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
91408BTF3L4P83T-EHumanEsophagusESCC2.65e-491.56e+000.1738
91408BTF3L4P84T-EHumanEsophagusESCC1.54e-161.07e+000.0933
91408BTF3L4P89T-EHumanEsophagusESCC1.36e-241.57e+000.1752
91408BTF3L4P91T-EHumanEsophagusESCC5.81e-222.39e+000.1828
91408BTF3L4P104T-EHumanEsophagusESCC2.00e-026.38e-010.0931
91408BTF3L4P107T-EHumanEsophagusESCC1.86e-772.04e+000.171
91408BTF3L4P126T-EHumanEsophagusESCC4.75e-131.65e+000.1125
91408BTF3L4P127T-EHumanEsophagusESCC3.69e-621.11e+000.0826
91408BTF3L4P128T-EHumanEsophagusESCC2.14e-542.26e+000.1241
91408BTF3L4P130T-EHumanEsophagusESCC2.62e-842.06e+000.1676
91408BTF3L4S43HumanLiverCirrhotic1.56e-13-3.71e-01-0.0187
91408BTF3L4HCC1_MengHumanLiverHCC9.34e-643.60e-010.0246
91408BTF3L4HCC2_MengHumanLiverHCC1.04e-346.90e-020.0107
91408BTF3L4cirrhotic2HumanLiverCirrhotic5.22e-046.54e-020.0201
91408BTF3L4cirrhotic3HumanLiverCirrhotic1.53e-04-5.22e-030.0215
91408BTF3L4HCC1HumanLiverHCC5.51e-031.53e+000.5336
91408BTF3L4HCC2HumanLiverHCC3.71e-063.36e+000.5341
91408BTF3L4Pt13.bHumanLiverHCC9.53e-145.65e-020.0251
91408BTF3L4Pt14.bHumanLiverHCC5.69e-036.63e-020.018
91408BTF3L4S014HumanLiverHCC8.95e-231.34e+000.2254
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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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