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:006124511LungAISestablishment or maintenance of bipolar cell polarity13/184949/187237.13e-041.04e-0213
GO:00901751LungAISregulation of establishment of planar polarity14/184956/187238.61e-041.17e-0214
GO:002191511LungAISneural tube development28/1849152/187238.81e-041.19e-0228
GO:20000271LungAISregulation of animal organ morphogenesis24/1849125/187231.10e-031.42e-0224
GO:00163311LungAISmorphogenesis of embryonic epithelium27/1849147/187231.13e-031.45e-0227
GO:003514811LungAIStube formation27/1849148/187231.25e-031.58e-0227
GO:0035567LungAISnon-canonical Wnt signaling pathway16/184972/187231.50e-031.81e-0216
GO:00611621LungAISestablishment of monopolar cell polarity8/184924/187231.54e-031.82e-028
GO:00613391LungAISestablishment or maintenance of monopolar cell polarity8/184925/187232.07e-032.27e-028
GO:007217511LungAISepithelial tube formation24/1849132/187232.37e-032.48e-0224
GO:004519711LungAISestablishment or maintenance of epithelial cell apical/basal polarity11/184944/187233.01e-032.97e-0211
GO:00032812LungAISventricular septum development15/184971/187233.49e-033.31e-0215
GO:0035089LungAISestablishment of apical/basal cell polarity7/184922/187234.07e-033.65e-027
GO:003032412LungAISlung development29/1849177/187234.48e-033.97e-0229
GO:003032312LungAISrespiratory tube development29/1849181/187236.16e-034.98e-0229
GO:004206020Oral cavityOSCCwound healing237/7305422/187234.51e-132.18e-11237
GO:000716318Oral cavityOSCCestablishment or maintenance of cell polarity129/7305218/187231.16e-092.86e-08129
GO:001605510Oral cavityOSCCWnt signaling pathway227/7305444/187231.10e-071.87e-06227
GO:019873810Oral cavityOSCCcell-cell signaling by wnt227/7305446/187231.75e-072.86e-06227
GO:003153216Oral cavityOSCCactin cytoskeleton reorganization65/7305107/187234.25e-064.93e-0565
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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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