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: PRPSAP2

Gene summary for PRPSAP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRPSAP2

Gene ID

5636

Gene namephosphoribosyl pyrophosphate synthetase associated protein 2
Gene AliasPAP41
Cytomap17p11.2
Gene Typeprotein-coding
GO ID

GO:0006015

UniProtAcc

O60256


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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
5636PRPSAP2LZE4THumanEsophagusESCC6.36e-257.31e-010.0811
5636PRPSAP2LZE7THumanEsophagusESCC3.16e-094.46e-010.0667
5636PRPSAP2LZE22THumanEsophagusESCC4.21e-053.02e-010.068
5636PRPSAP2LZE24THumanEsophagusESCC3.85e-247.14e-010.0596
5636PRPSAP2LZE21THumanEsophagusESCC1.20e-042.84e-010.0655
5636PRPSAP2LZE6THumanEsophagusESCC8.60e-063.50e-010.0845
5636PRPSAP2P1T-EHumanEsophagusESCC3.34e-074.03e-010.0875
5636PRPSAP2P2T-EHumanEsophagusESCC1.74e-428.56e-010.1177
5636PRPSAP2P4T-EHumanEsophagusESCC1.38e-469.99e-010.1323
5636PRPSAP2P5T-EHumanEsophagusESCC2.59e-141.55e-010.1327
5636PRPSAP2P8T-EHumanEsophagusESCC3.79e-214.29e-010.0889
5636PRPSAP2P9T-EHumanEsophagusESCC6.53e-194.29e-010.1131
5636PRPSAP2P10T-EHumanEsophagusESCC1.92e-427.72e-010.116
5636PRPSAP2P11T-EHumanEsophagusESCC1.41e-134.90e-010.1426
5636PRPSAP2P12T-EHumanEsophagusESCC6.00e-479.61e-010.1122
5636PRPSAP2P15T-EHumanEsophagusESCC1.54e-224.48e-010.1149
5636PRPSAP2P16T-EHumanEsophagusESCC8.98e-356.76e-010.1153
5636PRPSAP2P17T-EHumanEsophagusESCC5.47e-094.09e-010.1278
5636PRPSAP2P19T-EHumanEsophagusESCC1.77e-044.31e-010.1662
5636PRPSAP2P20T-EHumanEsophagusESCC7.46e-265.61e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0046390110EsophagusESCCribose phosphate biosynthetic process119/8552190/187231.73e-062.06e-05119
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:000916516EsophagusESCCnucleotide biosynthetic process150/8552254/187231.12e-051.06e-04150
GO:190129316EsophagusESCCnucleoside phosphate biosynthetic process151/8552256/187231.15e-051.08e-04151
GO:007252217EsophagusESCCpurine-containing compound biosynthetic process120/8552200/187233.02e-052.51e-04120
GO:000616417EsophagusESCCpurine nucleotide biosynthetic process113/8552191/187231.16e-048.04e-04113
GO:19016574EsophagusESCCglycosyl compound metabolic process57/855288/187232.32e-041.44e-0357
GO:00091163EsophagusESCCnucleoside metabolic process39/855262/187234.68e-031.82e-0239
GO:000675318Oral cavityOSCCnucleoside phosphate metabolic process247/7305497/187236.28e-078.96e-06247
GO:000911719Oral cavityOSCCnucleotide metabolic process243/7305489/187237.80e-071.09e-05243
GO:001969319Oral cavityOSCCribose phosphate metabolic process199/7305396/187232.97e-063.64e-05199
GO:19016573Oral cavityOSCCglycosyl compound metabolic process52/730588/187231.06e-047.84e-0452
GO:007252120Oral cavityOSCCpurine-containing compound metabolic process199/7305416/187231.34e-049.53e-04199
GO:000616320Oral cavityOSCCpurine nucleotide metabolic process188/7305396/187233.31e-042.04e-03188
GO:00091162Oral cavityOSCCnucleoside metabolic process37/730562/187237.79e-044.23e-0337
GO:19012938Oral cavityOSCCnucleoside phosphate biosynthetic process125/7305256/187238.32e-044.41e-03125
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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
PRPSAP2SNVMissense_Mutationc.931N>Cp.Glu311Glnp.E311QO60256protein_codingtolerated(0.07)benign(0.082)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PRPSAP2SNVMissense_Mutationc.820N>Ap.Asp274Asnp.D274NO60256protein_codingtolerated(0.07)benign(0.072)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PRPSAP2SNVMissense_Mutationc.182T>Cp.Val61Alap.V61AO60256protein_codingdeleterious(0)possibly_damaging(0.902)TCGA-C8-A135-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
PRPSAP2deletionFrame_Shift_Delnovelc.1066delGp.Glu356SerfsTer10p.E356Sfs*10O60256protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PRPSAP2SNVMissense_Mutationc.949G>Cp.Glu317Glnp.E317QO60256protein_codingtolerated(0.13)benign(0.115)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PRPSAP2SNVMissense_Mutationrs201454078c.1048C>Tp.Arg350Cysp.R350CO60256protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PRPSAP2SNVMissense_Mutationc.572N>Tp.Ala191Valp.A191VO60256protein_codingdeleterious(0.01)benign(0.044)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
PRPSAP2SNVMissense_Mutationnovelc.409N>Tp.Ala137Serp.A137SO60256protein_codingtolerated(0.27)benign(0.251)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PRPSAP2SNVMissense_Mutationrs750128219c.236N>Tp.Ser79Leup.S79LO60256protein_codingtolerated(0.16)possibly_damaging(0.523)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PRPSAP2SNVMissense_Mutationc.14C>Tp.Thr5Metp.T5MO60256protein_codingdeleterious_low_confidence(0.02)benign(0.09)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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