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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
Page: 1 2 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:007233021LiverHCCmonocarboxylic acid biosynthetic process129/7958214/187231.08e-072.09e-06129
GO:190390012LiverHCCregulation of viral life cycle94/7958148/187231.93e-073.49e-0694
GO:004506922LiverHCCregulation of viral genome replication59/795885/187234.66e-077.61e-0659
GO:19019871LiverHCCregulation of cell cycle phase transition211/7958390/187232.11e-062.89e-05211
GO:00066942LiverHCCsteroid biosynthetic process104/7958173/187232.13e-062.91e-05104
GO:004218021LiverHCCcellular ketone metabolic process123/7958211/187232.52e-063.37e-05123
GO:00192162LiverHCCregulation of lipid metabolic process181/7958331/187234.58e-065.79e-05181
GO:004578711LiverHCCpositive regulation of cell cycle172/7958313/187235.29e-066.58e-05172
GO:00000751LiverHCCcell cycle checkpoint100/7958169/187238.75e-061.02e-04100
GO:0045786LiverHCCnegative regulation of cell cycle204/7958385/187231.84e-051.99e-04204
GO:004852511LiverHCCnegative regulation of viral process59/795892/187232.28e-052.41e-0459
GO:007190021LiverHCCregulation of protein serine/threonine kinase activity189/7958359/187235.97e-055.47e-04189
GO:000762321LiverHCCcircadian rhythm117/7958210/187237.29e-056.54e-04117
GO:00082062LiverHCCbile acid metabolic process34/795849/187231.28e-041.06e-0334
GO:19016172LiverHCCorganic hydroxy compound biosynthetic process129/7958237/187231.32e-041.08e-03129
GO:003103222LiverHCCactomyosin structure organization109/7958196/187231.39e-041.13e-03109
GO:00468902LiverHCCregulation of lipid biosynthetic process96/7958171/187232.14e-041.63e-0396
GO:00105652LiverHCCregulation of cellular ketone metabolic process77/7958133/187232.41e-041.80e-0377
GO:00066992LiverHCCbile acid biosynthetic process26/795836/187232.93e-042.10e-0326
GO:00987272LiverHCCmaintenance of cell number77/7958134/187233.32e-042.33e-0377
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 

Top

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
Page: 1