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: BTF3L4

Gene summary for BTF3L4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BTF3L4

Gene ID

91408

Gene namebasic transcription factor 3 like 4
Gene AliasBTF3L4
Cytomap1p32.3
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q96K17


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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
91408BTF3L4S015HumanLiverHCC2.01e-181.34e+000.2375
91408BTF3L4S016HumanLiverHCC2.20e-251.27e+000.2243
91408BTF3L4S027HumanLiverHCC2.72e-091.22e+000.2446
91408BTF3L4S028HumanLiverHCC3.79e-161.18e+000.2503
91408BTF3L4S029HumanLiverHCC1.16e-191.69e+000.2581
91408BTF3L4C04HumanOral cavityOSCC5.10e-331.86e+000.2633
91408BTF3L4C21HumanOral cavityOSCC6.57e-561.93e+000.2678
91408BTF3L4C30HumanOral cavityOSCC1.76e-462.46e+000.3055
91408BTF3L4C38HumanOral cavityOSCC3.80e-071.15e+000.172
91408BTF3L4C43HumanOral cavityOSCC4.60e-571.09e+000.1704
91408BTF3L4C46HumanOral cavityOSCC1.81e-259.30e-010.1673
91408BTF3L4C51HumanOral cavityOSCC9.89e-161.15e+000.2674
91408BTF3L4C57HumanOral cavityOSCC5.28e-321.14e+000.1679
91408BTF3L4C06HumanOral cavityOSCC8.44e-121.97e+000.2699
91408BTF3L4C07HumanOral cavityOSCC1.94e-021.12e+000.2491
91408BTF3L4C08HumanOral cavityOSCC1.01e-358.11e-010.1919
91408BTF3L4C09HumanOral cavityOSCC2.15e-033.11e-010.1431
91408BTF3L4LN22HumanOral cavityOSCC1.44e-091.36e+000.1733
91408BTF3L4LN46HumanOral cavityOSCC6.48e-077.15e-010.1666
91408BTF3L4LP15HumanOral cavityLP1.70e-101.63e+000.2174
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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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
BTF3L4insertionFrame_Shift_Insnovelc.128_129insAp.Leu46ThrfsTer5p.L46Tfs*5Q96K17protein_codingTCGA-E9-A1RG-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
BTF3L4SNVMissense_Mutationnovelc.75N>Tp.Lys25Asnp.K25NQ96K17protein_codingdeleterious(0)possibly_damaging(0.873)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
BTF3L4SNVMissense_Mutationnovelc.341N>Tp.Arg114Metp.R114MQ96K17protein_codingdeleterious(0)benign(0.438)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
BTF3L4SNVMissense_Mutationnovelc.45N>Gp.Ile15Metp.I15MQ96K17protein_codingdeleterious(0.01)possibly_damaging(0.863)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BTF3L4SNVMissense_Mutationnovelc.40N>Tp.Arg14Trpp.R14WQ96K17protein_codingdeleterious(0.02)benign(0.035)TCGA-AX-A1C4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BTF3L4SNVMissense_Mutationc.101C>Gp.Ala34Glyp.A34GQ96K17protein_codingtolerated(0.17)benign(0.018)TCGA-D1-A0ZS-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BTF3L4SNVMissense_Mutationc.166N>Cp.Glu56Glnp.E56QQ96K17protein_codingdeleterious(0.01)possibly_damaging(0.855)TCGA-86-8585-01Lunglung adenocarcinomaMale<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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