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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: BTBD9

Gene summary for BTBD9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BTBD9

Gene ID

114781

Gene nameBTB domain containing 9
Gene AliasdJ322I12.1
Cytomap6p21.2
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q96Q07


Top

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
114781BTBD9CCI_1HumanCervixCC2.81e-045.47e-010.528
114781BTBD9CCI_3HumanCervixCC8.48e-209.30e-010.516
114781BTBD9HTA11_3410_2000001011HumanColorectumAD3.32e-26-6.45e-010.0155
114781BTBD9HTA11_347_2000001011HumanColorectumAD5.70e-054.85e-01-0.1954
114781BTBD9HTA11_411_2000001011HumanColorectumSER3.44e-037.23e-01-0.2602
114781BTBD9HTA11_7862_2000001011HumanColorectumAD5.35e-06-6.12e-01-0.0179
114781BTBD9HTA11_866_3004761011HumanColorectumAD1.60e-07-4.63e-010.096
114781BTBD9HTA11_8622_2000001021HumanColorectumSER3.73e-04-6.08e-010.0528
114781BTBD9HTA11_6801_2000001011HumanColorectumSER7.68e-03-6.21e-010.0171
114781BTBD9HTA11_7696_3000711011HumanColorectumAD1.99e-04-3.78e-010.0674
114781BTBD9HTA11_99999970781_79442HumanColorectumMSS1.23e-18-5.94e-010.294
114781BTBD9HTA11_99999973899_84307HumanColorectumMSS1.47e-06-5.84e-010.2585
114781BTBD9HTA11_99999974143_84620HumanColorectumMSS1.67e-18-6.29e-010.3005
114781BTBD9A015-C-203HumanColorectumFAP1.19e-37-5.73e-01-0.1294
114781BTBD9A015-C-204HumanColorectumFAP9.01e-07-3.01e-01-0.0228
114781BTBD9A014-C-040HumanColorectumFAP1.10e-02-1.94e-01-0.1184
114781BTBD9A002-C-201HumanColorectumFAP1.16e-14-3.98e-010.0324
114781BTBD9A002-C-203HumanColorectumFAP1.76e-03-1.20e-010.2786
114781BTBD9A001-C-119HumanColorectumFAP2.03e-09-4.94e-01-0.1557
114781BTBD9A001-C-108HumanColorectumFAP6.02e-18-3.10e-01-0.0272
Page: 1 2 3 4 5 6 7 

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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00485118CervixCCrhythmic process65/2311298/187232.79e-068.04e-0565
GO:00301008CervixCCregulation of endocytosis47/2311211/187233.65e-055.82e-0447
GO:00076238CervixCCcircadian rhythm46/2311210/187236.76e-059.60e-0446
GO:00484883CervixCCsynaptic vesicle endocytosis16/231162/187232.87e-031.91e-0216
GO:01402383CervixCCpresynaptic endocytosis16/231162/187232.87e-031.91e-0216
GO:00550726CervixCCiron ion homeostasis19/231185/187236.88e-033.74e-0219
GO:00364655CervixCCsynaptic vesicle recycling17/231175/187238.87e-034.53e-0217
GO:00550768CervixCCtransition metal ion homeostasis27/2311138/187239.89e-034.85e-0227
GO:0055076ColorectumADtransition metal ion homeostasis53/3918138/187231.89e-065.65e-0553
GO:0007623ColorectumADcircadian rhythm72/3918210/187234.50e-061.21e-0472
GO:0048511ColorectumADrhythmic process94/3918298/187231.00e-052.34e-0494
GO:0030100ColorectumADregulation of endocytosis67/3918211/187231.42e-042.01e-0367
GO:0055072ColorectumADiron ion homeostasis32/391885/187232.97e-043.60e-0332
GO:0099003ColorectumADvesicle-mediated transport in synapse57/3918200/187236.53e-034.06e-0257
GO:00550761ColorectumSERtransition metal ion homeostasis41/2897138/187231.66e-055.05e-0441
GO:00076231ColorectumSERcircadian rhythm54/2897210/187237.98e-051.77e-0354
GO:00550721ColorectumSERiron ion homeostasis24/289785/187231.91e-031.93e-0224
GO:00485111ColorectumSERrhythmic process65/2897298/187232.18e-032.11e-0265
GO:00301001ColorectumSERregulation of endocytosis48/2897211/187233.29e-032.82e-0248
GO:00076232ColorectumMSScircadian rhythm69/3467210/187234.22e-071.67e-0569
Page: 1 2 3 4 5 6 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
BTBD9SNVMissense_Mutationc.1824N>Ap.Asn608Lysp.N608KQ96Q07protein_codingtolerated_low_confidence(1)benign(0)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
BTBD9SNVMissense_Mutationc.959N>Tp.Ser320Phep.S320FQ96Q07protein_codingdeleterious(0.02)possibly_damaging(0.796)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
BTBD9insertionFrame_Shift_Insnovelc.621_622insTACAACAATATTCAAGGGAGTACATGTTATAGAACTTCAGp.Asn208TyrfsTer17p.N208Yfs*17Q96Q07protein_codingTCGA-A8-A08X-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinPD
BTBD9SNVMissense_Mutationnovelc.320A>Tp.Glu107Valp.E107VQ96Q07protein_codingdeleterious(0)probably_damaging(0.995)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BTBD9SNVMissense_Mutationc.1738G>Ap.Gly580Serp.G580SQ96Q07protein_codingtolerated_low_confidence(1)benign(0.007)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BTBD9SNVMissense_Mutationc.959N>Tp.Ser320Phep.S320FQ96Q07protein_codingdeleterious(0.02)possibly_damaging(0.796)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
BTBD9SNVMissense_Mutationc.982C>Gp.Gln328Glup.Q328EQ96Q07protein_codingtolerated(0.72)benign(0.085)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BTBD9SNVMissense_Mutationc.132N>Tp.Lys44Asnp.K44NQ96Q07protein_codingtolerated(0.37)benign(0.239)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BTBD9SNVMissense_Mutationc.1007N>Ap.Arg336Glnp.R336QQ96Q07protein_codingdeleterious(0.03)probably_damaging(0.992)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BTBD9SNVMissense_Mutationc.1301N>Tp.Ala434Valp.A434VQ96Q07protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 

Top

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
Page: 1