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: PCAT1

Gene summary for PCAT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCAT1

Gene ID

100750225

Gene nameprostate cancer associated transcript 1
Gene AliasPCA1
Cytomap8q24.21
Gene TypencRNA
GO ID

NA

UniProtAcc

NA


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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
100750225PCAT1A002-C-116HumanColorectumFAP7.03e-11-2.46e-01-0.0452
100750225PCAT1A018-E-020HumanColorectumFAP1.59e-06-2.83e-01-0.2034
100750225PCAT1CRC-3-11773HumanColorectumCRC1.99e-106.34e-010.2564
100750225PCAT1AEH-subject1HumanEndometriumAEH1.26e-256.36e-01-0.3059
100750225PCAT1AEH-subject2HumanEndometriumAEH1.53e-226.25e-01-0.2525
100750225PCAT1AEH-subject3HumanEndometriumAEH2.48e-154.90e-01-0.2576
100750225PCAT1AEH-subject4HumanEndometriumAEH5.10e-073.20e-01-0.2657
100750225PCAT1AEH-subject5HumanEndometriumAEH3.90e-226.49e-01-0.2953
100750225PCAT1EEC-subject1HumanEndometriumEEC1.65e-175.57e-01-0.2682
100750225PCAT1EEC-subject2HumanEndometriumEEC2.45e-165.02e-01-0.2607
100750225PCAT1EEC-subject4HumanEndometriumEEC2.22e-441.06e+00-0.2571
100750225PCAT1EEC-subject5HumanEndometriumEEC3.28e-062.90e-01-0.249
100750225PCAT1NAFLD1HumanLiverNAFLD2.23e-045.93e-01-0.04
100750225PCAT1HCC1_MengHumanLiverHCC4.04e-05-8.06e-020.0246
100750225PCAT1HCC1HumanLiverHCC7.10e-079.05e-010.5336
100750225PCAT1HCC2HumanLiverHCC7.45e-091.41e+000.5341
100750225PCAT1HCC5HumanLiverHCC6.49e-151.22e+000.4932
100750225PCAT1RNA-P10T2-P10T2-3HumanLungAAH1.22e-026.03e-01-0.1408
100750225PCAT1RNA-P17T-P17T-2HumanLungIAC1.99e-067.33e-010.3371
100750225PCAT1RNA-P17T-P17T-4HumanLungIAC1.48e-036.68e-010.343
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:00464744EsophagusESCCglycerophospholipid biosynthetic process135/8552211/187235.75e-081.02e-06135
GO:00450175EsophagusESCCglycerolipid biosynthetic process154/8552252/187235.20e-076.96e-06154
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
GO:00066561EsophagusESCCphosphatidylcholine biosynthetic process24/855229/187234.50e-053.55e-0424
GO:00066505EsophagusESCCglycerophospholipid metabolic process174/8552306/187234.92e-053.85e-04174
GO:00066541EsophagusESCCphosphatidic acid biosynthetic process26/855233/187231.06e-047.43e-0426
GO:00464733EsophagusESCCphosphatidic acid metabolic process28/855237/187232.00e-041.26e-0328
GO:00464864EsophagusESCCglycerolipid metabolic process211/8552392/187236.51e-043.46e-03211
GO:01501724EsophagusESCCregulation of phosphatidylcholine metabolic process9/855210/187235.09e-031.92e-029
GO:00192168EsophagusESCCregulation of lipid metabolic process172/8552331/187231.20e-024.02e-02172
GO:000989622LiverHCCpositive regulation of catabolic process335/7958492/187233.83e-311.87e-28335
GO:004217622LiverHCCregulation of protein catabolic process267/7958391/187232.45e-257.38e-23267
GO:004573222LiverHCCpositive regulation of protein catabolic process163/7958231/187234.00e-184.69e-16163
GO:001056322LiverHCCnegative regulation of phosphorus metabolic process259/7958442/187234.29e-121.92e-10259
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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
∗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
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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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