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: PAPSS1

Gene summary for PAPSS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAPSS1

Gene ID

9061

Gene name3'-phosphoadenosine 5'-phosphosulfate synthase 1
Gene AliasATPSK1
Cytomap4q25
Gene Typeprotein-coding
GO ID

GO:0000103

UniProtAcc

O43252


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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
9061PAPSS1EEC-subject3HumanEndometriumEEC2.93e-27-5.14e-01-0.2525
9061PAPSS1EEC-subject4HumanEndometriumEEC6.90e-052.80e-01-0.2571
9061PAPSS1GSM5276934HumanEndometriumEEC5.39e-38-6.90e-01-0.0913
9061PAPSS1GSM5276935HumanEndometriumEEC1.03e-02-2.64e-01-0.123
9061PAPSS1GSM5276937HumanEndometriumEEC1.82e-20-5.94e-01-0.0897
9061PAPSS1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC5.23e-17-3.96e-01-0.1869
9061PAPSS1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.68e-20-3.82e-01-0.1875
9061PAPSS1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.15e-19-4.59e-01-0.1883
9061PAPSS1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC8.22e-112.41e-03-0.1934
9061PAPSS1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC7.74e-29-4.61e-01-0.1917
9061PAPSS1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC8.87e-30-3.52e-01-0.1916
9061PAPSS1GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC4.19e-07-2.87e-01-0.1269
9061PAPSS1LZE2DHumanEsophagusHGIN3.76e-022.48e-010.0642
9061PAPSS1LZE2THumanEsophagusESCC4.23e-022.30e-010.082
9061PAPSS1LZE4THumanEsophagusESCC9.21e-214.96e-010.0811
9061PAPSS1LZE5THumanEsophagusESCC9.48e-045.31e-010.0514
9061PAPSS1LZE7THumanEsophagusESCC4.81e-093.06e-010.0667
9061PAPSS1LZE8THumanEsophagusESCC8.44e-102.30e-010.067
9061PAPSS1LZE20THumanEsophagusESCC2.62e-052.51e-010.0662
9061PAPSS1LZE22THumanEsophagusESCC2.13e-034.23e-010.068
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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:000915017EndometriumEECpurine ribonucleotide metabolic process69/2168368/187233.38e-055.77e-0469
GO:000616317EndometriumEECpurine nucleotide metabolic process71/2168396/187231.14e-041.54e-0371
GO:000925916EndometriumEECribonucleotide metabolic process69/2168385/187231.43e-041.84e-0369
GO:007252117EndometriumEECpurine-containing compound metabolic process73/2168416/187231.82e-042.24e-0373
GO:001969316EndometriumEECribose phosphate metabolic process70/2168396/187231.96e-042.38e-0370
GO:000915216EndometriumEECpurine ribonucleotide biosynthetic process36/2168169/187232.03e-042.45e-0336
GO:000911716EndometriumEECnucleotide metabolic process80/2168489/187238.65e-047.95e-0380
GO:000926015EndometriumEECribonucleotide biosynthetic process36/2168182/187238.83e-048.03e-0336
GO:004639015EndometriumEECribose phosphate biosynthetic process37/2168190/187231.02e-038.98e-0337
GO:000675315EndometriumEECnucleoside phosphate metabolic process80/2168497/187231.39e-031.14e-0280
GO:000616414EndometriumEECpurine nucleotide biosynthetic process36/2168191/187232.14e-031.61e-0236
GO:007252214EndometriumEECpurine-containing compound biosynthetic process37/2168200/187232.62e-031.90e-0237
GO:00091656EndometriumEECnucleotide biosynthetic process43/2168254/187236.79e-033.95e-0243
GO:19012936EndometriumEECnucleoside phosphate biosynthetic process43/2168256/187237.79e-034.34e-0243
GO:000915219EsophagusHGINpurine ribonucleotide biosynthetic process43/2587169/187233.94e-059.74e-0443
GO:004639019EsophagusHGINribose phosphate biosynthetic process46/2587190/187238.06e-051.79e-0346
GO:007252216EsophagusHGINpurine-containing compound biosynthetic process47/2587200/187231.46e-042.91e-0347
GO:000616416EsophagusHGINpurine nucleotide biosynthetic process45/2587191/187231.87e-043.52e-0345
GO:000926019EsophagusHGINribonucleotide biosynthetic process43/2587182/187232.41e-044.33e-0343
GO:000911720EsophagusHGINnucleotide metabolic process92/2587489/187231.11e-031.36e-0292
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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
PAPSS1SNVMissense_Mutationrs374190069c.1774N>Tp.Arg592Cysp.R592CO43252protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A8-A099-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
PAPSS1SNVMissense_Mutationc.818G>Ap.Gly273Aspp.G273DO43252protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A18U-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PAPSS1SNVMissense_Mutationnovelc.1525N>Cp.Ala509Prop.A509PO43252protein_codingdeleterious(0)benign(0.364)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
PAPSS1SNVMissense_Mutationc.291N>Cp.Lys97Asnp.K97NO43252protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PAPSS1SNVMissense_Mutationnovelc.1079G>Ap.Cys360Tyrp.C360YO43252protein_codingtolerated(0.34)probably_damaging(0.997)TCGA-HG-A2PA-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificTaxolPD
PAPSS1SNVMissense_Mutationnovelc.274C>Tp.Arg92Cysp.R92CO43252protein_codingdeleterious(0)probably_damaging(0.996)TCGA-UC-A7PI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
PAPSS1SNVMissense_Mutationnovelc.1102N>Gp.Met368Valp.M368VO43252protein_codingtolerated(0.12)possibly_damaging(0.561)TCGA-VS-A9UH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PAPSS1SNVMissense_Mutationnovelc.1660A>Gp.Thr554Alap.T554AO43252protein_codingtolerated(0.19)benign(0)TCGA-A6-5664-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilSD
PAPSS1SNVMissense_Mutationrs763373160c.275G>Ap.Arg92Hisp.R92HO43252protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PAPSS1SNVMissense_Mutationc.1157N>Ap.Arg386Glnp.R386QO43252protein_codingdeleterious(0.02)benign(0.071)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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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