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: PRAME

Gene summary for PRAME

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRAME

Gene ID

23532

Gene namePRAME nuclear receptor transcriptional regulator
Gene AliasCT130
Cytomap22q11.22
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

A0A024R1E6


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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
23532PRAMEAEH-subject1HumanEndometriumAEH9.76e-062.72e-01-0.3059
23532PRAMEAEH-subject2HumanEndometriumAEH6.18e-083.37e-01-0.2525
23532PRAMEAEH-subject3HumanEndometriumAEH2.39e-094.06e-01-0.2576
23532PRAMEAEH-subject4HumanEndometriumAEH4.70e-073.31e-01-0.2657
23532PRAMEEEC-subject1HumanEndometriumEEC4.84e-063.89e-01-0.2682
23532PRAMEEEC-subject2HumanEndometriumEEC1.25e-144.95e-01-0.2607
23532PRAMEEEC-subject5HumanEndometriumEEC3.99e-103.88e-01-0.249
23532PRAMEGSM5276935HumanEndometriumEEC1.14e-741.02e+00-0.123
23532PRAMEGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC2.89e-115.51e-01-0.1869
23532PRAMEGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.31e-106.04e-01-0.1875
23532PRAMEGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.85e-115.94e-01-0.1883
23532PRAMEGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.91e-105.21e-01-0.1934
23532PRAMEGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC3.14e-217.02e-01-0.1917
23532PRAMEGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.26e-115.30e-01-0.1916
23532PRAMEGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC5.82e-369.13e-01-0.1269
23532PRAMELZE2THumanEsophagusESCC1.52e-085.62e-010.082
23532PRAMELZE4THumanEsophagusESCC9.56e-123.17e-010.0811
23532PRAMELZE7THumanEsophagusESCC6.33e-031.77e-010.0667
23532PRAMELZE24THumanEsophagusESCC4.15e-021.06e-010.0596
23532PRAMEP2T-EHumanEsophagusESCC1.77e-861.42e+000.1177
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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
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
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:001049816EndometriumAEHproteasomal protein catabolic process108/2100490/187232.73e-124.67e-10108
GO:004316116EndometriumAEHproteasome-mediated ubiquitin-dependent protein catabolic process88/2100412/187231.54e-091.36e-0788
GO:003052210EndometriumAEHintracellular receptor signaling pathway60/2100265/187237.16e-083.77e-0660
GO:00002098EndometriumAEHprotein polyubiquitination44/2100236/187234.83e-044.97e-0344
GO:00483842EndometriumAEHretinoic acid receptor signaling pathway10/210031/187231.48e-031.23e-0210
GO:00483852EndometriumAEHregulation of retinoic acid receptor signaling pathway6/210016/187235.84e-033.55e-026
GO:001049817EndometriumEECproteasomal protein catabolic process112/2168490/187236.99e-131.40e-10112
GO:004316117EndometriumEECproteasome-mediated ubiquitin-dependent protein catabolic process92/2168412/187233.01e-103.23e-0892
GO:003052215EndometriumEECintracellular receptor signaling pathway65/2168265/187232.52e-091.96e-0765
GO:000020913EndometriumEECprotein polyubiquitination46/2168236/187232.65e-043.04e-0346
GO:004838411EndometriumEECretinoic acid receptor signaling pathway10/216831/187231.89e-031.45e-0210
GO:004838511EndometriumEECregulation of retinoic acid receptor signaling pathway6/216816/187236.84e-033.96e-026
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:004838412EsophagusESCCretinoic acid receptor signaling pathway22/855231/187233.90e-031.58e-0222
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:003052222LiverHCCintracellular receptor signaling pathway171/7958265/187233.00e-131.61e-11171
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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
PRAMESNVMissense_Mutationc.1340N>Ap.Ser447Asnp.S447NP78395protein_codingdeleterious(0.03)benign(0.26)TCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
PRAMESNVMissense_Mutationrs765231019c.476N>Ap.Arg159Glnp.R159QP78395protein_codingtolerated(0.54)benign(0.007)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
PRAMEinsertionFrame_Shift_Insnovelc.252_253insAAGAAAAATGTACTACGCCTp.Val85LysfsTer9p.V85Kfs*9P78395protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRAMEinsertionNonsense_Mutationnovelc.704_705insGGAGATGTGGGAGAAGGAACAACAGAGAAATTGCAAAAATTGAp.Ile235MetfsTer15p.I235Mfs*15P78395protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PRAMESNVMissense_Mutationnovelc.122N>Tp.Ala41Valp.A41VP78395protein_codingtolerated(0.06)possibly_damaging(0.462)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PRAMESNVMissense_Mutationnovelc.712N>Ap.Leu238Metp.L238MP78395protein_codingdeleterious(0.02)possibly_damaging(0.511)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
PRAMESNVMissense_Mutationnovelc.430N>Cp.Tyr144Hisp.Y144HP78395protein_codingtolerated(0.49)possibly_damaging(0.601)TCGA-AA-3851-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PRAMESNVMissense_Mutationnovelc.1505N>Gp.Leu502Argp.L502RP78395protein_codingtolerated(0.07)possibly_damaging(0.898)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PRAMESNVMissense_Mutationc.1285N>Tp.His429Tyrp.H429YP78395protein_codingdeleterious(0.02)possibly_damaging(0.797)TCGA-CK-6747-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PRAMESNVMissense_Mutationrs116965324c.620N>Ap.Arg207Hisp.R207HP78395protein_codingtolerated(1)benign(0)TCGA-CK-6751-01Colorectumcolon 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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