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: PAMR1

Gene summary for PAMR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAMR1

Gene ID

25891

Gene namepeptidase domain containing associated with muscle regeneration 1
Gene AliasDKFZP586H2123
Cytomap11p13
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q6UXH9


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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
25891PAMR1AEH-subject1HumanEndometriumAEH2.58e-31-6.35e-01-0.3059
25891PAMR1AEH-subject2HumanEndometriumAEH8.27e-34-6.36e-01-0.2525
25891PAMR1AEH-subject3HumanEndometriumAEH1.71e-19-5.47e-01-0.2576
25891PAMR1AEH-subject4HumanEndometriumAEH1.51e-05-2.48e-01-0.2657
25891PAMR1AEH-subject5HumanEndometriumAEH5.72e-35-6.71e-01-0.2953
25891PAMR1EEC-subject1HumanEndometriumEEC4.11e-40-6.59e-01-0.2682
25891PAMR1EEC-subject2HumanEndometriumEEC2.45e-36-6.81e-01-0.2607
25891PAMR1EEC-subject3HumanEndometriumEEC2.42e-38-6.60e-01-0.2525
25891PAMR1EEC-subject4HumanEndometriumEEC5.01e-30-5.92e-01-0.2571
25891PAMR1EEC-subject5HumanEndometriumEEC1.23e-39-6.79e-01-0.249
25891PAMR1GSM5276934HumanEndometriumEEC1.23e-04-3.22e-01-0.0913
25891PAMR1GSM5276935HumanEndometriumEEC1.36e-43-6.87e-01-0.123
25891PAMR1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.08e-34-6.89e-01-0.1869
25891PAMR1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC4.28e-31-6.89e-01-0.1875
25891PAMR1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC7.56e-36-6.89e-01-0.1883
25891PAMR1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.03e-42-6.89e-01-0.1934
25891PAMR1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.36e-43-6.89e-01-0.1917
25891PAMR1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.05e-45-6.89e-01-0.1916
25891PAMR1GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC9.60e-08-3.48e-01-0.1269
25891PAMR1C38HumanOral cavityOSCC1.28e-118.20e-010.172
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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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
PAMR1SNVMissense_Mutationc.1788N>Gp.Ile596Metp.I596MQ6UXH9protein_codingdeleterious(0)benign(0.366)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PAMR1SNVMissense_Mutationc.2071N>Tp.Pro691Serp.P691SQ6UXH9protein_codingtolerated(0.18)possibly_damaging(0.796)TCGA-B6-A0RL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PAMR1SNVMissense_Mutationrs763793747c.1363N>Tp.Arg455Trpp.R455WQ6UXH9protein_codingdeleterious(0)probably_damaging(0.994)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PAMR1SNVMissense_Mutationrs146022451c.91G>Ap.Glu31Lysp.E31KQ6UXH9protein_codingdeleterious(0.02)possibly_damaging(0.57)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PAMR1SNVMissense_Mutationc.1074N>Gp.Ile358Metp.I358MQ6UXH9protein_codingtolerated(0.2)benign(0.366)TCGA-E2-A1LG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PAMR1SNVMissense_Mutationnovelc.1429N>Gp.Leu477Valp.L477VQ6UXH9protein_codingtolerated(0.1)benign(0.007)TCGA-OK-A5Q2-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PAMR1insertionNonsense_Mutationnovelc.866_867insTACACAAATTGTAGCCCTTTAATp.Leu289PhefsTer8p.L289Ffs*8Q6UXH9protein_codingTCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PAMR1insertionFrame_Shift_Insnovelc.1661_1662insTCTTAACAAATTTACAATATATGTCTGTCTTTCCCTGACTp.Ile555LeufsTer29p.I555Lfs*29Q6UXH9protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PAMR1insertionFrame_Shift_Insrs751755759c.302_303insGp.Thr102TyrfsTer4p.T102Yfs*4Q6UXH9protein_codingTCGA-AN-A0FY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PAMR1SNVMissense_Mutationrs368802780c.1903N>Tp.Arg635Cysp.R635CQ6UXH9protein_codingdeleterious(0)possibly_damaging(0.629)TCGA-2W-A8YY-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
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