc.82G>Ap.Glu28Lysp.E28KQ9Y2S0protein_codingtolerated(0.7)benign(0.007)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
POLR1DSNVMissense_Mutationnovelc.97G>Tp.Ala33Serp.A33SQ9Y2S0protein_codingtolerated(0.7)benign(0.01)TCGA-AP-A05O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
POLR1DSNVMissense_Mutationc.136N>Ap.Glu46Lysp.E46KQ9Y2S0protein_codingtolerated(0.26)benign(0.102)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
POLR1DSNVMissense_Mutationrs770558990c.61N>Tp.Arg21Cysp.R21CQ9Y2S0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A1DV-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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