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: OTUD7B

Gene summary for OTUD7B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OTUD7B

Gene ID

56957

Gene nameOTU deubiquitinase 7B
Gene AliasCEZANNE
Cytomap1q21.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q6GQQ9


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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
56957OTUD7BP17T-EHumanEsophagusESCC9.76e-052.74e-010.1278
56957OTUD7BP19T-EHumanEsophagusESCC2.41e-044.23e-010.1662
56957OTUD7BP20T-EHumanEsophagusESCC8.07e-151.62e-010.1124
56957OTUD7BP21T-EHumanEsophagusESCC8.90e-191.50e-010.1617
56957OTUD7BP22T-EHumanEsophagusESCC7.16e-191.97e-010.1236
56957OTUD7BP23T-EHumanEsophagusESCC2.23e-235.96e-010.108
56957OTUD7BP24T-EHumanEsophagusESCC4.20e-143.71e-010.1287
56957OTUD7BP26T-EHumanEsophagusESCC9.30e-223.74e-010.1276
56957OTUD7BP27T-EHumanEsophagusESCC1.55e-122.53e-010.1055
56957OTUD7BP28T-EHumanEsophagusESCC7.78e-224.74e-010.1149
56957OTUD7BP30T-EHumanEsophagusESCC4.85e-255.60e-010.137
56957OTUD7BP31T-EHumanEsophagusESCC1.84e-091.24e-010.1251
56957OTUD7BP32T-EHumanEsophagusESCC1.66e-142.21e-010.1666
56957OTUD7BP36T-EHumanEsophagusESCC3.08e-155.70e-010.1187
56957OTUD7BP37T-EHumanEsophagusESCC1.14e-212.67e-010.1371
56957OTUD7BP39T-EHumanEsophagusESCC1.11e-173.34e-010.0894
56957OTUD7BP40T-EHumanEsophagusESCC1.22e-103.31e-010.109
56957OTUD7BP42T-EHumanEsophagusESCC1.63e-111.70e-010.1175
56957OTUD7BP44T-EHumanEsophagusESCC6.33e-101.83e-010.1096
56957OTUD7BP47T-EHumanEsophagusESCC1.76e-202.93e-010.1067
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00345048CervixCCprotein localization to nucleus68/2311290/187239.91e-085.25e-0668
GO:00431228CervixCCregulation of I-kappaB kinase/NF-kappaB signaling53/2311249/187234.50e-056.87e-0453
GO:00017018CervixCCin utero embryonic development71/2311367/187237.21e-051.00e-0371
GO:00072497CervixCCI-kappaB kinase/NF-kappaB signaling56/2311281/187231.81e-042.12e-0356
GO:19001808CervixCCregulation of protein localization to nucleus31/2311136/187234.76e-044.69e-0331
GO:00711083CervixCCprotein K48-linked deubiquitination10/231135/187237.99e-034.18e-0210
GO:19038286CervixCCnegative regulation of cellular protein localization24/2311117/187238.10e-034.23e-0224
GO:003450417EsophagusHGINprotein localization to nucleus84/2587290/187231.06e-111.24e-0984
GO:004312220EsophagusHGINregulation of I-kappaB kinase/NF-kappaB signaling63/2587249/187238.91e-073.61e-0563
GO:190018017EsophagusHGINregulation of protein localization to nucleus40/2587136/187231.69e-066.31e-0540
GO:000724918EsophagusHGINI-kappaB kinase/NF-kappaB signaling67/2587281/187233.84e-061.29e-0467
GO:000170118EsophagusHGINin utero embryonic development77/2587367/187239.56e-052.05e-0377
GO:00706463EsophagusHGINprotein modification by small protein removal34/2587157/187234.68e-034.02e-0234
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:190018018EsophagusESCCregulation of protein localization to nucleus102/8552136/187232.84e-121.13e-10102
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:19038289EsophagusESCCnegative regulation of cellular protein localization76/8552117/187231.97e-051.72e-0476
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
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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
OTUD7BSNVMissense_Mutationc.751N>Ap.Glu251Lysp.E251KQ6GQQ9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A090-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OTUD7BSNVMissense_Mutationnovelc.1856A>Gp.His619Argp.H619RQ6GQQ9protein_codingtolerated(0.07)benign(0.347)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OTUD7BSNVMissense_Mutationnovelc.2350N>Ap.Glu784Lysp.E784KQ6GQQ9protein_codingtolerated_low_confidence(0.8)benign(0.105)TCGA-B6-A400-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
OTUD7BSNVMissense_Mutationc.1870N>Gp.Gln624Glup.Q624EQ6GQQ9protein_codingdeleterious(0.01)benign(0.304)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
OTUD7BSNVMissense_Mutationc.155N>Cp.Leu52Prop.L52PQ6GQQ9protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
OTUD7BSNVMissense_Mutationc.524N>Ap.Ser175Asnp.S175NQ6GQQ9protein_codingtolerated(0.53)benign(0)TCGA-E2-A152-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabPD
OTUD7BSNVMissense_Mutationc.293N>Tp.Gly98Valp.G98VQ6GQQ9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E2-A155-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
OTUD7BSNVMissense_Mutationc.170G>Tp.Ser57Ilep.S57IQ6GQQ9protein_codingdeleterious(0.01)benign(0.147)TCGA-E9-A1RH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
OTUD7BSNVMissense_Mutationnovelc.344C>Tp.Ser115Phep.S115FQ6GQQ9protein_codingtolerated(0.06)probably_damaging(0.929)TCGA-EW-A1PE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
OTUD7BSNVMissense_Mutationnovelc.1554N>Cp.Lys518Asnp.K518NQ6GQQ9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-LQ-A4E4-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolePD
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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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