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: PTK7

Gene summary for PTK7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTK7

Gene ID

5754

Gene nameprotein tyrosine kinase 7 (inactive)
Gene AliasCCK-4
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0001568

UniProtAcc

Q13308


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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
5754PTK7HTA11_866_3004761011HumanColorectumAD1.95e-125.01e-010.096
5754PTK7HTA11_10711_2000001011HumanColorectumAD3.46e-106.96e-010.0338
5754PTK7HTA11_7696_3000711011HumanColorectumAD1.70e-084.01e-010.0674
5754PTK7HTA11_6818_2000001011HumanColorectumAD9.87e-033.85e-010.0112
5754PTK7HTA11_99999970781_79442HumanColorectumMSS2.30e-195.07e-010.294
5754PTK7HTA11_99999965104_69814HumanColorectumMSS2.24e-054.49e-010.281
5754PTK7HTA11_99999971662_82457HumanColorectumMSS6.66e-146.28e-010.3859
5754PTK7HTA11_99999973899_84307HumanColorectumMSS4.77e-138.53e-010.2585
5754PTK7HTA11_99999974143_84620HumanColorectumMSS7.98e-421.06e+000.3005
5754PTK7A001-C-119HumanColorectumFAP1.22e-045.10e-01-0.1557
5754PTK7A002-C-021HumanColorectumFAP1.89e-084.21e-010.1171
5754PTK7CRC-1-8810HumanColorectumCRC1.98e-187.38e-010.6257
5754PTK7CRC-3-11773HumanColorectumCRC2.12e-064.57e-010.2564
5754PTK7LZE2THumanEsophagusESCC1.19e-091.22e+000.082
5754PTK7LZE4THumanEsophagusESCC7.51e-051.34e-010.0811
5754PTK7LZE24THumanEsophagusESCC1.24e-071.29e-010.0596
5754PTK7P2T-EHumanEsophagusESCC4.73e-569.05e-010.1177
5754PTK7P4T-EHumanEsophagusESCC6.75e-326.55e-010.1323
5754PTK7P5T-EHumanEsophagusESCC6.87e-255.13e-010.1327
5754PTK7P8T-EHumanEsophagusESCC2.65e-132.29e-010.0889
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0007163ColorectumADestablishment or maintenance of cell polarity77/3918218/187235.72e-072.08e-0577
GO:0042060ColorectumADwound healing128/3918422/187232.73e-067.89e-05128
GO:0030111ColorectumADregulation of Wnt signaling pathway102/3918328/187238.51e-062.03e-04102
GO:0016055ColorectumADWnt signaling pathway130/3918444/187231.60e-053.37e-04130
GO:0198738ColorectumADcell-cell signaling by wnt130/3918446/187232.02e-054.10e-04130
GO:0031532ColorectumADactin cytoskeleton reorganization41/3918107/187232.81e-055.28e-0441
GO:0010975ColorectumADregulation of neuron projection development129/3918445/187232.88e-055.37e-04129
GO:0030010ColorectumADestablishment of cell polarity50/3918143/187236.90e-051.11e-0350
GO:0031346ColorectumADpositive regulation of cell projection organization104/3918353/187238.26e-051.30e-03104
GO:0060070ColorectumADcanonical Wnt signaling pathway90/3918303/187231.76e-042.38e-0390
GO:0060828ColorectumADregulation of canonical Wnt signaling pathway77/3918253/187232.19e-042.87e-0377
GO:0045197ColorectumADestablishment or maintenance of epithelial cell apical/basal polarity20/391844/187232.26e-042.94e-0320
GO:0035088ColorectumADestablishment or maintenance of apical/basal cell polarity21/391849/187234.31e-044.82e-0321
GO:0061245ColorectumADestablishment or maintenance of bipolar cell polarity21/391849/187234.31e-044.82e-0321
GO:0060562ColorectumADepithelial tube morphogenesis93/3918325/187235.65e-046.00e-0393
GO:0014020ColorectumADprimary neural tube formation33/391894/187231.02e-039.50e-0333
GO:0001841ColorectumADneural tube formation35/3918102/187231.16e-031.05e-0235
GO:0030177ColorectumADpositive regulation of Wnt signaling pathway45/3918140/187231.23e-031.09e-0245
GO:0001843ColorectumADneural tube closure30/391888/187232.83e-032.12e-0230
GO:0060606ColorectumADtube closure30/391889/187233.42e-032.49e-0230
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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
PTK7SNVMissense_Mutationc.1028C>Ap.Ala343Aspp.A343DQ13308protein_codingdeleterious(0.01)possibly_damaging(0.471)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PTK7SNVMissense_Mutationnovelc.2262N>Ap.Met754Ilep.M754IQ13308protein_codingdeleterious(0.04)benign(0.067)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
PTK7SNVMissense_Mutationc.2124G>Tp.Lys708Asnp.K708NQ13308protein_codingdeleterious(0.04)benign(0.082)TCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
PTK7SNVMissense_Mutationrs374956441c.493C>Tp.Arg165Trpp.R165WQ13308protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PTK7SNVMissense_Mutationnovelc.2578N>Cp.Lys860Glnp.K860QQ13308protein_codingdeleterious(0)possibly_damaging(0.734)TCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PTK7SNVMissense_Mutationc.2317G>Ap.Glu773Lysp.E773KQ13308protein_codingdeleterious(0.03)benign(0.119)TCGA-D8-A1JN-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolumSD
PTK7SNVMissense_Mutationnovelc.1769N>Tp.Ala590Valp.A590VQ13308protein_codingdeleterious(0.01)possibly_damaging(0.475)TCGA-E9-A228-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PTK7SNVMissense_Mutationrs767634504c.581N>Tp.Thr194Metp.T194MQ13308protein_codingdeleterious(0.03)benign(0.104)TCGA-S3-AA14-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PTK7insertionIn_Frame_Insnovelc.2208_2209insGATCTGGGCCCAAACAGAGTCCGGTTTGGCAGACGTGGAATGTCAp.Lys736_Arg737insAspLeuGlyProAsnArgValArgPheGlyArgArgGlyMetSerp.K736_R737insDLGPNRVRFGRRGMSQ13308protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
PTK7insertionFrame_Shift_Insnovelc.2577_2578insCTTCCp.Lys860LeufsTer4p.K860Lfs*4Q13308protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
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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
5754PTK7DRUGGABLE GENOME, KINASE, TYROSINE KINASE, CLINICALLY ACTIONABLEPF-06647020COFETUZUMAB PELIDOTIN
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