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: SBF1

Gene summary for SBF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SBF1

Gene ID

6305

Gene nameSET binding factor 1
Gene AliasCMT4B3
Cytomap22q13.33
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R4Z9


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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
6305SBF1LZE5THumanEsophagusESCC1.75e-021.53e-010.0514
6305SBF1LZE7THumanEsophagusESCC9.74e-063.14e-010.0667
6305SBF1LZE24THumanEsophagusESCC9.88e-111.70e-010.0596
6305SBF1P1T-EHumanEsophagusESCC4.80e-053.62e-010.0875
6305SBF1P2T-EHumanEsophagusESCC9.97e-107.88e-020.1177
6305SBF1P4T-EHumanEsophagusESCC4.13e-068.04e-020.1323
6305SBF1P5T-EHumanEsophagusESCC3.25e-108.33e-020.1327
6305SBF1P8T-EHumanEsophagusESCC3.62e-192.10e-010.0889
6305SBF1P9T-EHumanEsophagusESCC5.56e-067.96e-020.1131
6305SBF1P10T-EHumanEsophagusESCC1.44e-191.73e-010.116
6305SBF1P11T-EHumanEsophagusESCC1.68e-082.80e-010.1426
6305SBF1P12T-EHumanEsophagusESCC6.55e-141.54e-010.1122
6305SBF1P15T-EHumanEsophagusESCC1.17e-081.06e-010.1149
6305SBF1P16T-EHumanEsophagusESCC8.47e-149.40e-020.1153
6305SBF1P17T-EHumanEsophagusESCC9.47e-071.53e-010.1278
6305SBF1P20T-EHumanEsophagusESCC3.52e-087.70e-020.1124
6305SBF1P21T-EHumanEsophagusESCC1.33e-131.42e-010.1617
6305SBF1P22T-EHumanEsophagusESCC9.47e-157.52e-020.1236
6305SBF1P23T-EHumanEsophagusESCC1.16e-061.45e-010.108
6305SBF1P24T-EHumanEsophagusESCC1.01e-085.00e-020.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:004308715EsophagusESCCregulation of GTPase activity183/8552348/187235.34e-032.00e-02183
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:000647021LiverHCCprotein dephosphorylation162/7958281/187231.91e-073.46e-06162
GO:000647015Oral cavityOSCCprotein dephosphorylation162/7305281/187231.56e-104.56e-09162
GO:00163119Oral cavityOSCCdephosphorylation220/7305417/187236.33e-091.34e-07220
GO:004308710Oral cavityOSCCregulation of GTPase activity165/7305348/187237.94e-044.27e-03165
GO:000647016Oral cavityLPprotein dephosphorylation89/4623281/187234.60e-032.93e-0289
GO:001631116ThyroidPTCdephosphorylation174/5968417/187231.20e-051.31e-04174
GO:004308718ThyroidPTCregulation of GTPase activity148/5968348/187231.63e-051.71e-04148
GO:000647020ThyroidPTCprotein dephosphorylation123/5968281/187231.69e-051.77e-04123
GO:0006470111ThyroidATCprotein dephosphorylation129/6293281/187231.11e-051.09e-04129
GO:004308719ThyroidATCregulation of GTPase activity153/6293348/187233.24e-052.68e-04153
GO:001631117ThyroidATCdephosphorylation179/6293417/187233.88e-053.15e-04179
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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
SBF1SNVMissense_Mutationc.5143N>Cp.Asp1715Hisp.D1715HO95248protein_codingtolerated(0.05)possibly_damaging(0.799)TCGA-A2-A0ER-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SBF1SNVMissense_Mutationnovelc.3908N>Cp.Lys1303Thrp.K1303TO95248protein_codingtolerated(0.09)probably_damaging(0.996)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
SBF1SNVMissense_Mutationc.719N>Ap.Ser240Tyrp.S240YO95248protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SBF1SNVMissense_Mutationrs774485881c.4796N>Tp.Ala1599Valp.A1599VO95248protein_codingdeleterious(0.04)benign(0.397)TCGA-AQ-A7U7-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyrituximabCR
SBF1SNVMissense_Mutationc.241G>Ap.Ala81Thrp.A81TO95248protein_codingdeleterious(0)possibly_damaging(0.469)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SBF1SNVMissense_Mutationrs748349988c.2516N>Tp.Thr839Metp.T839MO95248protein_codingdeleterious(0.02)probably_damaging(0.916)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SBF1SNVMissense_Mutationc.2950N>Tp.Arg984Cysp.R984CO95248protein_codingdeleterious(0)probably_damaging(0.997)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SBF1SNVMissense_Mutationrs754556678c.2429N>Tp.Thr810Metp.T810MO95248protein_codingdeleterious(0)possibly_damaging(0.87)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
SBF1deletionFrame_Shift_Delnovelc.5682delAp.Ter1894TrpfsTer36p.*1894Wfs*36O95248protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SBF1deletionFrame_Shift_Delnovelc.5121delAp.Gln1708SerfsTer41p.Q1708Sfs*41O95248protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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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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