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: PRPSAP1

Gene summary for PRPSAP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRPSAP1

Gene ID

5635

Gene namephosphoribosyl pyrophosphate synthetase associated protein 1
Gene AliasPAP39
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0006015

UniProtAcc

B4DP31


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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
5635PRPSAP1HCC1_MengHumanLiverHCC1.14e-752.01e-010.0246
5635PRPSAP1HCC2_MengHumanLiverHCC2.76e-152.01e-020.0107
5635PRPSAP1cirrhotic1HumanLiverCirrhotic4.02e-031.59e-010.0202
5635PRPSAP1cirrhotic2HumanLiverCirrhotic1.44e-091.93e-010.0201
5635PRPSAP1HCC1HumanLiverHCC2.24e-113.80e+000.5336
5635PRPSAP1HCC2HumanLiverHCC8.12e-153.73e+000.5341
5635PRPSAP1Pt13.bHumanLiverHCC4.24e-111.75e-010.0251
5635PRPSAP1Pt14.bHumanLiverHCC4.85e-053.33e-010.018
5635PRPSAP1S014HumanLiverHCC2.11e-188.58e-010.2254
5635PRPSAP1S015HumanLiverHCC3.96e-158.76e-010.2375
5635PRPSAP1S016HumanLiverHCC1.14e-157.63e-010.2243
5635PRPSAP1S027HumanLiverHCC1.85e-076.93e-010.2446
5635PRPSAP1S028HumanLiverHCC1.78e-208.23e-010.2503
5635PRPSAP1S029HumanLiverHCC3.61e-147.86e-010.2581
5635PRPSAP1C04HumanOral cavityOSCC6.88e-096.24e-010.2633
5635PRPSAP1C21HumanOral cavityOSCC2.98e-228.89e-010.2678
5635PRPSAP1C30HumanOral cavityOSCC8.87e-261.25e+000.3055
5635PRPSAP1C38HumanOral cavityOSCC6.04e-047.09e-010.172
5635PRPSAP1C43HumanOral cavityOSCC1.04e-336.14e-010.1704
5635PRPSAP1C46HumanOral cavityOSCC9.38e-155.46e-010.1673
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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
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: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:000675312LiverCirrhoticnucleoside phosphate metabolic process190/4634497/187231.10e-116.96e-10190
GO:000911712LiverCirrhoticnucleotide metabolic process187/4634489/187231.55e-119.63e-10187
GO:001969312LiverCirrhoticribose phosphate metabolic process156/4634396/187235.83e-113.23e-09156
GO:007252112LiverCirrhoticpurine-containing compound metabolic process156/4634416/187233.74e-091.52e-07156
GO:000616312LiverCirrhoticpurine nucleotide metabolic process146/4634396/187234.12e-081.34e-06146
GO:00463905LiverCirrhoticribose phosphate biosynthetic process71/4634190/187237.09e-057.98e-0471
GO:00091654LiverCirrhoticnucleotide biosynthetic process89/4634254/187231.45e-041.40e-0389
GO:19012934LiverCirrhoticnucleoside phosphate biosynthetic process89/4634256/187231.97e-041.82e-0389
GO:00725225LiverCirrhoticpurine-containing compound biosynthetic process69/4634200/187231.22e-038.24e-0369
GO:00061645LiverCirrhoticpurine nucleotide biosynthetic process65/4634191/187232.42e-031.46e-0265
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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
PRPSAP1SNVMissense_Mutationrs375906385c.662N>Ap.Arg221Hisp.R221HQ14558protein_codingtolerated(0.09)benign(0.233)TCGA-C5-A7CJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PRPSAP1SNVMissense_Mutationrs756361339c.836N>Ap.Arg279Hisp.R279HQ14558protein_codingtolerated(0.07)benign(0.09)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
PRPSAP1SNVMissense_Mutationc.589N>Cp.Tyr197Hisp.Y197HQ14558protein_codingtolerated(0.07)probably_damaging(0.978)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PRPSAP1SNVMissense_Mutationc.253C>Tp.Arg85Cysp.R85CQ14558protein_codingdeleterious(0)probably_damaging(0.979)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
PRPSAP1SNVMissense_Mutationnovelc.362N>Cp.Ile121Thrp.I121TQ14558protein_codingdeleterious(0.01)benign(0.382)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PRPSAP1SNVMissense_Mutationc.829N>Ap.Gly277Argp.G277RQ14558protein_codingtolerated(0.21)benign(0.249)TCGA-AF-2693-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
PRPSAP1SNVMissense_Mutationrs375906385c.662N>Ap.Arg221Hisp.R221HQ14558protein_codingtolerated(0.09)benign(0.233)TCGA-AH-6544-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
PRPSAP1insertionFrame_Shift_Insnovelc.735_736insGGGGp.Pro246GlyfsTer42p.P246Gfs*42Q14558protein_codingTCGA-T9-A92H-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PRPSAP1SNVMissense_Mutationnovelc.493C>Ap.His165Asnp.H165NQ14558protein_codingdeleterious(0)possibly_damaging(0.837)TCGA-AJ-A23O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PRPSAP1SNVMissense_Mutationnovelc.916G>Ap.Ala306Thrp.A306TQ14558protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AJ-A3OK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
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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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