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: BBX

Gene summary for BBX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BBX

Gene ID

56987

Gene nameBBX high mobility group box domain containing
Gene AliasARTC1
Cytomap3q13.12
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

A8K6U2


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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
56987BBXCA_HPV_1HumanCervixCC1.18e-04-1.22e-010.0264
56987BBXN_HPV_1HumanCervixN_HPV3.67e-02-1.83e-010.0079
56987BBXCCI_2HumanCervixCC5.62e-101.12e+000.5249
56987BBXCCI_3HumanCervixCC6.28e-078.28e-010.516
56987BBXL1HumanCervixCC1.96e-02-2.52e-010.0802
56987BBXHTA11_3410_2000001011HumanColorectumAD6.54e-21-6.32e-010.0155
56987BBXHTA11_2487_2000001011HumanColorectumSER1.31e-04-5.00e-01-0.1808
56987BBXHTA11_3361_2000001011HumanColorectumAD3.39e-05-5.42e-01-0.1207
56987BBXHTA11_696_2000001011HumanColorectumAD1.61e-05-3.96e-01-0.1464
56987BBXHTA11_5212_2000001011HumanColorectumAD1.07e-02-6.48e-01-0.2061
56987BBXHTA11_7862_2000001011HumanColorectumAD2.39e-02-4.68e-01-0.0179
56987BBXHTA11_866_3004761011HumanColorectumAD1.19e-06-4.06e-010.096
56987BBXHTA11_10711_2000001011HumanColorectumAD1.02e-02-3.80e-010.0338
56987BBXHTA11_7696_3000711011HumanColorectumAD1.06e-04-3.34e-010.0674
56987BBXHTA11_99999973899_84307HumanColorectumMSS1.74e-02-4.92e-010.2585
56987BBXHTA11_99999974143_84620HumanColorectumMSS1.08e-07-4.86e-010.3005
56987BBXA001-C-207HumanColorectumFAP2.67e-04-2.81e-010.1278
56987BBXA015-C-203HumanColorectumFAP7.11e-28-4.92e-01-0.1294
56987BBXA015-C-204HumanColorectumFAP1.40e-07-3.23e-01-0.0228
56987BBXA014-C-040HumanColorectumFAP9.02e-05-3.92e-01-0.1184
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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
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
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
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:00603482CervixN_HPVbone development15/534205/187238.27e-041.02e-0215
GO:0060348ColorectumCRCbone development37/2078205/187231.96e-031.96e-0237
GO:00603485EsophagusESCCbone development115/8552205/187231.67e-037.72e-03115
GO:00603484Oral cavityOSCCbone development99/7305205/187234.13e-031.68e-0299
GO:006034812Oral cavityEOLPbone development37/2218205/187235.84e-032.95e-0237
GO:006034821Oral cavityNEOLPbone development38/2005205/187235.28e-044.64e-0338
GO:00603483ProstateBPHbone development50/3107205/187232.60e-031.39e-0250
GO:006034811ProstateTumorbone development50/3246205/187236.30e-032.89e-0250
GO:00603486ThyroidPTCbone development90/5968205/187231.89e-041.42e-0390
GO:006034813ThyroidATCbone development102/6293205/187231.18e-061.52e-05102
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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
BBXpDCBreastHealthyPPIL2,HSPA14.1,MTR, etc.2.22e-02The 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.
BBXpDCBreastIDCPPIL2,HSPA14.1,MTR, etc.2.20e-02The 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.
BBXCD8TEREXBreastPrecancerPPIL2,HSPA14.1,MTR, etc.2.21e-02The 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.
BBXNKOral cavityADJCABLES1,N4BP2L2,ARHGAP12, etc.4.09e-02The 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.
BBXISLETPancreasHealthyMRPL48,OLFM4,HACD2, etc.3.56e-02The 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.
BBXCD8TEXINTPancreasPanINZBTB20,AC245297.3,TGFBR2, etc.3.01e-01The 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.
BBXBNPancreasPDACZBTB20,AC245297.3,TGFBR2, etc.1.83e-01The 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.
BBXMYOFIBPancreasPanINIFIH1,FMNL2,N4BP2L2, etc.3.20e-01The 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.
BBXINCAFSkinADJDTD2,MYNN,CERS2, etc.1.99e-01The 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.
BBXSMCSkincSCCDTD2,MYNN,CERS2, etc.1.33e-02The 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.
∗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
BBXSNVMissense_Mutationnovelc.745N>Tp.Ala249Serp.A249SQ8WY36protein_codingtolerated(0.06)benign(0.23)TCGA-3C-AALJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
BBXSNVMissense_Mutationrs771843919c.530C>Gp.Ser177Cysp.S177CQ8WY36protein_codingdeleterious(0)probably_damaging(0.969)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
BBXSNVMissense_Mutationc.784N>Gp.Thr262Alap.T262AQ8WY36protein_codingtolerated(0.78)benign(0)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
BBXSNVMissense_Mutationc.41N>Cp.Gly14Alap.G14AQ8WY36protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
BBXSNVMissense_Mutationc.823N>Cp.Glu275Glnp.E275QQ8WY36protein_codingtolerated(0.07)possibly_damaging(0.705)TCGA-AN-A0AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BBXSNVMissense_Mutationc.2483N>Tp.Arg828Metp.R828MQ8WY36protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BBXSNVMissense_Mutationnovelc.2736C>Ap.His912Glnp.H912QQ8WY36protein_codingdeleterious(0)probably_damaging(0.981)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
BBXSNVMissense_Mutationc.1744N>Ap.Asp582Asnp.D582NQ8WY36protein_codingtolerated(0.06)benign(0.21)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BBXSNVMissense_Mutationc.617G>Cp.Gly206Alap.G206AQ8WY36protein_codingdeleterious(0.01)probably_damaging(1)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
BBXSNVMissense_Mutationc.1444N>Tp.Asp482Tyrp.D482YQ8WY36protein_codingdeleterious(0)probably_damaging(0.997)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
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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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