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
639PRDM1P47T-EHumanEsophagusESCC3.99e-062.37e-010.1067
639PRDM1P48T-EHumanEsophagusESCC4.18e-041.69e-010.0959
639PRDM1P49T-EHumanEsophagusESCC2.72e-037.17e-010.1768
639PRDM1P52T-EHumanEsophagusESCC7.64e-031.29e-010.1555
639PRDM1P62T-EHumanEsophagusESCC4.80e-051.95e-010.1302
639PRDM1P74T-EHumanEsophagusESCC3.12e-052.53e-010.1479
639PRDM1P75T-EHumanEsophagusESCC6.25e-093.25e-010.1125
639PRDM1P76T-EHumanEsophagusESCC9.34e-031.63e-010.1207
639PRDM1P79T-EHumanEsophagusESCC1.05e-035.00e-020.1154
639PRDM1P82T-EHumanEsophagusESCC3.34e-022.67e-010.1072
639PRDM1P83T-EHumanEsophagusESCC2.02e-052.19e-010.1738
639PRDM1P84T-EHumanEsophagusESCC1.73e-048.24e-010.0933
639PRDM1P89T-EHumanEsophagusESCC6.52e-065.34e-010.1752
639PRDM1P107T-EHumanEsophagusESCC2.52e-021.37e-010.171
639PRDM1P127T-EHumanEsophagusESCC3.99e-073.11e-010.0826
639PRDM1P128T-EHumanEsophagusESCC3.00e-083.80e-010.1241
639PRDM1P130T-EHumanEsophagusESCC5.77e-144.25e-010.1676
639PRDM1C21HumanOral cavityOSCC5.67e-033.33e-010.2678
639PRDM1C43HumanOral cavityOSCC5.80e-064.15e-010.1704
639PRDM1C57HumanOral cavityOSCC3.47e-166.91e-010.1679
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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:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:0001890110EsophagusESCCplacenta development98/8552144/187234.46e-088.11e-0798
GO:0061458110EsophagusESCCreproductive system development247/8552427/187232.24e-073.42e-06247
GO:004860818EsophagusESCCreproductive structure development245/8552424/187232.82e-074.14e-06245
GO:000206420EsophagusESCCepithelial cell development136/8552220/187239.50e-071.21e-05136
GO:00097919EsophagusESCCpost-embryonic development56/855280/187239.08e-068.71e-0556
GO:000189219EsophagusESCCembryonic placenta development57/855282/187231.06e-051.01e-0457
GO:00018937EsophagusESCCmaternal placenta development28/855235/187233.40e-052.78e-0428
GO:1903706110EsophagusESCCregulation of hemopoiesis201/8552367/187232.60e-041.58e-03201
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:190210510EsophagusESCCregulation of leukocyte differentiation152/8552279/187231.82e-038.35e-03152
GO:00601357EsophagusESCCmaternal process involved in female pregnancy40/855262/187232.14e-039.54e-0340
GO:00605763EsophagusESCCintestinal epithelial cell development12/855214/187232.51e-031.08e-0212
GO:0002066EsophagusESCCcolumnar/cuboidal epithelial cell development29/855244/187235.41e-032.02e-0229
GO:00607065EsophagusESCCcell differentiation involved in embryonic placenta development18/855225/187237.04e-032.56e-0218
GO:00016559EsophagusESCCurogenital system development177/8552338/187237.51e-032.69e-02177
GO:00302176EsophagusESCCT cell differentiation137/8552257/187238.09e-032.87e-02137
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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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