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: PINX1

Gene summary for PINX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PINX1

Gene ID

54984

Gene namePIN2 (TERF1) interacting telomerase inhibitor 1
Gene AliasGno1
Cytomap8p23.1
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q96BK5


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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
54984PINX1LZE4THumanEsophagusESCC5.64e-037.86e-020.0811
54984PINX1LZE24THumanEsophagusESCC7.17e-095.97e-020.0596
54984PINX1P2T-EHumanEsophagusESCC3.59e-184.14e-010.1177
54984PINX1P4T-EHumanEsophagusESCC8.22e-061.84e-020.1323
54984PINX1P5T-EHumanEsophagusESCC6.43e-135.83e-020.1327
54984PINX1P8T-EHumanEsophagusESCC1.60e-02-1.63e-020.0889
54984PINX1P9T-EHumanEsophagusESCC8.31e-053.14e-020.1131
54984PINX1P10T-EHumanEsophagusESCC1.08e-171.71e-010.116
54984PINX1P12T-EHumanEsophagusESCC8.03e-131.09e-010.1122
54984PINX1P15T-EHumanEsophagusESCC1.08e-05-2.30e-020.1149
54984PINX1P16T-EHumanEsophagusESCC5.72e-171.52e-010.1153
54984PINX1P20T-EHumanEsophagusESCC2.11e-082.59e-010.1124
54984PINX1P21T-EHumanEsophagusESCC4.04e-171.77e-010.1617
54984PINX1P22T-EHumanEsophagusESCC9.09e-101.14e-010.1236
54984PINX1P23T-EHumanEsophagusESCC8.81e-142.00e-010.108
54984PINX1P24T-EHumanEsophagusESCC2.81e-062.31e-010.1287
54984PINX1P26T-EHumanEsophagusESCC1.17e-125.69e-020.1276
54984PINX1P27T-EHumanEsophagusESCC2.15e-129.82e-020.1055
54984PINX1P28T-EHumanEsophagusESCC2.49e-182.70e-010.1149
54984PINX1P30T-EHumanEsophagusESCC7.90e-082.27e-010.137
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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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:005131011EsophagusESCCmetaphase plate congression58/855265/187231.81e-138.63e-1258
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:000708011EsophagusESCCmitotic metaphase plate congression47/855250/187233.15e-131.47e-1147
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:005130311EsophagusESCCestablishment of chromosome localization67/855280/187231.92e-128.09e-1167
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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
PINX1SNVMissense_Mutationnovelc.581N>Gp.Gln194Argp.Q194RQ96BK5protein_codingtolerated(0.06)benign(0.092)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PINX1SNVMissense_Mutationc.857N>Ap.Gly286Aspp.G286DQ96BK5protein_codingtolerated(1)benign(0)TCGA-BH-A1EY-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PINX1insertionNonsense_Mutationnovelc.561_562insTCACCTAATACTGATTTATCTGTCACATGGCTGTAAATAGTGACp.Ala188SerfsTer12p.A188Sfs*12Q96BK5protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PINX1insertionNonsense_Mutationnovelc.737_738insATCATTACAAATACATGCATTCATGTAAGTGTGCACACp.Glu247SerfsTer9p.E247Sfs*9Q96BK5protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
PINX1insertionFrame_Shift_Insnovelc.441dupTp.Gly148TrpfsTer6p.G148Wfs*6Q96BK5protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PINX1insertionFrame_Shift_Insnovelc.541_542insGTGCGCATCTGTGTGTGTGTGTGTGTGTCACTATCTCCp.Tyr181CysfsTer22p.Y181Cfs*22Q96BK5protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PINX1SNVMissense_Mutationc.538G>Ap.Glu180Lysp.E180KQ96BK5protein_codingdeleterious(0)possibly_damaging(0.898)TCGA-EK-A2R7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PINX1SNVMissense_Mutationc.853N>Ap.Glu285Lysp.E285KQ96BK5protein_codingdeleterious(0.05)benign(0.006)TCGA-FU-A2QG-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PINX1SNVMissense_Mutationc.324G>Tp.Lys108Asnp.K108NQ96BK5protein_codingdeleterious(0.03)possibly_damaging(0.635)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
PINX1SNVMissense_Mutationc.551N>Cp.Lys184Thrp.K184TQ96BK5protein_codingdeleterious(0.03)benign(0.426)TCGA-AA-3851-01Colorectumcolon adenocarcinomaMale>=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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