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: PREX1

Gene summary for PREX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PREX1

Gene ID

57580

Gene namephosphatidylinositol-3,4,5-trisphosphate dependent Rac exchange factor 1
Gene AliasP-REX1
Cytomap20q13.13
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q8TCU6


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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
57580PREX1GSM4909298HumanBreastIDC1.86e-029.87e-020.1551
57580PREX1GSM4909301HumanBreastIDC6.43e-134.54e-010.1577
57580PREX1GSM4909302HumanBreastIDC2.63e-073.17e-010.1545
57580PREX1GSM4909304HumanBreastIDC1.99e-691.05e+000.1636
57580PREX1GSM4909308HumanBreastIDC4.05e-021.53e-010.158
57580PREX1GSM4909320HumanBreastIDC2.72e-023.78e-010.1575
57580PREX1M1HumanBreastIDC1.46e-226.54e-010.1577
57580PREX1NCCBC2HumanBreastDCIS2.77e-046.22e-010.1554
57580PREX1P1HumanBreastIDC3.78e-084.78e-010.1527
57580PREX1P3HumanBreastIDC1.11e-055.71e-010.1542
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
∗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:004578514BreastIDCpositive regulation of cell adhesion62/1434437/187231.70e-067.16e-0562
GO:004325414BreastIDCregulation of protein-containing complex assembly61/1434428/187231.77e-067.31e-0561
GO:007162111BreastIDCgranulocyte chemotaxis26/1434125/187232.36e-069.30e-0526
GO:005090011BreastIDCleukocyte migration54/1434369/187233.10e-061.15e-0454
GO:009752911BreastIDCmyeloid leukocyte migration37/1434220/187234.65e-061.62e-0437
GO:003059511BreastIDCleukocyte chemotaxis38/1434230/187235.36e-061.76e-0438
GO:003297014BreastIDCregulation of actin filament-based process56/1434397/187236.37e-061.99e-0456
GO:003059311BreastIDCneutrophil chemotaxis22/1434103/187238.82e-062.50e-0422
GO:190290314BreastIDCregulation of supramolecular fiber organization54/1434383/187239.40e-062.66e-0454
GO:006032611BreastIDCcell chemotaxis46/1434310/187231.13e-053.08e-0446
GO:004211012BreastIDCT cell activation64/1434487/187231.49e-053.77e-0464
GO:009753011BreastIDCgranulocyte migration27/1434148/187231.98e-054.88e-0427
GO:199026611BreastIDCneutrophil migration23/1434122/187234.67e-051.04e-0323
GO:007259313BreastIDCreactive oxygen species metabolic process36/1434239/187237.16e-051.43e-0336
GO:003295614BreastIDCregulation of actin cytoskeleton organization48/1434358/187231.03e-041.96e-0348
GO:000701514BreastIDCactin filament organization55/1434442/187232.45e-043.84e-0355
GO:011005314BreastIDCregulation of actin filament organization37/1434278/187237.01e-048.58e-0337
GO:00322719BreastIDCregulation of protein polymerization32/1434233/187239.19e-041.05e-0232
GO:190313111BreastIDCmononuclear cell differentiation51/1434426/187239.81e-041.11e-0251
GO:001081114BreastIDCpositive regulation of cell-substrate adhesion20/1434123/187231.05e-031.16e-0220
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516743BreastDCISKaposi sarcoma-associated herpesvirus infection38/846194/84653.43e-053.69e-042.72e-0438
hsa0516753BreastDCISKaposi sarcoma-associated herpesvirus infection38/846194/84653.43e-053.69e-042.72e-0438
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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
PREX1SNVMissense_Mutationnovelc.1455N>Gp.Phe485Leup.F485LQ8TCU6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
PREX1SNVMissense_Mutationc.3696C>Gp.Ile1232Metp.I1232MQ8TCU6protein_codingdeleterious(0.01)probably_damaging(0.968)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
PREX1SNVMissense_Mutationc.1030G>Ap.Gly344Argp.G344RQ8TCU6protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PREX1SNVMissense_Mutationc.3133N>Tp.Leu1045Phep.L1045FQ8TCU6protein_codingdeleterious_low_confidence(0.02)benign(0.03)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PREX1SNVMissense_Mutationc.1316N>Ap.Pro439Hisp.P439HQ8TCU6protein_codingdeleterious(0.02)probably_damaging(0.98)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PREX1SNVMissense_Mutationrs755273231c.1295N>Ap.Arg432Glnp.R432QQ8TCU6protein_codingdeleterious(0)possibly_damaging(0.65)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PREX1SNVMissense_Mutationc.1484N>Ap.Arg495Hisp.R495HQ8TCU6protein_codingdeleterious(0.03)probably_damaging(0.931)TCGA-AR-A1AQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PREX1SNVMissense_Mutationc.3830N>Ap.Ser1277Asnp.S1277NQ8TCU6protein_codingtolerated(0.42)benign(0.003)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PREX1SNVMissense_Mutationrs201399202c.4178N>Ap.Arg1393Glnp.R1393QQ8TCU6protein_codingtolerated(0.58)benign(0.025)TCGA-BH-A203-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PREX1insertionFrame_Shift_Insnovelc.3797_3798insGCCGGGCATGGp.Cys1266TrpfsTer12p.C1266Wfs*12Q8TCU6protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
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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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