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: PAN3

Gene summary for PAN3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAN3

Gene ID

255967

Gene namepoly(A) specific ribonuclease subunit PAN3
Gene AliasPAN3
Cytomap13q12.2
Gene Typeprotein-coding
GO ID

GO:0000288

UniProtAcc

Q58A45


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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
255967PAN3CCI_1HumanCervixCC1.81e-091.10e+000.528
255967PAN3CCI_2HumanCervixCC7.52e-131.86e+000.5249
255967PAN3CCI_3HumanCervixCC9.35e-201.22e+000.516
255967PAN3HTA11_3410_2000001011HumanColorectumAD3.49e-34-7.85e-010.0155
255967PAN3HTA11_2487_2000001011HumanColorectumSER2.85e-04-5.18e-01-0.1808
255967PAN3HTA11_2951_2000001011HumanColorectumAD3.08e-04-8.62e-010.0216
255967PAN3HTA11_347_2000001011HumanColorectumAD2.03e-044.10e-01-0.1954
255967PAN3HTA11_3361_2000001011HumanColorectumAD4.48e-05-5.20e-01-0.1207
255967PAN3HTA11_696_2000001011HumanColorectumAD7.62e-05-3.29e-01-0.1464
255967PAN3HTA11_2992_2000001011HumanColorectumSER8.41e-04-5.46e-01-0.1706
255967PAN3HTA11_5212_2000001011HumanColorectumAD3.22e-10-8.75e-01-0.2061
255967PAN3HTA11_5216_2000001011HumanColorectumSER9.55e-05-6.25e-01-0.1462
255967PAN3HTA11_9341_2000001011HumanColorectumSER1.82e-02-7.72e-01-0.00410000000000005
255967PAN3HTA11_866_3004761011HumanColorectumAD5.76e-06-4.94e-010.096
255967PAN3HTA11_10711_2000001011HumanColorectumAD3.45e-11-5.71e-010.0338
255967PAN3HTA11_7696_3000711011HumanColorectumAD6.15e-06-4.91e-010.0674
255967PAN3HTA11_99999970781_79442HumanColorectumMSS1.96e-05-4.31e-010.294
255967PAN3HTA11_99999965104_69814HumanColorectumMSS7.45e-351.56e+000.281
255967PAN3HTA11_99999971662_82457HumanColorectumMSS6.18e-056.33e-010.3859
255967PAN3HTA11_99999973899_84307HumanColorectumMSS2.62e-049.88e-010.2585
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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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:006101323Oral cavityEOLPregulation of mRNA catabolic process55/2218166/187233.70e-131.11e-1055
GO:000640124Oral cavityEOLPRNA catabolic process77/2218278/187233.92e-131.12e-1077
GO:000641726Oral cavityEOLPregulation of translation108/2218468/187234.04e-127.34e-10108
GO:004348823Oral cavityEOLPregulation of mRNA stability50/2218158/187232.91e-114.15e-0950
GO:004348723Oral cavityEOLPregulation of RNA stability51/2218170/187231.63e-101.68e-0851
GO:190331323Oral cavityEOLPpositive regulation of mRNA metabolic process40/2218118/187232.69e-102.45e-0840
GO:003465523Oral cavityEOLPnucleobase-containing compound catabolic process89/2218407/187235.47e-092.92e-0789
GO:004670023Oral cavityEOLPheterocycle catabolic process93/2218445/187232.61e-081.08e-0693
GO:004427023Oral cavityEOLPcellular nitrogen compound catabolic process92/2218451/187231.01e-073.45e-0692
GO:000095623Oral cavityEOLPnuclear-transcribed mRNA catabolic process33/2218112/187234.21e-071.19e-0533
GO:006101423Oral cavityEOLPpositive regulation of mRNA catabolic process28/221887/187234.26e-071.19e-0528
GO:001943923Oral cavityEOLParomatic compound catabolic process92/2218467/187235.23e-071.40e-0592
GO:190136123Oral cavityEOLPorganic cyclic compound catabolic process95/2218495/187231.15e-062.80e-0595
GO:005077915Oral cavityEOLPRNA destabilization27/221888/187231.95e-064.47e-0527
GO:006115715Oral cavityEOLPmRNA destabilization26/221884/187232.50e-065.54e-0526
GO:001714813Oral cavityEOLPnegative regulation of translation54/2218245/187234.15e-068.72e-0554
GO:190211712Oral cavityEOLPpositive regulation of organelle assembly22/221867/187234.97e-061.02e-0422
GO:003424913Oral cavityEOLPnegative regulation of cellular amide metabolic process58/2218273/187236.23e-061.22e-0458
GO:190211521Oral cavityEOLPregulation of organelle assembly43/2218186/187231.11e-051.94e-0443
GO:00002899Oral cavityEOLPnuclear-transcribed mRNA poly(A) tail shortening12/221829/187235.51e-057.04e-0412
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030187EndometriumEECRNA degradation20/123779/84658.36e-033.88e-022.89e-0220
hsa0301812EndometriumEECRNA degradation20/123779/84658.36e-033.88e-022.89e-0220
hsa03018LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030181LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
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
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
hsa030188ProstateBPHRNA degradation29/171879/84655.17e-042.67e-031.65e-0329
hsa0301813ProstateBPHRNA degradation29/171879/84655.17e-042.67e-031.65e-0329
hsa0301822ProstateTumorRNA degradation30/179179/84654.48e-042.35e-031.46e-0330
hsa0301832ProstateTumorRNA degradation30/179179/84654.48e-042.35e-031.46e-0330
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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
PAN3SNVMissense_Mutationnovelc.2433N>Tp.Leu811Phep.L811FQ58A45protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
PAN3SNVMissense_Mutationnovelc.2436A>Cp.Lys812Asnp.K812NQ58A45protein_codingdeleterious(0)probably_damaging(0.997)TCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PAN3SNVMissense_Mutationc.1202C>Tp.Thr401Metp.T401MQ58A45protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PAN3SNVMissense_Mutationc.2561C>Tp.Ser854Phep.S854FQ58A45protein_codingdeleterious(0)probably_damaging(0.987)TCGA-C5-A1BL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PAN3SNVMissense_Mutationnovelc.1734G>Ap.Met578Ilep.M578IQ58A45protein_codingdeleterious(0.02)benign(0.019)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
PAN3SNVMissense_Mutationrs769103468c.2219N>Ap.Arg740Glnp.R740QQ58A45protein_codingdeleterious(0.03)possibly_damaging(0.73)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PAN3SNVMissense_Mutationc.1856N>Tp.Ala619Valp.A619VQ58A45protein_codingdeleterious(0.02)possibly_damaging(0.672)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PAN3SNVMissense_Mutationc.1549N>Tp.Pro517Serp.P517SQ58A45protein_codingtolerated(0.18)benign(0.384)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PAN3SNVMissense_Mutationc.2231N>Gp.Asp744Glyp.D744GQ58A45protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PAN3SNVMissense_Mutationrs765586023c.1318N>Ap.Ala440Thrp.A440TQ58A45protein_codingtolerated(0.16)possibly_damaging(0.748)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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