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: PNKP

Gene summary for PNKP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PNKP

Gene ID

11284

Gene namepolynucleotide kinase 3'-phosphatase
Gene AliasAOA4
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0000718

UniProtAcc

Q96T60


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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
11284PNKPHTA11_347_2000001011HumanColorectumAD8.98e-062.68e-01-0.1954
11284PNKPHTA11_696_2000001011HumanColorectumAD4.02e-135.19e-01-0.1464
11284PNKPHTA11_866_2000001011HumanColorectumAD1.55e-053.10e-01-0.1001
11284PNKPHTA11_1391_2000001011HumanColorectumAD1.43e-074.14e-01-0.059
11284PNKPHTA11_866_3004761011HumanColorectumAD1.49e-022.17e-010.096
11284PNKPHTA11_10711_2000001011HumanColorectumAD4.74e-063.93e-010.0338
11284PNKPHTA11_7696_3000711011HumanColorectumAD8.73e-226.42e-010.0674
11284PNKPA015-C-203HumanColorectumFAP2.53e-03-9.01e-02-0.1294
11284PNKPA015-C-104HumanColorectumFAP1.39e-03-9.16e-02-0.1899
11284PNKPA002-C-116HumanColorectumFAP5.63e-03-1.15e-01-0.0452
11284PNKPF034HumanColorectumFAP3.94e-02-9.66e-02-0.0665
11284PNKPLZE2THumanEsophagusESCC6.81e-054.64e-010.082
11284PNKPLZE4THumanEsophagusESCC6.96e-071.52e-010.0811
11284PNKPLZE7THumanEsophagusESCC1.64e-166.87e-010.0667
11284PNKPLZE8THumanEsophagusESCC7.35e-051.61e-010.067
11284PNKPLZE20THumanEsophagusESCC1.64e-062.21e-010.0662
11284PNKPLZE22THumanEsophagusESCC2.65e-033.65e-010.068
11284PNKPLZE24THumanEsophagusESCC3.88e-195.11e-010.0596
11284PNKPLZE21THumanEsophagusESCC1.67e-044.19e-010.0655
11284PNKPLZE6THumanEsophagusESCC2.78e-032.31e-010.0845
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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:0006979ColorectumADresponse to oxidative stress145/3918446/187235.16e-093.23e-07145
GO:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0051054ColorectumADpositive regulation of DNA metabolic process73/3918201/187233.27e-071.29e-0573
GO:0046939ColorectumADnucleotide phosphorylation42/3918101/187231.99e-065.92e-0542
GO:2001252ColorectumADpositive regulation of chromosome organization35/391882/187236.90e-061.72e-0435
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:2000278ColorectumADregulation of DNA biosynthetic process41/3918106/187232.17e-054.33e-0441
GO:2001020ColorectumADregulation of response to DNA damage stimulus71/3918219/187234.38e-057.65e-0471
GO:2000573ColorectumADpositive regulation of DNA biosynthetic process28/391866/187236.35e-051.05e-0328
GO:0051972ColorectumADregulation of telomerase activity22/391847/187236.45e-051.07e-0322
GO:0032206ColorectumADpositive regulation of telomere maintenance23/391852/187231.31e-041.88e-0323
GO:0051973ColorectumADpositive regulation of telomerase activity17/391834/187231.59e-042.20e-0317
GO:0032204ColorectumADregulation of telomere maintenance31/391880/187232.01e-042.67e-0331
GO:0033044ColorectumADregulation of chromosome organization60/3918187/187232.25e-042.94e-0360
GO:0000723ColorectumADtelomere maintenance43/3918131/187239.77e-049.20e-0343
GO:2001022ColorectumADpositive regulation of response to DNA damage stimulus36/3918105/187231.02e-039.47e-0336
GO:0010833ColorectumADtelomere maintenance via telomere lengthening29/391881/187231.42e-031.22e-0229
GO:0071897ColorectumADDNA biosynthetic process55/3918180/187231.46e-031.24e-0255
GO:0006282ColorectumADregulation of DNA repair42/3918130/187231.57e-031.32e-0242
GO:0042769ColorectumADDNA damage response, detection of DNA damage8/391813/187231.70e-031.41e-028
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa034104EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa0341011EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa03410Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
hsa034101Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
hsa034102Oral cavityLPBase excision repair23/241844/84657.66e-043.75e-032.42e-0323
hsa034103Oral cavityLPBase excision repair23/241844/84657.66e-043.75e-032.42e-0323
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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
PNKPSNVMissense_Mutationc.137N>Tp.Cys46Phep.C46FQ96T60protein_codingdeleterious(0)probably_damaging(0.991)TCGA-A7-A0DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PNKPSNVMissense_Mutationnovelc.1487N>Gp.Ser496Cysp.S496CQ96T60protein_codingdeleterious(0)benign(0.443)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PNKPSNVMissense_Mutationc.721G>Cp.Glu241Glnp.E241QQ96T60protein_codingtolerated(0.37)benign(0.027)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
PNKPSNVMissense_Mutationrs773641701c.625N>Ap.Glu209Lysp.E209KQ96T60protein_codingtolerated(0.21)benign(0.003)TCGA-EW-A3E8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
PNKPSNVMissense_Mutationnovelc.645C>Gp.Ile215Metp.I215MQ96T60protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-XX-A89A-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PNKPinsertionNonsense_Mutationnovelc.1414_1415insCATGGAGGAGGCTTTAAGGAATATGAAGGCCp.Ile472ThrfsTer6p.I472Tfs*6Q96T60protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PNKPinsertionFrame_Shift_Insnovelc.531_532insTGGACGGGACGCTCATCp.Thr178TrpfsTer43p.T178Wfs*43Q96T60protein_codingTCGA-D8-A140-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicin+cyclophosphamidSD
PNKPdeletionFrame_Shift_Delnovelc.273delNp.Asp91GlufsTer12p.D91Efs*12Q96T60protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PNKPSNVMissense_Mutationc.154N>Ap.Glu52Lysp.E52KQ96T60protein_codingtolerated(0.4)benign(0.011)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
PNKPinsertionIn_Frame_Insnovelc.1121_1122insGCGGCTCGGGCACACTGGACGTACCTGp.Pro374_Gly375insArgLeuGlyHisThrGlyArgThrCysp.P374_G375insRLGHTGRTCQ96T60protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
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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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