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: BMP2K

Gene summary for BMP2K

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BMP2K

Gene ID

55589

Gene nameBMP2 inducible kinase
Gene AliasBIKE
Cytomap4q21.21
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

Q9NSY1


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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
55589BMP2KN_HPV_2HumanCervixN_HPV1.08e-03-1.94e-01-0.0131
55589BMP2KCCII_1HumanCervixCC1.18e-05-4.99e-010.3249
55589BMP2KTumorHumanCervixCC1.12e-09-4.37e-010.1241
55589BMP2Ksample1HumanCervixCC2.58e-06-5.27e-010.0959
55589BMP2Ksample3HumanCervixCC1.02e-11-4.08e-010.1387
55589BMP2KH2HumanCervixHSIL_HPV3.94e-10-4.37e-010.0632
55589BMP2KL1HumanCervixCC2.33e-04-4.57e-010.0802
55589BMP2KT1HumanCervixCC1.44e-11-4.95e-010.0918
55589BMP2KT3HumanCervixCC5.97e-10-3.85e-010.1389
55589BMP2KHTA11_3410_2000001011HumanColorectumAD2.71e-14-5.99e-010.0155
55589BMP2KHTA11_2487_2000001011HumanColorectumSER8.47e-04-4.99e-01-0.1808
55589BMP2KHTA11_1938_2000001011HumanColorectumAD9.42e-03-4.99e-01-0.0811
55589BMP2KHTA11_78_2000001011HumanColorectumAD4.82e-03-4.47e-01-0.1088
55589BMP2KHTA11_3361_2000001011HumanColorectumAD2.74e-03-4.61e-01-0.1207
55589BMP2KHTA11_696_2000001011HumanColorectumAD9.75e-08-4.06e-01-0.1464
55589BMP2KHTA11_866_2000001011HumanColorectumAD5.68e-04-2.99e-01-0.1001
55589BMP2KHTA11_5212_2000001011HumanColorectumAD4.54e-02-6.21e-01-0.2061
55589BMP2KHTA11_866_3004761011HumanColorectumAD5.65e-09-5.02e-010.096
55589BMP2KHTA11_10711_2000001011HumanColorectumAD2.70e-05-4.30e-010.0338
55589BMP2KHTA11_7696_3000711011HumanColorectumAD1.63e-21-6.09e-010.0674
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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:00068987CervixCCreceptor-mediated endocytosis53/2311244/187232.52e-054.29e-0453
GO:00301008CervixCCregulation of endocytosis47/2311211/187233.65e-055.82e-0447
GO:00725836CervixCCclathrin-dependent endocytosis16/231147/187239.56e-051.25e-0316
GO:00072194CervixCCNotch signaling pathway39/2311172/187231.08e-041.38e-0339
GO:00085933CervixCCregulation of Notch signaling pathway25/231195/187231.61e-041.93e-0325
GO:00015037CervixCCossification71/2311408/187231.67e-031.28e-0271
GO:00482597CervixCCregulation of receptor-mediated endocytosis24/2311110/187233.62e-032.31e-0224
GO:0045747CervixCCpositive regulation of Notch signaling pathway13/231147/187233.62e-032.31e-0213
GO:00302781CervixCCregulation of ossification24/2311115/187236.51e-033.61e-0224
GO:0031214CervixCCbiomineral tissue development32/2311169/187238.73e-034.48e-0232
GO:0030282CervixCCbone mineralization24/2311119/187231.00e-024.89e-0224
GO:0110148CervixCCbiomineralization32/2311171/187231.04e-024.97e-0232
GO:000689814CervixHSIL_HPVreceptor-mediated endocytosis20/737244/187231.64e-031.78e-0220
GO:000689824CervixN_HPVreceptor-mediated endocytosis17/534244/187236.68e-048.57e-0317
GO:000721911CervixN_HPVNotch signaling pathway12/534172/187233.92e-033.08e-0212
GO:000150312CervixN_HPVossification21/534408/187236.98e-034.61e-0221
GO:003010013CervixN_HPVregulation of endocytosis13/534211/187237.72e-034.97e-0213
GO:0072583ColorectumADclathrin-dependent endocytosis24/391847/187234.60e-061.22e-0424
GO:0006898ColorectumADreceptor-mediated endocytosis76/3918244/187231.07e-041.59e-0376
GO:0030100ColorectumADregulation of endocytosis67/3918211/187231.42e-042.01e-0367
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05202ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa052021ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa052026LungIACTranscriptional misregulation in cancer40/1053193/84656.90e-045.90e-033.92e-0340
hsa0520211LungIACTranscriptional misregulation in cancer40/1053193/84656.90e-045.90e-033.92e-0340
hsa052022LungAISTranscriptional misregulation in cancer39/961193/84652.15e-042.41e-031.54e-0339
hsa052023LungAISTranscriptional misregulation in cancer39/961193/84652.15e-042.41e-031.54e-0339
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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
BMP2KSNVMissense_Mutationnovelc.683N>Tp.Ser228Leup.S228LQ9NSY1protein_codingdeleterious(0)probably_damaging(0.952)TCGA-3C-AALJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
BMP2KSNVMissense_Mutationnovelc.1462N>Tp.His488Tyrp.H488YQ9NSY1protein_codingtolerated_low_confidence(1)benign(0.152)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
BMP2KSNVMissense_Mutationc.995N>Gp.Ser332Cysp.S332CQ9NSY1protein_codingdeleterious(0.01)benign(0.046)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BMP2KSNVMissense_Mutationnovelc.3284N>Cp.His1095Prop.H1095PQ9NSY1protein_codingdeleterious_low_confidence(0.03)benign(0.003)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
BMP2KSNVMissense_Mutationc.923N>Cp.Ile308Thrp.I308TQ9NSY1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0HN-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
BMP2KSNVMissense_Mutationc.2127N>Gp.Ile709Metp.I709MQ9NSY1protein_codingtolerated_low_confidence(0.12)benign(0)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
BMP2KinsertionIn_Frame_Insnovelc.3285_3286insCTTCTCCTAAGAGCAGTGAAGAGGAAGAGCAAGATGATGp.His1095_Asn1096insLeuLeuLeuArgAlaValLysArgLysSerLysMetMetp.H1095_N1096insLLLRAVKRKSKMMQ9NSY1protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
BMP2KSNVMissense_Mutationrs769519712c.2600G>Ap.Arg867Hisp.R867HQ9NSY1protein_codingtolerated_low_confidence(0.47)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BMP2KSNVMissense_Mutationc.614A>Cp.Lys205Thrp.K205TQ9NSY1protein_codingdeleterious(0.01)probably_damaging(0.965)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
BMP2KSNVMissense_Mutationrs560165697c.2326G>Ap.Asp776Asnp.D776NQ9NSY1protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.879)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=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
55589BMP2KKINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEinhibitorHESPERADINHESPERADIN19035792
55589BMP2KKINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEinhibitor223366123BARICITINIB
55589BMP2KKINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEinhibitor249565886
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