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: PRDM1

Gene summary for PRDM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRDM1

Gene ID

639

Gene namePR/SET domain 1
Gene AliasBLIMP1
Cytomap6q21
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O75626


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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
639PRDM1LZE4THumanEsophagusESCC1.55e-062.66e-010.0811
639PRDM1LZE7THumanEsophagusESCC5.67e-116.73e-010.0667
639PRDM1LZE6THumanEsophagusESCC3.26e-086.11e-010.0845
639PRDM1P1T-EHumanEsophagusESCC3.87e-045.77e-010.0875
639PRDM1P4T-EHumanEsophagusESCC9.51e-031.12e-010.1323
639PRDM1P5T-EHumanEsophagusESCC2.41e-041.40e-010.1327
639PRDM1P8T-EHumanEsophagusESCC1.11e-032.60e-010.0889
639PRDM1P10T-EHumanEsophagusESCC2.02e-121.68e-010.116
639PRDM1P15T-EHumanEsophagusESCC7.15e-083.15e-010.1149
639PRDM1P22T-EHumanEsophagusESCC1.37e-027.27e-020.1236
639PRDM1P23T-EHumanEsophagusESCC1.42e-196.32e-010.108
639PRDM1P26T-EHumanEsophagusESCC3.38e-184.29e-010.1276
639PRDM1P28T-EHumanEsophagusESCC1.12e-123.76e-010.1149
639PRDM1P30T-EHumanEsophagusESCC2.11e-063.76e-010.137
639PRDM1P31T-EHumanEsophagusESCC1.02e-029.17e-020.1251
639PRDM1P32T-EHumanEsophagusESCC9.87e-041.82e-010.1666
639PRDM1P36T-EHumanEsophagusESCC5.96e-085.08e-010.1187
639PRDM1P37T-EHumanEsophagusESCC8.76e-103.44e-010.1371
639PRDM1P39T-EHumanEsophagusESCC2.93e-133.71e-010.0894
639PRDM1P42T-EHumanEsophagusESCC1.12e-093.99e-010.1175
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:000170110ProstateBPHin utero embryonic development104/3107367/187239.17e-093.10e-07104
GO:000189010ProstateBPHplacenta development50/3107144/187238.97e-082.20e-0650
GO:00017638ProstateBPHmorphogenesis of a branching structure61/3107196/187233.33e-077.06e-0661
GO:000189210ProstateBPHembryonic placenta development32/310782/187239.93e-071.80e-0532
GO:190370616ProstateBPHregulation of hemopoiesis97/3107367/187231.01e-061.83e-0597
GO:00016557ProstateBPHurogenital system development88/3107338/187236.05e-068.83e-0588
GO:00075656ProstateBPHfemale pregnancy54/3107193/187234.64e-054.87e-0454
GO:00097917ProstateBPHpost-embryonic development28/310780/187234.93e-055.11e-0428
GO:00607063ProstateBPHcell differentiation involved in embryonic placenta development13/310725/187235.04e-055.21e-0413
GO:00447066ProstateBPHmulti-multicellular organism process59/3107220/187238.01e-057.66e-0459
GO:00720016ProstateBPHrenal system development76/3107302/187238.55e-058.09e-0476
GO:00018225ProstateBPHkidney development74/3107293/187239.31e-058.76e-0474
GO:19021058ProstateBPHregulation of leukocyte differentiation71/3107279/187239.94e-059.21e-0471
GO:0003170ProstateBPHheart valve development23/310765/187231.87e-041.55e-0323
GO:004211010ProstateBPHT cell activation111/3107487/187232.11e-041.72e-03111
GO:19031315ProstateBPHmononuclear cell differentiation98/3107426/187233.43e-042.55e-0398
GO:0060576ProstateBPHintestinal epithelial cell development8/310714/187236.63e-044.46e-038
GO:00032813ProstateBPHventricular septum development23/310771/187237.95e-045.21e-0323
GO:00018935ProstateBPHmaternal placenta development14/310735/187238.33e-045.41e-0314
GO:005086310ProstateBPHregulation of T cell activation76/3107329/187231.32e-037.95e-0376
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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
PRDM1IMENTColorectumHealthyZC3HAV1,TMCC3,SNX9, etc.3.17e-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.
PRDM1AT2LLungAISANKRD28,MZB1,TXNDC5, etc.6.50e-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.
PRDM1PLAThyroidHTRNF213,ETS1,CD2, etc.5.77e-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
PRDM1SNVMissense_Mutationc.641N>Cp.Gly214Alap.G214AO75626protein_codingtolerated(0.05)benign(0.003)TCGA-A7-A0DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PRDM1SNVMissense_Mutationc.1741G>Ap.Ala581Thrp.A581TO75626protein_codingtolerated(0.4)benign(0.007)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
PRDM1SNVMissense_Mutationc.1629C>Ap.Ser543Argp.S543RO75626protein_codingtolerated(0.4)benign(0.034)TCGA-A8-A09N-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PRDM1SNVMissense_Mutationc.709G>Ap.Glu237Lysp.E237KO75626protein_codingtolerated(0.52)benign(0.009)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PRDM1SNVMissense_Mutationc.1735N>Ap.Val579Ilep.V579IO75626protein_codingtolerated(0.33)benign(0.023)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRDM1SNVMissense_Mutationnovelc.1288N>Cp.Ser430Argp.S430RO75626protein_codingdeleterious(0.05)benign(0.013)TCGA-AN-A04D-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PRDM1SNVMissense_Mutationc.1047C>Gp.Ser349Argp.S349RO75626protein_codingtolerated(0.2)benign(0.409)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PRDM1SNVMissense_Mutationc.461A>Gp.Glu154Glyp.E154GO75626protein_codingdeleterious(0.02)possibly_damaging(0.502)TCGA-B6-A0I9-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PRDM1SNVMissense_Mutationrs764666878c.2298N>Cp.Glu766Aspp.E766DO75626protein_codingdeleterious(0.04)probably_damaging(0.96)TCGA-BH-A42U-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRDM1SNVMissense_Mutationc.1850N>Gp.His617Argp.H617RO75626protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
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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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