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: USP46

Gene summary for USP46

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP46

Gene ID

64854

Gene nameubiquitin specific peptidase 46
Gene AliasUSP46
Cytomap4q12
Gene Typeprotein-coding
GO ID

GO:0001662

UniProtAcc

P62068


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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
64854USP46LZE4THumanEsophagusESCC1.36e-083.27e-010.0811
64854USP46LZE7THumanEsophagusESCC1.00e-043.62e-010.0667
64854USP46LZE8THumanEsophagusESCC1.40e-061.91e-010.067
64854USP46LZE24THumanEsophagusESCC1.12e-071.93e-010.0596
64854USP46P2T-EHumanEsophagusESCC5.36e-325.21e-010.1177
64854USP46P4T-EHumanEsophagusESCC1.86e-112.26e-010.1323
64854USP46P5T-EHumanEsophagusESCC2.81e-051.59e-010.1327
64854USP46P8T-EHumanEsophagusESCC2.02e-163.01e-010.0889
64854USP46P9T-EHumanEsophagusESCC2.50e-101.74e-010.1131
64854USP46P10T-EHumanEsophagusESCC8.62e-223.34e-010.116
64854USP46P11T-EHumanEsophagusESCC1.10e-103.23e-010.1426
64854USP46P12T-EHumanEsophagusESCC9.45e-163.54e-010.1122
64854USP46P15T-EHumanEsophagusESCC1.53e-192.88e-010.1149
64854USP46P16T-EHumanEsophagusESCC3.83e-173.51e-010.1153
64854USP46P17T-EHumanEsophagusESCC1.67e-062.00e-010.1278
64854USP46P20T-EHumanEsophagusESCC4.51e-091.79e-010.1124
64854USP46P21T-EHumanEsophagusESCC3.62e-091.42e-010.1617
64854USP46P22T-EHumanEsophagusESCC2.40e-213.57e-010.1236
64854USP46P23T-EHumanEsophagusESCC1.36e-152.57e-010.108
64854USP46P24T-EHumanEsophagusESCC9.17e-071.22e-010.1287
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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
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:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:003150314EsophagusESCCprotein-containing complex localization139/8552220/187231.14e-071.85e-06139
GO:004311218EsophagusESCCreceptor metabolic process104/8552166/187237.44e-067.37e-05104
GO:000689818EsophagusESCCreceptor-mediated endocytosis142/8552244/187235.22e-054.05e-04142
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:004825916EsophagusESCCregulation of receptor-mediated endocytosis66/8552110/187231.72e-037.96e-0366
GO:0097305111EsophagusESCCresponse to alcohol138/8552253/187232.70e-031.14e-02138
GO:00165793EsophagusESCCprotein deubiquitination79/8552139/187235.23e-031.97e-0279
GO:003010020ThyroidPTCregulation of endocytosis108/5968211/187233.92e-091.04e-07108
GO:00315037ThyroidPTCprotein-containing complex localization107/5968220/187231.47e-072.82e-06107
GO:0006898110ThyroidPTCreceptor-mediated endocytosis112/5968244/187232.87e-063.74e-05112
GO:004825918ThyroidPTCregulation of receptor-mediated endocytosis55/5968110/187235.64e-054.99e-0455
GO:004311219ThyroidPTCreceptor metabolic process77/5968166/187236.21e-055.47e-0477
GO:0097305113ThyroidPTCresponse to alcohol107/5968253/187232.92e-042.07e-03107
GO:00706465ThyroidPTCprotein modification by small protein removal71/5968157/187233.03e-042.12e-0371
GO:00165794ThyroidPTCprotein deubiquitination59/5968139/187235.50e-032.50e-0259
GO:0030100111ThyroidATCregulation of endocytosis113/6293211/187231.71e-094.22e-08113
GO:000689826ThyroidATCreceptor-mediated endocytosis118/6293244/187231.17e-061.50e-05118
GO:003150316ThyroidATCprotein-containing complex localization108/6293220/187231.33e-061.69e-05108
GO:004311224ThyroidATCreceptor metabolic process82/6293166/187231.78e-051.63e-0482
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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
USP46SNVMissense_Mutationc.508G>Ap.Glu170Lysp.E170KP62068protein_codingtolerated(0.29)possibly_damaging(0.861)TCGA-BH-A1EV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
USP46deletionFrame_Shift_Delnovelc.936delNp.His313IlefsTer6p.H313Ifs*6P62068protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
USP46SNVMissense_Mutationc.475G>Cp.Glu159Glnp.E159QP62068protein_codingtolerated(0.53)benign(0.009)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
USP46SNVMissense_Mutationc.4A>Cp.Thr2Prop.T2PP62068protein_codingtolerated_low_confidence(0.27)benign(0)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
USP46SNVMissense_Mutationc.244G>Ap.Asp82Asnp.D82NP62068protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
USP46SNVMissense_Mutationnovelc.435N>Cp.Gln145Hisp.Q145HP62068protein_codingtolerated(0.08)possibly_damaging(0.637)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
USP46SNVMissense_Mutationnovelc.353N>Cp.Gln118Prop.Q118PP62068protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
USP46SNVMissense_Mutationc.202N>Ap.Ala68Thrp.A68TP62068protein_codingtolerated(0.18)benign(0.005)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
USP46SNVMissense_Mutationnovelc.957N>Cp.Lys319Asnp.K319NP62068protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
USP46SNVMissense_Mutationnovelc.300N>Tp.Lys100Asnp.K100NP62068protein_codingdeleterious(0.03)probably_damaging(0.986)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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