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: PRDM2

Gene summary for PRDM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRDM2

Gene ID

7799

Gene namePR/SET domain 2
Gene AliasHUMHOXY1
Cytomap1p36.21
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q13029


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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
7799PRDM2CCI_1HumanCervixCC8.25e-035.77e-010.528
7799PRDM2CCI_2HumanCervixCC5.10e-061.06e+000.5249
7799PRDM2CCI_3HumanCervixCC8.69e-035.74e-010.516
7799PRDM2AEH-subject1HumanEndometriumAEH4.27e-134.36e-01-0.3059
7799PRDM2AEH-subject2HumanEndometriumAEH1.47e-052.32e-01-0.2525
7799PRDM2AEH-subject3HumanEndometriumAEH4.25e-021.92e-01-0.2576
7799PRDM2AEH-subject4HumanEndometriumAEH7.43e-134.79e-01-0.2657
7799PRDM2AEH-subject5HumanEndometriumAEH6.96e-094.76e-01-0.2953
7799PRDM2EEC-subject1HumanEndometriumEEC1.42e-135.15e-01-0.2682
7799PRDM2EEC-subject3HumanEndometriumEEC1.91e-051.23e-01-0.2525
7799PRDM2EEC-subject4HumanEndometriumEEC5.32e-032.73e-01-0.2571
7799PRDM2EEC-subject5HumanEndometriumEEC3.93e-053.53e-01-0.249
7799PRDM2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.22e-09-1.51e-01-0.1869
7799PRDM2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.96e-09-1.45e-01-0.1875
7799PRDM2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC5.33e-08-7.34e-02-0.1883
7799PRDM2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.29e-10-9.49e-02-0.1934
7799PRDM2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.61e-21-9.42e-02-0.1917
7799PRDM2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.73e-15-8.68e-02-0.1916
7799PRDM2LZE4THumanEsophagusESCC4.59e-034.89e-020.0811
7799PRDM2LZE7THumanEsophagusESCC8.79e-124.28e-010.0667
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
GO:00075689CervixCCaging75/2311339/187232.75e-071.13e-0575
GO:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:00165715CervixCChistone methylation30/2311141/187231.88e-031.39e-0230
GO:00064795CervixCCprotein methylation36/2311181/187232.46e-031.71e-0236
GO:00082135CervixCCprotein alkylation36/2311181/187232.46e-031.71e-0236
GO:000756810EndometriumAEHaging59/2100339/187234.00e-044.28e-0359
GO:000756815EndometriumEECaging66/2168339/187231.46e-052.87e-0466
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000756820EsophagusESCCaging201/8552339/187232.64e-073.94e-06201
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:00165703LiverNAFLDhistone modification90/1882463/187235.74e-101.28e-0790
GO:00165713LiverNAFLDhistone methylation29/1882141/187231.40e-042.63e-0329
GO:00064793LiverNAFLDprotein methylation33/1882181/187235.36e-047.35e-0333
GO:00082133LiverNAFLDprotein alkylation33/1882181/187235.36e-047.35e-0333
GO:00075687LiverNAFLDaging53/1882339/187237.78e-049.77e-0353
GO:0043414LiverNAFLDmacromolecule methylation47/1882316/187234.08e-033.41e-0247
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0031010EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031013EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa003108LiverNAFLDLysine degradation21/104363/84651.09e-053.58e-042.89e-0421
hsa0031011LiverNAFLDLysine degradation21/104363/84651.09e-053.58e-042.89e-0421
hsa0031041LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa0031051LiverHCCLysine degradation47/402063/84651.02e-057.58e-054.22e-0547
hsa003109LungIACLysine degradation17/105363/84651.35e-038.63e-035.73e-0317
hsa0031012LungIACLysine degradation17/105363/84651.35e-038.63e-035.73e-0317
hsa0031022LungAISLysine degradation16/96163/84651.41e-039.49e-036.07e-0316
hsa0031032LungAISLysine degradation16/96163/84651.41e-039.49e-036.07e-0316
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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
PRDM2SNVMissense_Mutationc.1294N>Ap.Asp432Asnp.D432NQ13029protein_codingtolerated(0.12)benign(0)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PRDM2SNVMissense_Mutationc.3889N>Tp.Ser1297Cysp.S1297CQ13029protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRDM2SNVMissense_Mutationc.4396N>Cp.Tyr1466Hisp.Y1466HQ13029protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRDM2SNVMissense_Mutationc.1567G>Cp.Glu523Glnp.E523QQ13029protein_codingtolerated(0.3)possibly_damaging(0.857)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PRDM2SNVMissense_Mutationrs200363632c.2299N>Ap.Gly767Argp.G767RQ13029protein_codingtolerated(0.53)benign(0.013)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PRDM2SNVMissense_Mutationc.994N>Cp.Glu332Glnp.E332QQ13029protein_codingtolerated(0.06)possibly_damaging(0.715)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
PRDM2SNVMissense_Mutationc.4739G>Ap.Arg1580Lysp.R1580KQ13029protein_codingtolerated(0.15)benign(0.069)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRDM2SNVMissense_Mutationnovelc.940N>Ap.Glu314Lysp.E314KQ13029protein_codingtolerated_low_confidence(0.08)possibly_damaging(0.901)TCGA-PE-A5DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
PRDM2insertionNonsense_Mutationnovelc.5001_5002insACCTTTTCTTTCCATTAAAp.Asp1668ThrfsTer6p.D1668Tfs*6Q13029protein_codingTCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
PRDM2insertionFrame_Shift_Insnovelc.5003_5004insTCTAACCAAAp.Gly1669LeufsTer36p.G1669Lfs*36Q13029protein_codingTCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
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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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