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
100750225PCAT1HTA11_3410_2000001011HumanColorectumAD6.31e-10-4.46e-010.0155
100750225PCAT1HTA11_78_2000001011HumanColorectumAD2.09e-05-4.24e-01-0.1088
100750225PCAT1HTA11_3361_2000001011HumanColorectumAD2.32e-03-4.32e-01-0.1207
100750225PCAT1HTA11_696_2000001011HumanColorectumAD1.70e-06-3.20e-01-0.1464
100750225PCAT1HTA11_866_2000001011HumanColorectumAD3.54e-10-4.00e-01-0.1001
100750225PCAT1HTA11_5212_2000001011HumanColorectumAD1.31e-02-5.06e-01-0.2061
100750225PCAT1HTA11_866_3004761011HumanColorectumAD4.75e-04-3.70e-010.096
100750225PCAT1HTA11_10711_2000001011HumanColorectumAD4.52e-04-4.12e-010.0338
100750225PCAT1HTA11_7696_3000711011HumanColorectumAD3.36e-10-4.07e-010.0674
100750225PCAT1HTA11_6818_2000001021HumanColorectumAD8.20e-03-3.00e-010.0588
100750225PCAT1HTA11_99999971662_82457HumanColorectumMSS2.24e-03-1.65e-010.3859
100750225PCAT1HTA11_99999973899_84307HumanColorectumMSS3.92e-02-4.42e-010.2585
100750225PCAT1HTA11_99999974143_84620HumanColorectumMSS4.52e-08-3.52e-010.3005
100750225PCAT1A015-C-203HumanColorectumFAP6.81e-07-1.48e-01-0.1294
100750225PCAT1A002-C-201HumanColorectumFAP1.68e-03-2.46e-010.0324
100750225PCAT1A002-C-205HumanColorectumFAP1.14e-06-2.34e-01-0.1236
100750225PCAT1A015-C-006HumanColorectumFAP1.28e-023.32e-02-0.0994
100750225PCAT1A002-C-114HumanColorectumFAP9.77e-05-2.40e-01-0.1561
100750225PCAT1A015-C-104HumanColorectumFAP2.29e-08-2.09e-01-0.1899
100750225PCAT1A002-C-016HumanColorectumFAP5.49e-05-1.21e-010.0521
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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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