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: BOK

Gene summary for BOK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BOK

Gene ID

666

Gene nameBCL2 family apoptosis regulator BOK
Gene AliasBCL2L9
Cytomap2q37.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R4A8


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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
666BOKP2T-EHumanEsophagusESCC1.17e-073.14e-020.1177
666BOKP4T-EHumanEsophagusESCC2.64e-067.05e-020.1323
666BOKP5T-EHumanEsophagusESCC8.21e-061.78e-020.1327
666BOKP8T-EHumanEsophagusESCC2.24e-061.52e-020.0889
666BOKP9T-EHumanEsophagusESCC2.31e-032.12e-010.1131
666BOKP10T-EHumanEsophagusESCC3.25e-559.30e-010.116
666BOKP11T-EHumanEsophagusESCC6.77e-052.29e-010.1426
666BOKP12T-EHumanEsophagusESCC1.32e-091.51e-010.1122
666BOKP15T-EHumanEsophagusESCC4.70e-152.29e-010.1149
666BOKP16T-EHumanEsophagusESCC7.54e-121.61e-010.1153
666BOKP21T-EHumanEsophagusESCC3.25e-163.16e-010.1617
666BOKP22T-EHumanEsophagusESCC1.29e-111.04e-010.1236
666BOKP23T-EHumanEsophagusESCC2.77e-056.81e-020.108
666BOKP24T-EHumanEsophagusESCC7.48e-111.52e-010.1287
666BOKP26T-EHumanEsophagusESCC5.61e-138.97e-020.1276
666BOKP27T-EHumanEsophagusESCC8.44e-115.07e-020.1055
666BOKP28T-EHumanEsophagusESCC4.42e-151.09e-010.1149
666BOKP30T-EHumanEsophagusESCC3.09e-092.28e-010.137
666BOKP31T-EHumanEsophagusESCC1.91e-255.78e-010.1251
666BOKP32T-EHumanEsophagusESCC3.09e-021.76e-020.1666
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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
∗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:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:0006839110EsophagusESCCmitochondrial transport187/8552254/187238.35e-209.81e-18187
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:2001242111EsophagusESCCregulation of intrinsic apoptotic signaling pathway128/8552164/187231.75e-171.50e-15128
GO:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:0006986111EsophagusESCCresponse to unfolded protein107/8552137/187237.01e-153.87e-13107
GO:000700619EsophagusESCCmitochondrial membrane organization93/8552116/187232.16e-141.11e-1293
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:0035967111EsophagusESCCcellular response to topologically incorrect protein90/8552116/187231.94e-128.11e-1190
GO:0010821110EsophagusESCCregulation of mitochondrion organization107/8552144/187232.31e-129.41e-11107
GO:0008630110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage78/855299/187231.43e-115.08e-1078
GO:0008637110EsophagusESCCapoptotic mitochondrial changes83/8552107/187231.43e-115.08e-1083
GO:2000116111EsophagusESCCregulation of cysteine-type endopeptidase activity158/8552235/187231.67e-115.90e-10158
GO:0043281111EsophagusESCCregulation of cysteine-type endopeptidase activity involved in apoptotic process143/8552209/187232.12e-117.31e-10143
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04215Oral cavityOSCCApoptosis - multiple species25/370432/84657.74e-052.88e-041.47e-0425
hsa042151Oral cavityOSCCApoptosis - multiple species25/370432/84657.74e-052.88e-041.47e-0425
hsa042152Oral cavityLPApoptosis - multiple species16/241832/84658.31e-033.08e-021.98e-0216
hsa042153Oral cavityLPApoptosis - multiple species16/241832/84658.31e-033.08e-021.98e-0216
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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
BOKSNVMissense_Mutationrs776017344c.572T>Gp.Val191Glyp.V191GQ9UMX3protein_codingdeleterious(0.04)benign(0.196)TCGA-EW-A1J2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
BOKSNVMissense_Mutationnovelc.539N>Ap.Ser180Asnp.S180NQ9UMX3protein_codingtolerated(0.7)benign(0)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
BOKSNVMissense_Mutationrs200898291c.310G>Ap.Asp104Asnp.D104NQ9UMX3protein_codingtolerated(0.1)probably_damaging(0.999)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
BOKSNVMissense_Mutationrs750227285c.314C>Tp.Ala105Valp.A105VQ9UMX3protein_codingtolerated(0.18)probably_damaging(0.999)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
BOKSNVMissense_Mutationrs374419286c.383C>Tp.Ala128Valp.A128VQ9UMX3protein_codingdeleterious(0)possibly_damaging(0.508)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BOKSNVMissense_Mutationc.468N>Ap.Phe156Leup.F156LQ9UMX3protein_codingtolerated(0.06)probably_damaging(0.996)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
BOKSNVMissense_Mutationc.256C>Ap.Arg86Serp.R86SQ9UMX3protein_codingtolerated(0.14)probably_damaging(0.954)TCGA-B5-A11G-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BOKSNVMissense_Mutationrs759186943c.356N>Tp.Thr119Metp.T119MQ9UMX3protein_codingdeleterious(0)probably_damaging(0.95)TCGA-DF-A2KZ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BOKinsertionFrame_Shift_Insnovelc.358_359insGp.Lys122GlnfsTer52p.K122Qfs*52Q9UMX3protein_codingTCGA-B5-A0K9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BOKSNVMissense_Mutationnovelc.560N>Tp.Ser187Phep.S187FQ9UMX3protein_codingtolerated(0.11)possibly_damaging(0.459)TCGA-P3-A5Q5-01Oral cavityhead & neck squamous cell carcinomaMale<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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