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: PGRMC2

Gene summary for PGRMC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PGRMC2

Gene ID

10424

Gene nameprogesterone receptor membrane component 2
Gene AliasDG6
Cytomap4q28.2
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

O15173


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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
10424PGRMC2HTA11_1938_2000001011HumanColorectumAD4.72e-054.13e-01-0.0811
10424PGRMC2HTA11_78_2000001011HumanColorectumAD8.52e-053.23e-01-0.1088
10424PGRMC2HTA11_347_2000001011HumanColorectumAD1.03e-195.73e-01-0.1954
10424PGRMC2HTA11_1391_2000001011HumanColorectumAD3.79e-063.76e-01-0.059
10424PGRMC2A015-C-203HumanColorectumFAP2.86e-05-1.63e-01-0.1294
10424PGRMC2A001-C-108HumanColorectumFAP1.06e-03-1.76e-01-0.0272
10424PGRMC2A015-C-106HumanColorectumFAP4.51e-04-1.44e-01-0.0511
10424PGRMC2A015-C-104HumanColorectumFAP1.60e-04-1.11e-01-0.1899
10424PGRMC2A002-C-016HumanColorectumFAP1.23e-05-1.39e-010.0521
10424PGRMC2A002-C-116HumanColorectumFAP4.00e-05-1.42e-01-0.0452
10424PGRMC2LZE2THumanEsophagusESCC1.28e-054.49e-010.082
10424PGRMC2LZE4THumanEsophagusESCC6.81e-059.14e-030.0811
10424PGRMC2LZE8THumanEsophagusESCC1.27e-02-9.38e-020.067
10424PGRMC2LZE20THumanEsophagusESCC1.50e-022.61e-020.0662
10424PGRMC2LZE24THumanEsophagusESCC5.44e-092.91e-020.0596
10424PGRMC2P2T-EHumanEsophagusESCC7.34e-224.01e-010.1177
10424PGRMC2P4T-EHumanEsophagusESCC5.15e-174.88e-010.1323
10424PGRMC2P5T-EHumanEsophagusESCC2.83e-162.27e-010.1327
10424PGRMC2P8T-EHumanEsophagusESCC2.08e-133.54e-030.0889
10424PGRMC2P9T-EHumanEsophagusESCC1.83e-091.41e-010.1131
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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
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
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
GO:0071383ColorectumADcellular response to steroid hormone stimulus73/3918204/187236.31e-072.24e-0573
GO:0043401ColorectumADsteroid hormone mediated signaling pathway51/3918136/187236.52e-061.63e-0451
GO:0048545ColorectumADresponse to steroid hormone104/3918339/187231.33e-052.90e-04104
GO:0009755ColorectumADhormone-mediated signaling pathway64/3918190/187232.78e-055.24e-0464
GO:00713833ColorectumFAPcellular response to steroid hormone stimulus59/2622204/187232.12e-082.06e-0659
GO:00485454ColorectumFAPresponse to steroid hormone81/2622339/187236.22e-073.08e-0581
GO:00434014ColorectumFAPsteroid hormone mediated signaling pathway41/2622136/187238.82e-074.03e-0541
GO:00097554ColorectumFAPhormone-mediated signaling pathway51/2622190/187232.23e-068.87e-0551
GO:0048545111EsophagusESCCresponse to steroid hormone204/8552339/187234.47e-088.11e-07204
GO:0071383110EsophagusESCCcellular response to steroid hormone stimulus127/8552204/187231.26e-061.55e-05127
GO:004340119EsophagusESCCsteroid hormone mediated signaling pathway87/8552136/187231.25e-051.15e-0487
GO:000975516EsophagusESCChormone-mediated signaling pathway106/8552190/187233.13e-031.30e-02106
GO:004854512LiverCirrhoticresponse to steroid hormone146/4634339/187237.87e-146.76e-12146
GO:007138312LiverCirrhoticcellular response to steroid hormone stimulus90/4634204/187231.04e-094.70e-0890
GO:004340111LiverCirrhoticsteroid hormone mediated signaling pathway58/4634136/187233.44e-065.95e-0558
GO:000975511LiverCirrhotichormone-mediated signaling pathway71/4634190/187237.09e-057.98e-0471
GO:004854522LiverHCCresponse to steroid hormone206/7958339/187236.81e-122.92e-10206
GO:007138322LiverHCCcellular response to steroid hormone stimulus128/7958204/187233.92e-091.04e-07128
GO:004340121LiverHCCsteroid hormone mediated signaling pathway84/7958136/187234.42e-065.62e-0584
GO:000975521LiverHCChormone-mediated signaling pathway106/7958190/187231.45e-041.17e-03106
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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
PGRMC2SNVMissense_Mutationrs759473544c.410G>Ap.Gly137Aspp.G137DO15173protein_codingdeleterious(0)probably_damaging(0.998)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
PGRMC2SNVMissense_Mutationnovelc.592N>Ap.Asp198Asnp.D198NO15173protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
PGRMC2SNVMissense_Mutationc.623N>Ap.Arg208Glnp.R208QO15173protein_codingtolerated(0.16)probably_damaging(0.98)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
PGRMC2SNVMissense_Mutationc.491N>Tp.Ala164Valp.A164VO15173protein_codingdeleterious(0.01)benign(0.108)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PGRMC2SNVMissense_Mutationrs751047875c.473N>Tp.Ser158Ilep.S158IO15173protein_codingtolerated(0.08)possibly_damaging(0.749)TCGA-NJ-A4YI-01Lunglung adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PGRMC2SNVMissense_Mutationrs768420882c.470N>Ap.Gly157Aspp.G157DO15173protein_codingdeleterious(0)probably_damaging(0.972)TCGA-CV-7568-01Oral cavityhead & neck squamous cell carcinomaFemale<65I/IIUnknownUnknownSD
PGRMC2deletionIn_Frame_Delnovelc.364_399delNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Met122_Arg133delp.M122_R133delO15173protein_codingTCGA-CV-6937-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
PGRMC2SNVMissense_Mutationrs200116082c.572N>Gp.Asp191Glyp.D191GO15173protein_codingdeleterious(0.02)probably_damaging(0.991)TCGA-BR-4361-01Stomachstomach adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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