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: PGR

Gene summary for PGR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PGR

Gene ID

5241

Gene nameprogesterone receptor
Gene AliasNR3C3
Cytomap11q22.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P06401


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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
5241PGRGSM4909301HumanBreastIDC1.86e-165.31e-010.1577
5241PGRGSM4909302HumanBreastIDC1.05e-246.56e-010.1545
5241PGRGSM4909303HumanBreastIDC1.24e-074.58e-010.0438
5241PGRGSM4909304HumanBreastIDC4.23e-518.14e-010.1636
5241PGRNCCBC11HumanBreastDCIS1.04e-045.63e-010.1232
5241PGRP3HumanBreastIDC3.70e-065.41e-010.1542
5241PGRAEH-subject1HumanEndometriumAEH1.63e-10-4.32e-01-0.3059
5241PGRAEH-subject2HumanEndometriumAEH1.19e-17-4.39e-01-0.2525
5241PGRAEH-subject3HumanEndometriumAEH1.22e-049.40e-02-0.2576
5241PGRAEH-subject5HumanEndometriumAEH4.24e-06-3.27e-01-0.2953
5241PGREEC-subject1HumanEndometriumEEC1.31e-02-1.60e-02-0.2682
5241PGREEC-subject2HumanEndometriumEEC4.07e-18-5.42e-01-0.2607
5241PGREEC-subject3HumanEndometriumEEC6.99e-28-4.64e-01-0.2525
5241PGREEC-subject4HumanEndometriumEEC5.43e-20-5.38e-01-0.2571
5241PGREEC-subject5HumanEndometriumEEC1.03e-06-3.29e-01-0.249
5241PGRGSM5276934HumanEndometriumEEC5.61e-52-8.89e-01-0.0913
5241PGRGSM5276935HumanEndometriumEEC3.39e-04-2.63e-01-0.123
5241PGRGSM5276937HumanEndometriumEEC6.13e-35-8.22e-01-0.0897
5241PGRGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC8.08e-30-6.41e-01-0.1869
5241PGRGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.88e-34-8.13e-01-0.1875
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
∗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:004854514BreastIDCresponse to steroid hormone70/1434339/187231.34e-144.23e-1270
GO:000756511BreastIDCfemale pregnancy39/1434193/187231.81e-081.27e-0639
GO:00447061BreastIDCmulti-multicellular organism process41/1434220/187238.58e-085.19e-0641
GO:004873214BreastIDCgland development64/1434436/187233.47e-071.74e-0564
GO:004860812BreastIDCreproductive structure development60/1434424/187232.71e-061.03e-0460
GO:006145813BreastIDCreproductive system development60/1434427/187233.41e-061.24e-0460
GO:007138314BreastIDCcellular response to steroid hormone stimulus35/1434204/187235.29e-061.75e-0435
GO:005067313BreastIDCepithelial cell proliferation60/1434437/187237.13e-062.15e-0460
GO:005067812BreastIDCregulation of epithelial cell proliferation54/1434381/187238.07e-062.39e-0454
GO:00601352BreastIDCmaternal process involved in female pregnancy16/143462/187231.20e-053.17e-0416
GO:003051813BreastIDCintracellular steroid hormone receptor signaling pathway22/1434116/187236.16e-051.28e-0322
GO:006056212BreastIDCepithelial tube morphogenesis44/1434325/187231.58e-042.73e-0344
GO:00303244BreastIDClung development28/1434177/187231.90e-043.15e-0328
GO:003052214BreastIDCintracellular receptor signaling pathway37/1434265/187232.77e-044.26e-0337
GO:00303234BreastIDCrespiratory tube development28/1434181/187232.78e-044.26e-0328
GO:003087911BreastIDCmammary gland development23/1434137/187232.87e-044.37e-0323
GO:00611383BreastIDCmorphogenesis of a branching epithelium28/1434182/187233.05e-044.60e-0328
GO:0008406BreastIDCgonad development32/1434221/187233.64e-045.23e-0332
GO:00605412BreastIDCrespiratory system development30/1434203/187233.85e-045.40e-0330
GO:00017635BreastIDCmorphogenesis of a branching structure29/1434196/187234.68e-046.26e-0329
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0491523BreastIDCEstrogen signaling pathway35/867138/84652.55e-075.18e-063.88e-0635
hsa0491533BreastIDCEstrogen signaling pathway35/867138/84652.55e-075.18e-063.88e-0635
hsa0491542BreastDCISEstrogen signaling pathway35/846138/84651.40e-072.51e-061.85e-0635
hsa0491552BreastDCISEstrogen signaling pathway35/846138/84651.40e-072.51e-061.85e-0635
hsa0491525EndometriumAEHEstrogen signaling pathway35/1197138/84653.10e-042.40e-031.75e-0335
hsa04915111EndometriumAEHEstrogen signaling pathway35/1197138/84653.10e-042.40e-031.75e-0335
hsa0491526EndometriumEECEstrogen signaling pathway34/1237138/84651.19e-038.02e-035.98e-0334
hsa0491535EndometriumEECEstrogen signaling pathway34/1237138/84651.19e-038.02e-035.98e-0334
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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
PGRBASCervixCCCOL21A1,LINC01480,LINC02814, etc.1.13e-03The 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.
PGRCOLCervixCCCOL21A1,LINC01480,LINC02814, etc.4.03e-03The 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.
PGRECMEsophagusESCCSLC40A1,IL10,TRMT12, etc.1.07e-01The 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.
PGRMSCEsophagusESCCSLC40A1,IL10,TRMT12, etc.1.96e-01The 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.
PGRINCAFOral cavityADJLCMT2,POLD3,RIF1, etc.7.38e-02The 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.
PGRINCAFOral cavityLPLCMT2,POLD3,RIF1, etc.4.39e-01The 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.
∗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
PGRSNVMissense_Mutationnovelc.2741N>Tp.Ala914Valp.A914VP06401protein_codingdeleterious(0)benign(0.297)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PGRSNVMissense_Mutationrs149186732c.2219N>Ap.Arg740Glnp.R740QP06401protein_codingdeleterious(0.01)probably_damaging(0.984)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PGRSNVMissense_Mutationc.2497N>Ap.Glu833Lysp.E833KP06401protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
PGRSNVMissense_Mutationc.2167N>Ap.Glu723Lysp.E723KP06401protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AR-A255-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
PGRSNVMissense_Mutationc.1807N>Cp.Cys603Argp.C603RP06401protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C8-A27A-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
PGRSNVMissense_Mutationc.2285G>Tp.Gly762Valp.G762VP06401protein_codingdeleterious(0.01)probably_damaging(0.983)TCGA-E9-A1ND-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
PGRinsertionFrame_Shift_Insnovelc.1786_1787insGp.Glu596GlyfsTer13p.E596Gfs*13P06401protein_codingTCGA-AO-A0J7-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
PGRSNVMissense_Mutationnovelc.1834N>Cp.Asp612Hisp.D612HP06401protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A7UC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PGRSNVMissense_Mutationc.2529N>Cp.Glu843Aspp.E843DP06401protein_codingdeleterious(0.04)benign(0.123)TCGA-EA-A78R-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PGRSNVMissense_Mutationc.2684N>Gp.Phe895Cysp.F895CP06401protein_codingdeleterious(0)probably_damaging(0.998)TCGA-FU-A3HZ-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
5241PGRDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORagonist178103659
5241PGRDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORExemestaneEXEMESTANE
5241PGRDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORBAY 86-5044
5241PGRDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORLapatinibLAPATINIB
5241PGRDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORneratinibNERATINIB
5241PGRDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORolaparibOLAPARIB
5241PGRDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORTosagestinTOSAGESTIN
5241PGRDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORagonistCHEMBL1509DROSPIRENONE
5241PGRDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORMEDROXYPROGESTERONEMEDROXYPROGESTERONE ACETATE12846422
5241PGRDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORagonistCHEMBL1389LEVONORGESTREL
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