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: USF1

Gene summary for USF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USF1

Gene ID

7391

Gene nameupstream transcription factor 1
Gene AliasFCHL
Cytomap1q23.3
Gene Typeprotein-coding
GO ID

GO:0000429

UniProtAcc

A0A0S2Z4U5


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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
7391USF1LZE4THumanEsophagusESCC1.40e-051.87e-010.0811
7391USF1LZE7THumanEsophagusESCC9.66e-031.69e-010.0667
7391USF1LZE24THumanEsophagusESCC1.48e-062.85e-010.0596
7391USF1P1T-EHumanEsophagusESCC7.96e-052.15e-010.0875
7391USF1P2T-EHumanEsophagusESCC4.48e-142.24e-010.1177
7391USF1P4T-EHumanEsophagusESCC1.14e-112.96e-010.1323
7391USF1P5T-EHumanEsophagusESCC2.22e-089.42e-020.1327
7391USF1P8T-EHumanEsophagusESCC5.10e-101.81e-010.0889
7391USF1P9T-EHumanEsophagusESCC1.01e-051.76e-010.1131
7391USF1P10T-EHumanEsophagusESCC1.81e-101.91e-010.116
7391USF1P11T-EHumanEsophagusESCC2.37e-042.54e-010.1426
7391USF1P12T-EHumanEsophagusESCC4.81e-081.54e-010.1122
7391USF1P15T-EHumanEsophagusESCC1.36e-143.40e-010.1149
7391USF1P16T-EHumanEsophagusESCC1.13e-051.42e-010.1153
7391USF1P20T-EHumanEsophagusESCC2.27e-092.99e-010.1124
7391USF1P21T-EHumanEsophagusESCC6.62e-397.24e-010.1617
7391USF1P22T-EHumanEsophagusESCC3.07e-112.23e-010.1236
7391USF1P23T-EHumanEsophagusESCC3.69e-143.30e-010.108
7391USF1P24T-EHumanEsophagusESCC1.66e-031.24e-010.1287
7391USF1P26T-EHumanEsophagusESCC9.51e-122.23e-010.1276
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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
∗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:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:001908017EsophagusESCCviral gene expression80/855294/187232.04e-151.28e-1380
GO:000941113EsophagusESCCresponse to UV115/8552149/187233.29e-151.93e-13115
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:0036293111EsophagusESCCresponse to decreased oxygen levels201/8552322/187238.37e-102.04e-08201
GO:0001666111EsophagusESCCresponse to hypoxia192/8552307/187231.59e-093.69e-08192
GO:000758410EsophagusESCCresponse to nutrient114/8552174/187239.43e-081.56e-06114
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:001908312EsophagusESCCviral transcription41/855250/187231.35e-072.17e-0641
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:190165319EsophagusESCCcellular response to peptide208/8552359/187231.68e-062.01e-05208
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:003286918EsophagusESCCcellular response to insulin stimulus124/8552203/187236.63e-066.75e-05124
GO:003286818EsophagusESCCresponse to insulin156/8552264/187237.21e-067.20e-05156
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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
USF1NKOral cavityADJCCL8,HLA-DQB2,ZSWIM5, etc.4.54e-02The 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.
USF1CD8TEXPOral cavityADJCCL8,HLA-DQB2,ZSWIM5, etc.3.07e-02The 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.
USF1M1MACOral cavityNEOLPCCL8,HLA-DQB2,ZSWIM5, etc.8.67e-02The 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.
∗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
USF1SNVMissense_Mutationc.629N>Ap.Arg210Hisp.R210HP22415protein_codingdeleterious(0.03)probably_damaging(0.987)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
USF1SNVMissense_Mutationc.409N>Tp.Ala137Serp.A137SP22415protein_codingtolerated(0.24)benign(0.039)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
USF1deletionFrame_Shift_Delc.389delNp.Gly130ValfsTer33p.G130Vfs*33P22415protein_codingTCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
USF1deletionFrame_Shift_Delc.389delNp.Gly130ValfsTer33p.G130Vfs*33P22415protein_codingTCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
USF1deletionFrame_Shift_Delc.389delGp.Gly130ValfsTer33p.G130Vfs*33P22415protein_codingTCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
USF1SNVMissense_Mutationnovelc.329N>Tp.Thr110Ilep.T110IP22415protein_codingtolerated(0.22)benign(0.045)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
USF1SNVMissense_Mutationc.11N>Cp.Gln4Prop.Q4PP22415protein_codingdeleterious_low_confidence(0.01)benign(0.019)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
USF1SNVMissense_Mutationrs142286568c.116C>Tp.Ala39Valp.A39VP22415protein_codingdeleterious(0)possibly_damaging(0.86)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
USF1SNVMissense_Mutationc.155G>Ap.Arg52Glnp.R52QP22415protein_codingdeleterious(0)probably_damaging(0.932)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
USF1SNVMissense_Mutationrs780697534c.898N>Ap.Gly300Argp.G300RP22415protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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