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: USF3

Gene summary for USF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USF3

Gene ID

205717

Gene nameupstream transcription factor family member 3
Gene AliasKIAA2018
Cytomap3q13.2
Gene Typeprotein-coding
GO ID

GO:0001837

UniProtAcc

NA


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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
205717USF3LZE24THumanEsophagusESCC7.38e-042.06e-010.0596
205717USF3P1T-EHumanEsophagusESCC7.25e-052.88e-010.0875
205717USF3P2T-EHumanEsophagusESCC8.15e-121.71e-010.1177
205717USF3P4T-EHumanEsophagusESCC1.36e-051.04e-010.1323
205717USF3P5T-EHumanEsophagusESCC1.89e-084.73e-020.1327
205717USF3P8T-EHumanEsophagusESCC1.67e-142.44e-010.0889
205717USF3P10T-EHumanEsophagusESCC1.26e-152.99e-010.116
205717USF3P11T-EHumanEsophagusESCC1.08e-021.77e-010.1426
205717USF3P12T-EHumanEsophagusESCC1.45e-033.06e-020.1122
205717USF3P15T-EHumanEsophagusESCC7.98e-038.66e-020.1149
205717USF3P16T-EHumanEsophagusESCC1.15e-141.70e-010.1153
205717USF3P20T-EHumanEsophagusESCC7.24e-062.25e-010.1124
205717USF3P21T-EHumanEsophagusESCC1.24e-091.23e-010.1617
205717USF3P22T-EHumanEsophagusESCC1.31e-081.14e-010.1236
205717USF3P23T-EHumanEsophagusESCC1.30e-142.84e-010.108
205717USF3P24T-EHumanEsophagusESCC1.39e-079.64e-020.1287
205717USF3P26T-EHumanEsophagusESCC2.58e-131.18e-010.1276
205717USF3P27T-EHumanEsophagusESCC2.24e-151.83e-010.1055
205717USF3P28T-EHumanEsophagusESCC1.92e-161.19e-010.1149
205717USF3P30T-EHumanEsophagusESCC8.81e-145.20e-010.137
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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
∗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:00018378EsophagusESCCepithelial to mesenchymal transition95/8552157/187231.25e-048.56e-0495
GO:00487628EsophagusESCCmesenchymal cell differentiation133/8552236/187235.94e-043.22e-03133
GO:00107174EsophagusESCCregulation of epithelial to mesenchymal transition61/855299/187231.01e-035.09e-0361
GO:00604856EsophagusESCCmesenchyme development156/8552291/187233.76e-031.53e-02156
GO:00018377Oral cavityOSCCepithelial to mesenchymal transition82/7305157/187235.09e-042.98e-0382
GO:00107173Oral cavityOSCCregulation of epithelial to mesenchymal transition54/730599/187231.21e-036.10e-0354
GO:00487627Oral cavityOSCCmesenchymal cell differentiation109/7305236/187231.43e-024.69e-02109
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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
USF3SNVMissense_Mutationrs760900951c.2642N>Tp.Ser881Leup.S881LQ68DE3protein_codingdeleterious_low_confidence(0.01)benign(0.007)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USF3SNVMissense_Mutationc.1139N>Cp.Gly380Alap.G380AQ68DE3protein_codingtolerated_low_confidence(0.74)benign(0.007)TCGA-AN-A0XO-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
USF3SNVMissense_Mutationrs371204248c.6155N>Tp.Ser2052Leup.S2052LQ68DE3protein_codingtolerated(0.17)benign(0.35)TCGA-AN-A0XR-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
USF3SNVMissense_Mutationrs372085417c.1808G>Ap.Arg603Glnp.R603QQ68DE3protein_codingtolerated(0.13)probably_damaging(0.999)TCGA-AQ-A7U7-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyrituximabCR
USF3SNVMissense_Mutationnovelc.6127N>Cp.Asp2043Hisp.D2043HQ68DE3protein_codingdeleterious(0)probably_damaging(0.951)TCGA-B6-A0I1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
USF3SNVMissense_Mutationc.2731N>Tp.Asp911Tyrp.D911YQ68DE3protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.947)TCGA-B6-A0WW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
USF3SNVMissense_Mutationc.3466N>Ap.Asp1156Asnp.D1156NQ68DE3protein_codingtolerated(0.31)benign(0.031)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
USF3SNVMissense_Mutationrs201006777c.5363N>Ap.Arg1788Hisp.R1788HQ68DE3protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-D8-A1JC-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
USF3SNVMissense_Mutationrs751610573c.6421N>Ap.Glu2141Lysp.E2141KQ68DE3protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-EW-A1IW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
USF3SNVMissense_Mutationc.613G>Cp.Glu205Glnp.E205QQ68DE3protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.999)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
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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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