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: PARN

Gene summary for PARN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PARN

Gene ID

5073

Gene namepoly(A)-specific ribonuclease
Gene AliasDAN
Cytomap16p13.12
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

B3KN69


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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
5073PARNCCI_2HumanCervixCC1.77e-066.79e-010.5249
5073PARNCCI_3HumanCervixCC5.32e-035.01e-010.516
5073PARNHTA11_99999965104_69814HumanColorectumMSS1.28e-035.37e-010.281
5073PARNA015-C-203HumanColorectumFAP1.77e-12-2.66e-01-0.1294
5073PARNA002-C-201HumanColorectumFAP4.61e-05-2.56e-010.0324
5073PARNA001-C-108HumanColorectumFAP5.11e-06-1.68e-01-0.0272
5073PARNA002-C-205HumanColorectumFAP7.90e-09-2.06e-01-0.1236
5073PARNA015-C-006HumanColorectumFAP5.72e-06-1.60e-01-0.0994
5073PARNA015-C-106HumanColorectumFAP3.45e-07-1.40e-01-0.0511
5073PARNA002-C-114HumanColorectumFAP4.12e-08-2.49e-01-0.1561
5073PARNA015-C-104HumanColorectumFAP5.23e-13-2.82e-01-0.1899
5073PARNA001-C-014HumanColorectumFAP7.88e-06-1.78e-010.0135
5073PARNA002-C-016HumanColorectumFAP7.22e-12-2.23e-010.0521
5073PARNA015-C-002HumanColorectumFAP3.47e-04-2.28e-01-0.0763
5073PARNA001-C-203HumanColorectumFAP2.21e-045.73e-03-0.0481
5073PARNA002-C-116HumanColorectumFAP5.15e-17-2.31e-01-0.0452
5073PARNA014-C-008HumanColorectumFAP2.25e-04-2.51e-01-0.191
5073PARNA018-E-020HumanColorectumFAP2.49e-08-2.30e-01-0.2034
5073PARNF034HumanColorectumFAP1.42e-09-1.92e-01-0.0665
5073PARNCRC-1-8810HumanColorectumCRC1.69e-027.61e-020.6257
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:00905012Oral cavityOSCCRNA phosphodiester bond hydrolysis95/7305152/187233.65e-098.22e-0895
GO:00311232Oral cavityOSCCRNA 3'-end processing75/7305116/187231.93e-083.79e-0775
GO:00001845Oral cavityOSCCnuclear-transcribed mRNA catabolic process, nonsense-mediated decay31/730537/187232.80e-085.41e-0731
GO:00718979Oral cavityOSCCDNA biosynthetic process106/7305180/187234.86e-088.95e-07106
GO:003220410Oral cavityOSCCregulation of telomere maintenance55/730580/187236.67e-081.19e-0655
GO:00610149Oral cavityOSCCpositive regulation of mRNA catabolic process58/730587/187231.59e-072.61e-0658
GO:00903052Oral cavityOSCCnucleic acid phosphodiester bond hydrolysis142/7305261/187232.90e-074.43e-06142
GO:200027817Oral cavityOSCCregulation of DNA biosynthetic process67/7305106/187233.85e-075.75e-0667
GO:00611579Oral cavityOSCCmRNA destabilization55/730584/187238.05e-071.12e-0555
GO:00507799Oral cavityOSCCRNA destabilization57/730588/187238.70e-071.19e-0557
GO:00094511Oral cavityOSCCRNA modification95/7305167/187232.05e-062.62e-0595
GO:000700410Oral cavityOSCCtelomere maintenance via telomerase46/730569/187233.00e-063.66e-0546
GO:200057316Oral cavityOSCCpositive regulation of DNA biosynthetic process44/730566/187234.91e-065.57e-0544
GO:200125216Oral cavityOSCCpositive regulation of chromosome organization52/730582/187236.56e-067.24e-0552
GO:19048726Oral cavityOSCCregulation of telomerase RNA localization to Cajal body16/730518/187231.75e-051.71e-0416
GO:001083316Oral cavityOSCCtelomere maintenance via telomere lengthening50/730581/187232.87e-052.64e-0450
GO:00906706Oral cavityOSCCRNA localization to Cajal body16/730519/187237.05e-055.60e-0416
GO:00906716Oral cavityOSCCtelomerase RNA localization to Cajal body16/730519/187237.05e-055.60e-0416
GO:00906726Oral cavityOSCCtelomerase RNA localization16/730519/187237.05e-055.60e-0416
GO:00906856Oral cavityOSCCRNA localization to nucleus16/730519/187237.05e-055.60e-0416
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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
hsa030189Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa0301814Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa0301841Oral cavityEOLPRNA degradation22/121879/84651.33e-034.80e-032.83e-0322
hsa0301851Oral cavityEOLPRNA degradation22/121879/84651.33e-034.80e-032.83e-0322
hsa0301861Oral cavityNEOLPRNA degradation18/111279/84651.25e-024.06e-022.56e-0218
hsa0301871Oral cavityNEOLPRNA degradation18/111279/84651.25e-024.06e-022.56e-0218
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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
PARNSNVMissense_Mutationrs766730789c.1416N>Cp.Gln472Hisp.Q472HO95453protein_codingtolerated(0.31)benign(0.001)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PARNinsertionFrame_Shift_Insnovelc.244_245insGGTTTp.Lys82ArgfsTer5p.K82Rfs*5O95453protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
PARNinsertionNonsense_Mutationnovelc.243_244insGAGACAGACAGACAGATATGAGAACATGp.Lys82GlufsTer7p.K82Efs*7O95453protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
PARNSNVMissense_Mutationc.1805N>Tp.Ser602Leup.S602LO95453protein_codingtolerated_low_confidence(0.25)benign(0)TCGA-BI-A0VR-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
PARNSNVMissense_Mutationnovelc.82N>Cp.Asp28Hisp.D28HO95453protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
PARNSNVMissense_Mutationnovelc.1504N>Cp.Glu502Glnp.E502QO95453protein_codingtolerated(0.07)possibly_damaging(0.645)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
PARNinsertionFrame_Shift_Insnovelc.195_196insAGGATp.Leu66ArgfsTer21p.L66Rfs*21O95453protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
PARNSNVMissense_Mutationc.1423N>Cp.Trp475Argp.W475RO95453protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PARNSNVMissense_Mutationnovelc.211N>Ap.Leu71Ilep.L71IO95453protein_codingdeleterious(0.01)possibly_damaging(0.716)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PARNSNVMissense_Mutationc.1557G>Tp.Glu519Aspp.E519DO95453protein_codingtolerated(0.24)benign(0.006)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=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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