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: USF2

Gene summary for USF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USF2

Gene ID

7392

Gene nameupstream transcription factor 2, c-fos interacting
Gene AliasFIP
Cytomap19q13.12
Gene Typeprotein-coding
GO ID

GO:0000429

UniProtAcc

Q15853


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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
7392USF2HTA11_2487_2000001011HumanColorectumSER2.43e-023.17e-01-0.1808
7392USF2HTA11_1938_2000001011HumanColorectumAD1.33e-043.09e-01-0.0811
7392USF2HTA11_78_2000001011HumanColorectumAD1.22e-033.01e-01-0.1088
7392USF2HTA11_347_2000001011HumanColorectumAD7.35e-083.11e-01-0.1954
7392USF2HTA11_696_2000001011HumanColorectumAD6.73e-093.54e-01-0.1464
7392USF2HTA11_866_2000001011HumanColorectumAD5.19e-062.50e-01-0.1001
7392USF2HTA11_1391_2000001011HumanColorectumAD3.21e-084.55e-01-0.059
7392USF2HTA11_2992_2000001011HumanColorectumSER4.86e-044.43e-01-0.1706
7392USF2HTA11_866_3004761011HumanColorectumAD9.61e-062.87e-010.096
7392USF2HTA11_10711_2000001011HumanColorectumAD3.44e-042.65e-010.0338
7392USF2HTA11_7696_3000711011HumanColorectumAD1.34e-215.88e-010.0674
7392USF2HTA11_6818_2000001021HumanColorectumAD7.28e-033.26e-010.0588
7392USF2HTA11_99999970781_79442HumanColorectumMSS1.73e-083.52e-010.294
7392USF2HTA11_99999971662_82457HumanColorectumMSS3.86e-306.44e-010.3859
7392USF2HTA11_99999973899_84307HumanColorectumMSS4.94e-034.51e-010.2585
7392USF2HTA11_99999974143_84620HumanColorectumMSS1.33e-082.66e-010.3005
7392USF2LZE4THumanEsophagusESCC5.98e-062.62e-020.0811
7392USF2LZE5THumanEsophagusESCC4.14e-032.59e-010.0514
7392USF2LZE7THumanEsophagusESCC3.84e-102.74e-010.0667
7392USF2LZE20THumanEsophagusESCC3.98e-087.31e-020.0662
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
GO:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0019080ColorectumADviral gene expression42/391894/187231.90e-078.02e-0642
GO:0030879ColorectumADmammary gland development53/3918137/187231.46e-064.58e-0553
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:0071496ColorectumADcellular response to external stimulus94/3918320/187231.98e-042.64e-0394
GO:0050878ColorectumADregulation of body fluid levels108/3918379/187232.54e-043.20e-03108
GO:0007589ColorectumADbody fluid secretion33/391893/187238.26e-048.13e-0333
GO:0031668ColorectumADcellular response to extracellular stimulus71/3918246/187231.86e-031.52e-0271
GO:0031669ColorectumADcellular response to nutrient levels63/3918215/187232.19e-031.73e-0263
GO:0007595ColorectumADlactation18/391847/187234.81e-033.25e-0218
GO:00160321ColorectumSERviral process118/2897415/187238.36e-121.65e-09118
GO:00487321ColorectumSERgland development112/2897436/187231.75e-081.28e-06112
GO:00316671ColorectumSERresponse to nutrient levels106/2897474/187233.94e-051.00e-03106
GO:00190801ColorectumSERviral gene expression29/289794/187231.32e-042.66e-0329
GO:00308791ColorectumSERmammary gland development37/2897137/187233.61e-045.61e-0337
GO:00508781ColorectumSERregulation of body fluid levels81/2897379/187231.28e-031.43e-0281
GO:00714961ColorectumSERcellular response to external stimulus70/2897320/187231.40e-031.53e-0270
GO:00075891ColorectumSERbody fluid secretion26/289793/187231.49e-031.60e-0226
GO:00316681ColorectumSERcellular response to extracellular stimulus54/2897246/187234.26e-033.45e-0254
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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
USF2FIBBreastDCISBCL7C,ADIRF,NPC2, etc.7.45e-01The 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.
USF2ASCColorectumMSSCXCL14,BATF2,TNFRSF6B, etc.4.17e-01The 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.
USF2SECLiverHealthyFTL,BRI3,C1QB, etc.6.93e-01The 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.
USF2ALVMACLungADJRRAD,OTOA,LINC01684, etc.1.26e-01The 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.
USF2MSC.ADIPOLungAAHPLA2G7,BRI3,LGALS3, etc.5.80e-01The 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.
USF2MSC.ADIPOLungADJPLA2G7,BRI3,LGALS3, etc.5.15e-01The 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.
USF2MSC.ADIPOLungAISPLA2G7,BRI3,LGALS3, etc.4.34e-01The 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.
USF2ICAFLungHealthyPLA2G7,BRI3,LGALS3, etc.3.43e-01The 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.
USF2MSC.ADIPOLungMIACPLA2G7,BRI3,LGALS3, etc.2.70e-01The 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.
USF2MSCProstateTumorNRK,CNTN1,TRAK2, etc.1.33e-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
USF2SNVMissense_Mutationc.813N>Tp.Lys271Asnp.K271NQ15853protein_codingdeleterious(0)possibly_damaging(0.875)TCGA-A2-A0YJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
USF2SNVMissense_Mutationc.747N>Ap.Asp249Glup.D249EQ15853protein_codingdeleterious(0)probably_damaging(0.985)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
USF2SNVMissense_Mutationc.815N>Tp.Thr272Metp.T272MQ15853protein_codingdeleterious(0)possibly_damaging(0.691)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
USF2SNVMissense_Mutationrs865961504c.943A>Gp.Arg315Glyp.R315GQ15853protein_codingdeleterious(0)possibly_damaging(0.71)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
USF2SNVMissense_Mutationc.862N>Tp.Arg288Trpp.R288WQ15853protein_codingtolerated(0.07)probably_damaging(0.97)TCGA-BG-A0M3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
USF2SNVMissense_Mutationrs770157891c.205N>Tp.Arg69Cysp.R69CQ15853protein_codingdeleterious(0)probably_damaging(0.996)TCGA-D1-A163-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapytaxolSD
USF2SNVMissense_Mutationnovelc.206N>Ap.Arg69Hisp.R69HQ15853protein_codingdeleterious(0.04)probably_damaging(0.991)TCGA-D1-A167-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
USF2SNVMissense_Mutationnovelc.485G>Ap.Ser162Asnp.S162NQ15853protein_codingtolerated(0.23)benign(0.01)TCGA-EC-A24G-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapydoxorubicinSD
USF2SNVMissense_Mutationrs368595372c.799N>Ap.Ala267Thrp.A267TQ15853protein_codingtolerated(0.46)benign(0.007)TCGA-EO-A22T-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
USF2SNVMissense_Mutationc.515N>Tp.Ala172Valp.A172VQ15853protein_codingdeleterious(0.02)probably_damaging(0.95)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<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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