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: MCUB

Gene summary for MCUB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MCUB

Gene ID

55013

Gene namemitochondrial calcium uniporter dominant negative subunit beta
Gene AliasCCDC109B
Cytomap4q25
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9NWR8


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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
55013MCUBS027HumanLiverHCC2.39e-126.75e-010.2446
55013MCUBS028HumanLiverHCC6.14e-174.73e-010.2503
55013MCUBS029HumanLiverHCC1.35e-197.32e-010.2581
55013MCUBmale-WTAHumanThyroidPTC2.81e-068.99e-020.1037
55013MCUBPTC01HumanThyroidPTC3.12e-031.15e-010.1899
55013MCUBPTC04HumanThyroidPTC6.96e-041.48e-010.1927
55013MCUBPTC05HumanThyroidPTC6.20e-134.11e-010.2065
55013MCUBPTC06HumanThyroidPTC2.77e-113.14e-010.2057
55013MCUBPTC07HumanThyroidPTC3.62e-153.36e-010.2044
55013MCUBATC09HumanThyroidATC1.52e-021.73e-010.2871
55013MCUBATC13HumanThyroidATC1.54e-162.57e-010.34
55013MCUBATC1HumanThyroidATC2.10e-021.88e-010.2878
55013MCUBATC2HumanThyroidATC5.50e-099.61e-010.34
55013MCUBATC5HumanThyroidATC2.91e-122.93e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:000683912LiverHCCmitochondrial transport184/7958254/187232.30e-223.83e-20184
GO:199054212LiverHCCmitochondrial transmembrane transport78/7958102/187232.73e-121.26e-1078
GO:003644411LiverHCCcalcium import into the mitochondrion13/795814/187231.25e-041.03e-0313
GO:005156021LiverHCCmitochondrial calcium ion homeostasis20/795826/187233.82e-042.61e-0320
GO:00068513LiverHCCmitochondrial calcium ion transmembrane transport16/795820/187237.15e-044.37e-0316
GO:000683928ThyroidPTCmitochondrial transport150/5968254/187232.76e-193.34e-17150
GO:199054225ThyroidPTCmitochondrial transmembrane transport57/5968102/187234.49e-077.38e-0657
GO:00068515ThyroidPTCmitochondrial calcium ion transmembrane transport16/596820/187231.31e-051.42e-0416
GO:00515608ThyroidPTCmitochondrial calcium ion homeostasis19/596826/187231.93e-051.98e-0419
GO:00364446ThyroidPTCcalcium import into the mitochondrion12/596814/187234.96e-054.42e-0412
GO:000683929ThyroidATCmitochondrial transport151/6293254/187232.07e-172.14e-15151
GO:199054226ThyroidATCmitochondrial transmembrane transport57/6293102/187233.05e-063.49e-0557
GO:000685111ThyroidATCmitochondrial calcium ion transmembrane transport16/629320/187232.79e-052.36e-0416
GO:005156014ThyroidATCmitochondrial calcium ion homeostasis19/629326/187234.49e-053.61e-0419
GO:003644412ThyroidATCcalcium import into the mitochondrion12/629314/187238.96e-056.59e-0412
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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
MCUBSNVMissense_Mutationc.509G>Ap.Arg170Lysp.R170KQ9NWR8protein_codingtolerated(0.12)benign(0.043)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MCUBSNVMissense_Mutationrs765764154c.895G>Ap.Val299Metp.V299MQ9NWR8protein_codingdeleterious(0.03)probably_damaging(0.994)TCGA-C5-A7X8-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MCUBSNVMissense_Mutationrs771513878c.298C>Gp.Leu100Valp.L100VQ9NWR8protein_codingtolerated(0.16)possibly_damaging(0.609)TCGA-A6-A566-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinPD
MCUBSNVMissense_Mutationc.575N>Gp.Ile192Serp.I192SQ9NWR8protein_codingdeleterious(0)possibly_damaging(0.871)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MCUBSNVMissense_Mutationc.170N>Tp.Pro57Leup.P57LQ9NWR8protein_codingtolerated(0.09)benign(0.011)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
MCUBSNVMissense_Mutationc.394N>Gp.Asn132Aspp.N132DQ9NWR8protein_codingtolerated(0.54)benign(0.01)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MCUBdeletionFrame_Shift_Delc.693delNp.Gly232ValfsTer37p.G232Vfs*37Q9NWR8protein_codingTCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
MCUBSNVMissense_Mutationrs139702688c.958C>Tp.Arg320Cysp.R320CQ9NWR8protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MCUBSNVMissense_Mutationrs139702688c.958C>Tp.Arg320Cysp.R320CQ9NWR8protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MCUBSNVMissense_Mutationc.379N>Ap.Asp127Asnp.D127NQ9NWR8protein_codingdeleterious(0.01)possibly_damaging(0.678)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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