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: USP6NL

Gene summary for USP6NL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP6NL

Gene ID

9712

Gene nameUSP6 N-terminal like
Gene AliasRNTRE
Cytomap10p14
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q92738


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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
9712USP6NLCCI_2HumanCervixCC1.82e-091.17e+000.5249
9712USP6NLCCI_3HumanCervixCC3.15e-117.71e-010.516
9712USP6NLH2HumanCervixHSIL_HPV3.03e-072.94e-010.0632
9712USP6NLAEH-subject1HumanEndometriumAEH1.53e-367.37e-01-0.3059
9712USP6NLAEH-subject2HumanEndometriumAEH6.40e-073.55e-01-0.2525
9712USP6NLAEH-subject3HumanEndometriumAEH2.17e-083.66e-01-0.2576
9712USP6NLAEH-subject4HumanEndometriumAEH2.77e-196.50e-01-0.2657
9712USP6NLAEH-subject5HumanEndometriumAEH2.68e-257.22e-01-0.2953
9712USP6NLEEC-subject1HumanEndometriumEEC9.14e-348.41e-01-0.2682
9712USP6NLEEC-subject2HumanEndometriumEEC4.95e-155.00e-01-0.2607
9712USP6NLEEC-subject3HumanEndometriumEEC1.41e-093.99e-01-0.2525
9712USP6NLEEC-subject4HumanEndometriumEEC1.08e-022.17e-01-0.2571
9712USP6NLEEC-subject5HumanEndometriumEEC1.35e-073.34e-01-0.249
9712USP6NLGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.61e-02-3.34e-02-0.1883
9712USP6NLGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.17e-039.77e-02-0.1934
9712USP6NLGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC9.56e-056.70e-03-0.1917
9712USP6NLGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC3.60e-03-4.98e-02-0.1916
9712USP6NLLZE4THumanEsophagusESCC1.90e-037.06e-020.0811
9712USP6NLLZE20THumanEsophagusESCC7.61e-031.37e-010.0662
9712USP6NLLZE22D1HumanEsophagusHGIN1.09e-021.59e-010.0595
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:001905810CervixCCviral life cycle87/2311317/187232.20e-131.20e-1087
GO:00430877CervixCCregulation of GTPase activity79/2311348/187234.21e-082.60e-0679
GO:00435476CervixCCpositive regulation of GTPase activity53/2311255/187238.72e-051.16e-0353
GO:19033583CervixCCregulation of Golgi organization7/231117/187232.72e-031.85e-027
GO:00070304CervixCCGolgi organization32/2311157/187232.78e-031.87e-0232
GO:001905815CervixHSIL_HPVviral life cycle35/737317/187233.94e-083.17e-0635
GO:001603215CervixHSIL_HPVviral process41/737415/187236.43e-084.49e-0641
GO:001603216EndometriumAEHviral process110/2100415/187231.99e-181.09e-15110
GO:001905816EndometriumAEHviral life cycle86/2100317/187232.53e-157.58e-1386
GO:00430878EndometriumAEHregulation of GTPase activity66/2100348/187231.26e-052.77e-0466
GO:00435477EndometriumAEHpositive regulation of GTPase activity48/2100255/187232.18e-042.67e-0348
GO:00070305EndometriumAEHGolgi organization32/2100157/187235.73e-045.69e-0332
GO:00906304EndometriumAEHactivation of GTPase activity22/2100115/187238.42e-034.60e-0222
GO:001603217EndometriumEECviral process112/2168415/187232.48e-181.35e-15112
GO:001905817EndometriumEECviral life cycle86/2168317/187231.63e-144.65e-1286
GO:004308712EndometriumEECregulation of GTPase activity67/2168348/187231.84e-053.43e-0467
GO:004354712EndometriumEECpositive regulation of GTPase activity50/2168255/187231.26e-041.66e-0350
GO:000703012EndometriumEECGolgi organization32/2168157/187239.87e-048.76e-0332
GO:009063012EndometriumEECactivation of GTPase activity23/2168115/187236.04e-033.57e-0223
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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
USP6NLSNVMissense_Mutationc.1697C>Tp.Ser566Leup.S566LQ92738protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
USP6NLSNVMissense_Mutationc.754C>Gp.Gln252Glup.Q252EQ92738protein_codingdeleterious(0.03)probably_damaging(0.943)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
USP6NLSNVMissense_Mutationc.338N>Ap.Arg113Glnp.R113QQ92738protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP6NLSNVMissense_Mutationc.1888G>Cp.Ala630Prop.A630PQ92738protein_codingtolerated_low_confidence(1)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
USP6NLinsertionIn_Frame_Insnovelc.57_58insAACAGGAGATTAAATCATAGAAAGp.Asp19_Ser20insAsnArgArgLeuAsnHisArgLysp.D19_S20insNRRLNHRKQ92738protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
USP6NLinsertionFrame_Shift_Insnovelc.2236_2237insCCTTTGGATGGAGCAGGTTTGAGACp.Tyr746SerfsTer13p.Y746Sfs*13Q92738protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
USP6NLinsertionFrame_Shift_Insnovelc.1156_1157insAGTTACCGTCCCAGGTCCTp.Pro386GlnfsTer14p.P386Qfs*14Q92738protein_codingTCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
USP6NLinsertionFrame_Shift_Insnovelc.1154_1155insCCCCGCGCTCp.Lys385AsnfsTer12p.K385Nfs*12Q92738protein_codingTCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
USP6NLSNVMissense_Mutationnovelc.2168G>Tp.Gly723Valp.G723VQ92738protein_codingdeleterious_low_confidence(0.01)benign(0.408)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
USP6NLSNVMissense_Mutationrs756050004c.1318G>Ap.Gly440Argp.G440RQ92738protein_codingdeleterious(0.05)benign(0.023)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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