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: PATL1

Gene summary for PATL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PATL1

Gene ID

219988

Gene namePAT1 homolog 1, processing body mRNA decay factor
Gene AliasPat1b
Cytomap11q12.1
Gene Typeprotein-coding
GO ID

GO:0000288

UniProtAcc

Q86TB9


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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
219988PATL1HTA11_1938_2000001011HumanColorectumAD4.74e-043.44e-01-0.0811
219988PATL1HTA11_347_2000001011HumanColorectumAD1.71e-042.86e-01-0.1954
219988PATL1HTA11_1391_2000001011HumanColorectumAD3.20e-043.53e-01-0.059
219988PATL1HTA11_99999970781_79442HumanColorectumMSS1.83e-339.08e-010.294
219988PATL1HTA11_99999965104_69814HumanColorectumMSS6.70e-033.46e-010.281
219988PATL1HTA11_99999971662_82457HumanColorectumMSS2.32e-023.44e-010.3859
219988PATL1A002-C-116HumanColorectumFAP8.99e-03-1.15e-01-0.0452
219988PATL1LZE2THumanEsophagusESCC1.11e-053.86e-010.082
219988PATL1LZE4THumanEsophagusESCC1.80e-102.07e-010.0811
219988PATL1LZE7THumanEsophagusESCC1.05e-074.49e-010.0667
219988PATL1LZE8THumanEsophagusESCC2.70e-031.26e-010.067
219988PATL1LZE20THumanEsophagusESCC6.58e-064.66e-020.0662
219988PATL1LZE22THumanEsophagusESCC1.76e-039.35e-020.068
219988PATL1LZE24THumanEsophagusESCC1.55e-124.69e-010.0596
219988PATL1LZE21THumanEsophagusESCC4.89e-035.33e-020.0655
219988PATL1LZE6THumanEsophagusESCC2.55e-061.37e-010.0845
219988PATL1P2T-EHumanEsophagusESCC1.47e-212.55e-010.1177
219988PATL1P4T-EHumanEsophagusESCC2.73e-133.03e-010.1323
219988PATL1P5T-EHumanEsophagusESCC4.75e-181.35e-010.1327
219988PATL1P8T-EHumanEsophagusESCC2.84e-253.89e-010.0889
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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
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗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:006101319EsophagusESCCregulation of mRNA catabolic process115/8552166/187235.90e-101.49e-08115
GO:004348719EsophagusESCCregulation of RNA stability117/8552170/187237.91e-101.94e-08117
GO:004348819EsophagusESCCregulation of mRNA stability109/8552158/187232.40e-095.35e-08109
GO:006101416EsophagusESCCpositive regulation of mRNA catabolic process63/855287/187233.70e-075.15e-0663
GO:006115716EsophagusESCCmRNA destabilization61/855284/187234.81e-076.49e-0661
GO:005077916EsophagusESCCRNA destabilization63/855288/187237.23e-079.40e-0663
GO:000028816EsophagusESCCnuclear-transcribed mRNA catabolic process, deadenylation-dependent decay40/855256/187238.36e-056.08e-0440
GO:003396214EsophagusESCCP-body assembly16/855221/187234.47e-031.76e-0216
GO:0110154EsophagusESCCRNA decapping14/855218/187235.77e-032.14e-0214
GO:003424914EsophagusESCCnegative regulation of cellular amide metabolic process144/8552273/187231.08e-023.67e-02144
GO:000989622LiverHCCpositive regulation of catabolic process335/7958492/187233.83e-311.87e-28335
GO:003133122LiverHCCpositive regulation of cellular catabolic process295/7958427/187233.20e-291.45e-26295
GO:004427021LiverHCCcellular nitrogen compound catabolic process303/7958451/187239.76e-273.64e-24303
GO:004670021LiverHCCheterocycle catabolic process299/7958445/187232.07e-267.29e-24299
GO:190136121LiverHCCorganic cyclic compound catabolic process325/7958495/187236.52e-262.18e-23325
GO:001943921LiverHCCaromatic compound catabolic process309/7958467/187231.56e-254.94e-23309
GO:000640121LiverHCCRNA catabolic process201/7958278/187233.88e-241.02e-21201
GO:003465521LiverHCCnucleobase-containing compound catabolic process273/7958407/187234.84e-241.23e-21273
GO:190331121LiverHCCregulation of mRNA metabolic process205/7958288/187233.38e-236.90e-21205
GO:000640221LiverHCCmRNA catabolic process169/7958232/187234.50e-216.96e-19169
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301824EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa0301834EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa030182LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030183LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030189Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa0301814Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
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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
PATL1SNVMissense_Mutationc.30T>Gp.Cys10Trpp.C10WQ86TB9protein_codingdeleterious_low_confidence(0)probably_damaging(0.97)TCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
PATL1insertionFrame_Shift_Insnovelc.1962_1963insAp.Leu655ThrfsTer43p.L655Tfs*43Q86TB9protein_codingTCGA-A7-A0CD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PATL1insertionFrame_Shift_Insnovelc.1961_1962insGCTGGAGCGCAATGGTGCGATCTTGGCTCACTGCAACCTCp.Ser654ArgfsTer57p.S654Rfs*57Q86TB9protein_codingTCGA-A7-A0CD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PATL1SNVMissense_Mutationrs762892994c.1373G>Ap.Arg458Hisp.R458HQ86TB9protein_codingtolerated(0.36)benign(0.171)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PATL1SNVMissense_Mutationc.1066N>Tp.His356Tyrp.H356YQ86TB9protein_codingdeleterious(0)probably_damaging(0.988)TCGA-EK-A2RN-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PATL1SNVMissense_Mutationc.388G>Cp.Glu130Glnp.E130QQ86TB9protein_codingtolerated(0.45)benign(0.114)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PATL1insertionNonsense_Mutationnovelc.1903_1904insTCTAp.Cys635PhefsTer2p.C635Ffs*2Q86TB9protein_codingTCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
PATL1insertionIn_Frame_Insnovelc.1905_1906insCGGp.Cys635_Leu636insArgp.C635_L636insRQ86TB9protein_codingTCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
PATL1insertionNonsense_Mutationnovelc.1903_1904insAp.Cys635Terp.C635*Q86TB9protein_codingTCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
PATL1SNVMissense_Mutationc.1663N>Gp.Met555Valp.M555VQ86TB9protein_codingtolerated(0.55)benign(0)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
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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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