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: MINDY2

Gene summary for MINDY2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MINDY2

Gene ID

54629

Gene nameMINDY lysine 48 deubiquitinase 2
Gene AliasFAM63B
Cytomap15q21.3-q22.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q8NBR6


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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
54629MINDY2HTA11_347_2000001011HumanColorectumAD1.34e-095.55e-01-0.1954
54629MINDY2HTA11_99999970781_79442HumanColorectumMSS1.63e-22-3.77e-010.294
54629MINDY2HTA11_99999965104_69814HumanColorectumMSS1.62e-05-3.77e-010.281
54629MINDY2HTA11_99999971662_82457HumanColorectumMSS4.78e-17-3.77e-010.3859
54629MINDY2HTA11_99999973899_84307HumanColorectumMSS8.68e-04-3.77e-010.2585
54629MINDY2HTA11_99999974143_84620HumanColorectumMSS2.11e-21-3.77e-010.3005
54629MINDY2A015-C-203HumanColorectumFAP4.55e-11-1.93e-01-0.1294
54629MINDY2A001-C-108HumanColorectumFAP3.86e-04-3.28e-02-0.0272
54629MINDY2A002-C-205HumanColorectumFAP1.96e-06-1.54e-01-0.1236
54629MINDY2A015-C-006HumanColorectumFAP6.55e-03-1.25e-01-0.0994
54629MINDY2A015-C-106HumanColorectumFAP2.85e-04-1.10e-01-0.0511
54629MINDY2A002-C-114HumanColorectumFAP1.10e-04-1.02e-01-0.1561
54629MINDY2A015-C-104HumanColorectumFAP2.94e-12-5.10e-02-0.1899
54629MINDY2A001-C-014HumanColorectumFAP6.88e-04-1.30e-010.0135
54629MINDY2A002-C-016HumanColorectumFAP3.65e-10-1.98e-010.0521
54629MINDY2A002-C-116HumanColorectumFAP6.75e-12-2.11e-01-0.0452
54629MINDY2A014-C-008HumanColorectumFAP8.59e-04-1.95e-01-0.191
54629MINDY2A018-E-020HumanColorectumFAP1.66e-05-1.66e-01-0.2034
54629MINDY2F034HumanColorectumFAP1.89e-06-1.43e-01-0.0665
54629MINDY2CRC-1-8810HumanColorectumCRC1.08e-03-1.87e-010.6257
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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
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:0071108ColorectumMSSprotein K48-linked deubiquitination13/346735/187237.38e-034.68e-0213
GO:00706463EsophagusHGINprotein modification by small protein removal34/2587157/187234.68e-034.02e-0234
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:00165793EsophagusESCCprotein deubiquitination79/8552139/187235.23e-031.97e-0279
GO:0070646LiverNAFLDprotein modification by small protein removal29/1882157/187239.11e-041.09e-0229
GO:0016579LiverNAFLDprotein deubiquitination26/1882139/187231.35e-031.52e-0226
GO:00711082LiverNAFLDprotein K48-linked deubiquitination9/188235/187236.47e-034.69e-029
GO:00706461LiverHCCprotein modification by small protein removal91/7958157/187236.50e-055.92e-0491
GO:00165791LiverHCCprotein deubiquitination78/7958139/187238.13e-044.87e-0378
GO:00711081LiverHCCprotein K48-linked deubiquitination23/795835/187234.72e-032.02e-0223
GO:00706465ThyroidPTCprotein modification by small protein removal71/5968157/187233.03e-042.12e-0371
GO:00165794ThyroidPTCprotein deubiquitination59/5968139/187235.50e-032.50e-0259
GO:007064613ThyroidATCprotein modification by small protein removal71/6293157/187231.59e-037.99e-0371
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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
MINDY2SNVMissense_Mutationnovelc.344C>Tp.Ala115Valp.A115VQ8NBR6protein_codingdeleterious_low_confidence(0)benign(0.037)TCGA-BH-A0E0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
MINDY2deletionFrame_Shift_Delnovelc.878delNp.Glu293GlyfsTer3p.E293Gfs*3Q8NBR6protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MINDY2SNVMissense_Mutationrs764573238c.1795N>Tp.Arg599Cysp.R599CQ8NBR6protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A6-6654-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyoxaliplatinSD
MINDY2SNVMissense_Mutationc.148N>Ap.Gly50Serp.G50SQ8NBR6protein_codingdeleterious_low_confidence(0.03)benign(0.001)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MINDY2SNVMissense_Mutationc.149G>Ap.Gly50Aspp.G50DQ8NBR6protein_codingdeleterious_low_confidence(0.02)benign(0.027)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MINDY2SNVMissense_Mutationc.577A>Gp.Ser193Glyp.S193GQ8NBR6protein_codingtolerated_low_confidence(0.07)benign(0.373)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MINDY2SNVMissense_Mutationnovelc.154N>Gp.Asn52Aspp.N52DQ8NBR6protein_codingtolerated_low_confidence(0.37)benign(0)TCGA-G4-6294-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilPD
MINDY2SNVMissense_Mutationc.794N>Tp.Pro265Leup.P265LQ8NBR6protein_codingdeleterious(0)probably_damaging(1)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MINDY2SNVMissense_Mutationc.564N>Ap.Ser188Argp.S188RQ8NBR6protein_codingdeleterious_low_confidence(0)possibly_damaging(0.723)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MINDY2insertionIn_Frame_Insnovelc.1098_1099insAAGp.Tyr366_His367insLysp.Y366_H367insKQ8NBR6protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<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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