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: OTUD7A

Gene summary for OTUD7A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OTUD7A

Gene ID

161725

Gene nameOTU deubiquitinase 7A
Gene AliasC15orf16
Cytomap15q13.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q8TE49


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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
161725OTUD7AHTA11_3410_2000001011HumanColorectumAD8.25e-22-7.15e-010.0155
161725OTUD7AHTA11_2487_2000001011HumanColorectumSER2.23e-03-5.12e-01-0.1808
161725OTUD7AHTA11_1938_2000001011HumanColorectumAD8.50e-07-6.38e-01-0.0811
161725OTUD7AHTA11_3361_2000001011HumanColorectumAD1.57e-02-5.13e-01-0.1207
161725OTUD7AHTA11_696_2000001011HumanColorectumAD6.11e-07-3.74e-01-0.1464
161725OTUD7AHTA11_866_2000001011HumanColorectumAD1.74e-02-3.17e-01-0.1001
161725OTUD7AHTA11_5212_2000001011HumanColorectumAD8.34e-03-6.89e-01-0.2061
161725OTUD7AHTA11_866_3004761011HumanColorectumAD8.20e-13-6.18e-010.096
161725OTUD7AHTA11_10711_2000001011HumanColorectumAD3.68e-04-5.01e-010.0338
161725OTUD7AHTA11_7696_3000711011HumanColorectumAD4.19e-10-4.26e-010.0674
161725OTUD7AHTA11_6818_2000001021HumanColorectumAD3.36e-02-4.46e-010.0588
161725OTUD7AHTA11_99999970781_79442HumanColorectumMSS2.14e-34-7.35e-010.294
161725OTUD7AHTA11_99999965104_69814HumanColorectumMSS1.72e-04-5.88e-010.281
161725OTUD7AHTA11_99999971662_82457HumanColorectumMSS1.95e-19-6.23e-010.3859
161725OTUD7AHTA11_99999974143_84620HumanColorectumMSS2.62e-02-2.24e-010.3005
161725OTUD7AF007HumanColorectumFAP8.34e-03-3.90e-010.1176
161725OTUD7AA002-C-010HumanColorectumFAP1.63e-07-4.02e-010.242
161725OTUD7AA001-C-207HumanColorectumFAP3.73e-05-3.53e-010.1278
161725OTUD7AA015-C-203HumanColorectumFAP1.17e-31-5.27e-01-0.1294
161725OTUD7AA015-C-204HumanColorectumFAP3.13e-08-4.26e-01-0.0228
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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
∗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:0043122ColorectumADregulation of I-kappaB kinase/NF-kappaB signaling76/3918249/187232.17e-042.85e-0376
GO:0007249ColorectumADI-kappaB kinase/NF-kappaB signaling82/3918281/187236.09e-046.40e-0382
GO:00431221ColorectumMSSregulation of I-kappaB kinase/NF-kappaB signaling71/3467249/187237.12e-051.21e-0371
GO:00072491ColorectumMSSI-kappaB kinase/NF-kappaB signaling77/3467281/187231.51e-042.19e-0377
GO:0071108ColorectumMSSprotein K48-linked deubiquitination13/346735/187237.38e-034.68e-0213
GO:00431222ColorectumFAPregulation of I-kappaB kinase/NF-kappaB signaling56/2622249/187231.82e-042.69e-0356
GO:00072492ColorectumFAPI-kappaB kinase/NF-kappaB signaling58/2622281/187231.37e-031.24e-0258
GO:00431223ColorectumCRCregulation of I-kappaB kinase/NF-kappaB signaling41/2078249/187236.39e-034.64e-0241
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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
OTUD7ASNVMissense_Mutationc.1720G>Ap.Glu574Lysp.E574KQ8TE49protein_codingdeleterious(0.01)benign(0.339)TCGA-A7-A26G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
OTUD7ASNVMissense_Mutationnovelc.689N>Ap.Arg230Glnp.R230QQ8TE49protein_codingdeleterious(0.02)probably_damaging(0.928)TCGA-A7-A4SA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
OTUD7ASNVMissense_Mutationnovelc.1570C>Ap.Leu524Metp.L524MQ8TE49protein_codingtolerated(0.15)probably_damaging(0.996)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
OTUD7ASNVMissense_Mutationc.401C>Tp.Ala134Valp.A134VQ8TE49protein_codingdeleterious(0.05)possibly_damaging(0.612)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
OTUD7ASNVMissense_Mutationc.1550N>Cp.Leu517Prop.L517PQ8TE49protein_codingdeleterious(0)probably_damaging(0.915)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
OTUD7AinsertionIn_Frame_Insnovelc.1008_1009insAGTTTTATTGGAACAGAGp.Ala336_Pro337insSerPheIleGlyThrGlup.A336_P337insSFIGTEQ8TE49protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
OTUD7ASNVMissense_Mutationrs147009957c.886N>Cp.Glu296Glnp.E296QQ8TE49protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
OTUD7ASNVMissense_Mutationc.922G>Ap.Val308Ilep.V308IQ8TE49protein_codingdeleterious(0)probably_damaging(0.993)TCGA-WL-A834-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelSD
OTUD7AinsertionFrame_Shift_Insnovelc.797_798insTp.Glu266AspfsTer31p.E266Dfs*31Q8TE49protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
OTUD7ASNVMissense_Mutationc.1876N>Tp.Arg626Cysp.R626CQ8TE49protein_codingdeleterious(0)benign(0.01)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
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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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