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: PROX1

Gene summary for PROX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PROX1

Gene ID

5629

Gene nameprospero homeobox 1
Gene AliasPROX1
Cytomap1q32.3
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q92786


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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
5629PROX1HTA11_866_3004761011HumanColorectumAD7.47e-084.54e-010.096
5629PROX1HTA11_7696_3000711011HumanColorectumAD1.01e-104.53e-010.0674
5629PROX1HTA11_99999970781_79442HumanColorectumMSS5.19e-104.18e-010.294
5629PROX1HTA11_99999965062_69753HumanColorectumMSI-H9.16e-101.80e+000.3487
5629PROX1HTA11_99999965104_69814HumanColorectumMSS1.63e-086.30e-010.281
5629PROX1HTA11_99999971662_82457HumanColorectumMSS8.41e-084.73e-010.3859
5629PROX1HTA11_99999974143_84620HumanColorectumMSS3.92e-042.48e-010.3005
5629PROX1A001-C-119HumanColorectumFAP1.33e-024.88e-01-0.1557
5629PROX1A002-C-021HumanColorectumFAP5.21e-196.84e-010.1171
5629PROX1CRC-1-8810HumanColorectumCRC7.08e-187.51e-010.6257
5629PROX1CRC-3-11773HumanColorectumCRC1.15e-024.47e-010.2564
5629PROX1NAFLD1HumanLiverNAFLD2.52e-058.90e-01-0.04
5629PROX1S43HumanLiverCirrhotic1.08e-12-1.83e-01-0.0187
5629PROX1HCC1_MengHumanLiverHCC4.48e-90-9.78e-020.0246
5629PROX1HCC2_MengHumanLiverHCC1.54e-15-5.45e-010.0107
5629PROX1cirrhotic1HumanLiverCirrhotic1.97e-11-1.52e-010.0202
5629PROX1cirrhotic2HumanLiverCirrhotic5.19e-225.85e-020.0201
5629PROX1cirrhotic3HumanLiverCirrhotic7.02e-10-2.49e-010.0215
5629PROX1HCC1HumanLiverHCC4.71e-115.27e+000.5336
5629PROX1Pt13.aHumanLiverHCC7.00e-08-3.10e-010.021
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
∗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:00351481ColorectumMSStube formation44/3467148/187236.06e-046.68e-0344
GO:00017631ColorectumMSSmorphogenesis of a branching structure55/3467196/187236.70e-047.25e-0355
GO:00506731ColorectumMSSepithelial cell proliferation108/3467437/187236.76e-047.30e-03108
GO:00106342ColorectumMSSpositive regulation of epithelial cell migration50/3467176/187238.50e-048.75e-0350
GO:00486381ColorectumMSSregulation of developmental growth84/3467330/187231.01e-031.01e-0284
GO:0061138ColorectumMSSmorphogenesis of a branching epithelium51/3467182/187231.06e-031.05e-0251
GO:00719021ColorectumMSSpositive regulation of protein serine/threonine kinase activity55/3467200/187231.12e-031.11e-0255
GO:00457871ColorectumMSSpositive regulation of cell cycle80/3467313/187231.15e-031.12e-0280
GO:00486391ColorectumMSSpositive regulation of developmental growth49/3467174/187231.17e-031.13e-0249
GO:00459272ColorectumMSSpositive regulation of growth68/3467259/187231.24e-031.19e-0268
GO:0051090ColorectumMSSregulation of DNA-binding transcription factor activity106/3467440/187231.88e-031.65e-02106
GO:00310322ColorectumMSSactomyosin structure organization53/3467196/187232.04e-031.75e-0253
GO:00219151ColorectumMSSneural tube development43/3467152/187232.05e-031.75e-0243
GO:00620121ColorectumMSSregulation of small molecule metabolic process83/3467334/187232.25e-031.85e-0283
GO:00721751ColorectumMSSepithelial tube formation38/3467132/187232.59e-032.05e-0238
GO:00435422ColorectumMSSendothelial cell migration70/3467279/187233.69e-032.71e-0270
GO:00031581ColorectumMSSendothelium development38/3467136/187234.53e-033.19e-0238
GO:00485681ColorectumMSSembryonic organ development100/3467427/187236.00e-034.03e-02100
GO:0046394ColorectumMSScarboxylic acid biosynthetic process76/3467314/187236.71e-034.38e-0276
GO:0001655ColorectumMSSurogenital system development81/3467338/187236.88e-034.43e-0281
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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
PROX1STMColorectumCRCDACH1,NKD1,SOX4, etc.3.54e-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.
PROX1TUFColorectumCRCDACH1,NKD1,SOX4, etc.4.81e-02The 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.
PROX1STMColorectumFAPDACH1,NKD1,SOX4, etc.2.21e-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.
PROX1LYMENDSkinADJTFF3,TFPI,MMRN1, etc.3.37e-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.
PROX1LYMENDSkincSCCTFF3,TFPI,MMRN1, etc.2.77e-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.
PROX1LYMENDSkinHealthyTFF3,TFPI,MMRN1, etc.1.15e-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.
PROX1PVASkinSCCISTFF3,TFPI,MMRN1, etc.4.40e-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
PROX1SNVMissense_Mutationc.860N>Cp.Arg287Thrp.R287TQ92786protein_codingtolerated(0.13)benign(0.044)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PROX1SNVMissense_Mutationc.1630N>Gp.Pro544Alap.P544AQ92786protein_codingtolerated(0.94)benign(0.029)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
PROX1SNVMissense_Mutationc.1264N>Ap.Asp422Asnp.D422NQ92786protein_codingtolerated(0.24)benign(0.021)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PROX1SNVMissense_Mutationnovelc.1666A>Cp.Lys556Glnp.K556QQ92786protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PROX1SNVMissense_Mutationc.1565N>Tp.Thr522Metp.T522MQ92786protein_codingdeleterious(0.05)possibly_damaging(0.714)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PROX1SNVMissense_Mutationc.811N>Tp.Asp271Tyrp.D271YQ92786protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PROX1SNVMissense_Mutationc.1243G>Ap.Val415Ilep.V415IQ92786protein_codingtolerated(0.06)probably_damaging(0.989)TCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PROX1SNVMissense_Mutationrs773788297c.1933G>Ap.Asp645Asnp.D645NQ92786protein_codingtolerated(0.05)possibly_damaging(0.529)TCGA-EW-A1PH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PROX1SNVMissense_Mutationnovelc.799G>Ap.Glu267Lysp.E267KQ92786protein_codingdeleterious(0.02)possibly_damaging(0.589)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
PROX1insertionNonsense_Mutationnovelc.1463_1464insATGAGCACCTGAGAGCAAAGCGCGCCCGGGTTGAGAATATAATTCGp.Met489Terp.M489*Q92786protein_codingTCGA-A2-A0EX-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
5629PROX1TRANSCRIPTION FACTORatenololATENOLOL
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