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: PQBP1

Gene summary for PQBP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PQBP1

Gene ID

10084

Gene namepolyglutamine binding protein 1
Gene AliasMRX2
CytomapXp11.23
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

A0A0S2Z4V5


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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
10084PQBP1LZE4THumanEsophagusESCC1.56e-145.58e-010.0811
10084PQBP1LZE7THumanEsophagusESCC3.01e-105.38e-010.0667
10084PQBP1LZE8THumanEsophagusESCC2.87e-071.40e-010.067
10084PQBP1LZE20THumanEsophagusESCC9.89e-063.49e-010.0662
10084PQBP1LZE22D1HumanEsophagusHGIN3.31e-02-8.38e-020.0595
10084PQBP1LZE22THumanEsophagusESCC2.84e-041.56e-010.068
10084PQBP1LZE24THumanEsophagusESCC3.39e-154.19e-010.0596
10084PQBP1LZE21THumanEsophagusESCC1.47e-083.19e-010.0655
10084PQBP1LZE6THumanEsophagusESCC2.30e-091.80e-010.0845
10084PQBP1P1T-EHumanEsophagusESCC2.11e-126.60e-010.0875
10084PQBP1P2T-EHumanEsophagusESCC1.17e-409.57e-010.1177
10084PQBP1P4T-EHumanEsophagusESCC5.24e-348.72e-010.1323
10084PQBP1P5T-EHumanEsophagusESCC4.36e-325.80e-010.1327
10084PQBP1P8T-EHumanEsophagusESCC1.02e-459.03e-010.0889
10084PQBP1P9T-EHumanEsophagusESCC4.21e-297.52e-010.1131
10084PQBP1P10T-EHumanEsophagusESCC1.44e-224.34e-010.116
10084PQBP1P11T-EHumanEsophagusESCC4.05e-138.39e-010.1426
10084PQBP1P12T-EHumanEsophagusESCC5.19e-265.96e-010.1122
10084PQBP1P15T-EHumanEsophagusESCC6.45e-378.44e-010.1149
10084PQBP1P16T-EHumanEsophagusESCC7.03e-387.82e-010.1153
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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:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:000037520EsophagusHGINRNA splicing, via transesterification reactions115/2587324/187233.16e-233.80e-20115
GO:000037720EsophagusHGINRNA splicing, via transesterification reactions with bulged adenosine as nucleophile113/2587320/187231.24e-229.26e-20113
GO:000039820EsophagusHGINmRNA splicing, via spliceosome113/2587320/187231.24e-229.26e-20113
GO:004348427EsophagusHGINregulation of RNA splicing59/2587148/187233.61e-157.22e-1359
GO:000038018EsophagusHGINalternative mRNA splicing, via spliceosome32/258777/187232.06e-091.54e-0732
GO:00324817EsophagusHGINpositive regulation of type I interferon production16/258758/187234.35e-033.84e-0216
GO:000961517EsophagusHGINresponse to virus69/2587367/187234.39e-033.86e-0269
GO:00324794EsophagusHGINregulation of type I interferon production23/258795/187234.51e-033.93e-0223
GO:00326064EsophagusHGINtype I interferon production23/258795/187234.51e-033.93e-0223
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:0043484111EsophagusESCCregulation of RNA splicing116/8552148/187233.18e-162.38e-14116
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:000038019EsophagusESCCalternative mRNA splicing, via spliceosome55/855277/187234.07e-064.38e-0555
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
hsa0304016Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304017Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304026Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
hsa0304036Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
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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
PQBP1SNVMissense_Mutationnovelc.755T>Cp.Leu252Prop.L252PO60828protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PQBP1SNVMissense_Mutationnovelc.547G>Ap.Glu183Lysp.E183KO60828protein_codingdeleterious(0.01)benign(0.091)TCGA-B6-A0RL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PQBP1SNVMissense_Mutationnovelc.125N>Tp.Ala42Valp.A42VO60828protein_codingtolerated(0.11)probably_damaging(0.978)TCGA-BH-A0H9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PQBP1SNVMissense_Mutationc.415G>Ap.Asp139Asnp.D139NO60828protein_codingtolerated(0.26)possibly_damaging(0.453)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
PQBP1SNVMissense_Mutationrs782092434c.647N>Tp.Thr216Metp.T216MO60828protein_codingdeleterious(0.01)possibly_damaging(0.828)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PQBP1SNVMissense_Mutationc.79N>Cp.Glu27Glnp.E27QO60828protein_codingdeleterious(0)probably_damaging(0.979)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PQBP1SNVMissense_Mutationnovelc.676G>Ap.Glu226Lysp.E226KO60828protein_codingdeleterious(0.02)probably_damaging(0.98)TCGA-ZJ-AAXA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PQBP1SNVMissense_Mutationc.270N>Tp.Lys90Asnp.K90NO60828protein_codingtolerated(0.06)probably_damaging(0.987)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PQBP1SNVMissense_Mutationnovelc.239N>Cp.Asp80Alap.D80AO60828protein_codingdeleterious(0.02)probably_damaging(0.991)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
PQBP1SNVMissense_Mutationrs782634968c.529C>Tp.Arg177Cysp.R177CO60828protein_codingdeleterious(0)probably_damaging(0.99)TCGA-F4-6570-01Colorectumcolon 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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