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: PUF60

Gene summary for PUF60

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PUF60

Gene ID

22827

Gene namepoly(U) binding splicing factor 60
Gene AliasFIR
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0000245

UniProtAcc

Q9UHX1


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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
22827PUF60GSM4909285HumanBreastIDC1.02e-235.23e-010.21
22827PUF60GSM4909287HumanBreastIDC2.43e-022.82e-010.2057
22827PUF60GSM4909294HumanBreastIDC1.19e-032.90e-010.2022
22827PUF60GSM4909296HumanBreastIDC4.24e-07-1.04e-010.1524
22827PUF60GSM4909297HumanBreastIDC9.15e-08-2.81e-020.1517
22827PUF60GSM4909304HumanBreastIDC2.92e-043.12e-010.1636
22827PUF60GSM4909305HumanBreastIDC6.82e-033.05e-010.0436
22827PUF60GSM4909306HumanBreastIDC1.06e-053.45e-010.1564
22827PUF60GSM4909309HumanBreastIDC2.53e-022.00e-010.0483
22827PUF60GSM4909311HumanBreastIDC6.78e-247.52e-020.1534
22827PUF60GSM4909312HumanBreastIDC7.60e-172.78e-010.1552
22827PUF60GSM4909317HumanBreastIDC2.14e-256.47e-010.1355
22827PUF60GSM4909318HumanBreastIDC1.22e-086.72e-010.2031
22827PUF60GSM4909319HumanBreastIDC1.02e-341.55e-010.1563
22827PUF60GSM4909321HumanBreastIDC4.49e-111.95e-020.1559
22827PUF60brca1HumanBreastPrecancer3.71e-083.90e-01-0.0338
22827PUF60brca2HumanBreastPrecancer5.41e-133.65e-01-0.024
22827PUF60brca3HumanBreastPrecancer2.54e-022.98e-01-0.0263
22827PUF60NCCBC14HumanBreastDCIS7.18e-041.12e-010.2021
22827PUF60NCCBC5HumanBreastDCIS2.84e-041.04e-010.2046
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:000038116Oral cavityOSCCregulation of alternative mRNA splicing, via spliceosome38/730560/187231.17e-048.46e-0438
GO:00002456Oral cavityOSCCspliceosomal complex assembly45/730579/187239.13e-044.81e-0345
GO:0022613110Oral cavityLPribonucleoprotein complex biogenesis259/4623463/187237.20e-482.25e-44259
GO:0008380110Oral cavityLPRNA splicing237/4623434/187231.82e-413.79e-38237
GO:0000375110Oral cavityLPRNA splicing, via transesterification reactions181/4623324/187231.36e-331.70e-30181
GO:0000377110Oral cavityLPRNA splicing, via transesterification reactions with bulged adenosine as nucleophile179/4623320/187232.48e-332.22e-30179
GO:0000398110Oral cavityLPmRNA splicing, via spliceosome179/4623320/187232.48e-332.22e-30179
GO:0071826110Oral cavityLPribonucleoprotein complex subunit organization130/4623227/187237.54e-263.63e-23130
GO:0022618110Oral cavityLPribonucleoprotein complex assembly125/4623220/187231.76e-246.91e-22125
GO:0043484110Oral cavityLPregulation of RNA splicing81/4623148/187234.34e-155.79e-1381
GO:005068418Oral cavityLPregulation of mRNA processing76/4623137/187231.14e-141.35e-1276
GO:190331119Oral cavityLPregulation of mRNA metabolic process129/4623288/187235.70e-146.10e-12129
GO:0048024110Oral cavityLPregulation of mRNA splicing, via spliceosome57/4623101/187239.06e-126.84e-1057
GO:000038017Oral cavityLPalternative mRNA splicing, via spliceosome38/462377/187232.47e-065.43e-0538
GO:000024513Oral cavityLPspliceosomal complex assembly34/462379/187232.65e-042.75e-0334
GO:000038117Oral cavityLPregulation of alternative mRNA splicing, via spliceosome27/462360/187234.71e-044.43e-0327
GO:190331133Oral cavityNEOLPregulation of mRNA metabolic process91/2005288/187232.65e-227.88e-1991
GO:004348434Oral cavityNEOLPregulation of RNA splicing61/2005148/187235.56e-221.10e-1861
GO:005068433Oral cavityNEOLPregulation of mRNA processing56/2005137/187234.37e-206.48e-1756
GO:000838033Oral cavityNEOLPRNA splicing110/2005434/187232.29e-182.72e-15110
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030408BreastPrecancerSpliceosome39/684217/84651.44e-062.27e-051.74e-0539
hsa0304013BreastPrecancerSpliceosome39/684217/84651.44e-062.27e-051.74e-0539
hsa0304023BreastIDCSpliceosome40/867217/84651.53e-041.42e-031.06e-0340
hsa0304033BreastIDCSpliceosome40/867217/84651.53e-041.42e-031.06e-0340
hsa0304043BreastDCISSpliceosome40/846217/84658.97e-058.52e-046.28e-0440
hsa0304053BreastDCISSpliceosome40/846217/84658.97e-058.52e-046.28e-0440
hsa03040ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030401ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030402ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa030403ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa030404ColorectumMSI-HSpliceosome37/797217/84652.49e-043.23e-032.70e-0337
hsa030405ColorectumMSI-HSpliceosome37/797217/84652.49e-043.23e-032.70e-0337
hsa0304018EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304019EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa030407LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304012LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304022LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304032LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
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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
PUF60SNVMissense_Mutationc.1264N>Ap.Glu422Lysp.E422KQ9UHX1protein_codingtolerated(0.2)benign(0.424)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PUF60deletionFrame_Shift_Delc.1278delCp.Glu427SerfsTer8p.E427Sfs*8Q9UHX1protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PUF60SNVMissense_Mutationnovelc.1643N>Gp.Asp548Glyp.D548GQ9UHX1protein_codingdeleterious(0)possibly_damaging(0.654)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PUF60SNVMissense_Mutationc.178A>Gp.Thr60Alap.T60AQ9UHX1protein_codingdeleterious(0.03)benign(0.184)TCGA-C5-A7CL-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
PUF60SNVMissense_Mutationc.567N>Cp.Gln189Hisp.Q189HQ9UHX1protein_codingtolerated(0.06)benign(0.163)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
PUF60SNVMissense_Mutationnovelc.556N>Ap.Ala186Thrp.A186TQ9UHX1protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-3872-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownSD
PUF60SNVMissense_Mutationc.1469N>Cp.Phe490Serp.F490SQ9UHX1protein_codingdeleterious(0.02)benign(0.239)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PUF60SNVMissense_Mutationc.1162N>Tp.Pro388Serp.P388SQ9UHX1protein_codingdeleterious(0.03)benign(0.245)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
PUF60SNVMissense_Mutationc.688N>Ap.Val230Metp.V230MQ9UHX1protein_codingdeleterious(0.04)probably_damaging(0.983)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PUF60SNVMissense_Mutationrs756023794c.493G>Ap.Val165Ilep.V165IQ9UHX1protein_codingtolerated(0.44)benign(0.031)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
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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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