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: UQCC2

Gene summary for UQCC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UQCC2

Gene ID

84300

Gene nameubiquinol-cytochrome c reductase complex assembly factor 2
Gene AliasC6orf125
Cytomap6p21.31
Gene Typeprotein-coding
GO ID

GO:0002082

UniProtAcc

Q9BRT2


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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
84300UQCC2GSM4909281HumanBreastIDC4.08e-145.32e-010.21
84300UQCC2GSM4909286HumanBreastIDC6.38e-059.32e-020.1081
84300UQCC2GSM4909288HumanBreastIDC4.37e-021.76e-010.0988
84300UQCC2GSM4909290HumanBreastIDC7.52e-043.15e-010.2096
84300UQCC2GSM4909293HumanBreastIDC1.11e-276.67e-010.1581
84300UQCC2GSM4909294HumanBreastIDC1.61e-053.90e-010.2022
84300UQCC2GSM4909296HumanBreastIDC2.15e-046.00e-020.1524
84300UQCC2GSM4909297HumanBreastIDC7.24e-056.35e-020.1517
84300UQCC2GSM4909298HumanBreastIDC3.93e-026.24e-020.1551
84300UQCC2GSM4909301HumanBreastIDC4.28e-043.74e-010.1577
84300UQCC2GSM4909308HumanBreastIDC8.64e-083.59e-010.158
84300UQCC2GSM4909311HumanBreastIDC1.16e-22-5.78e-030.1534
84300UQCC2GSM4909312HumanBreastIDC5.20e-048.63e-020.1552
84300UQCC2GSM4909315HumanBreastIDC2.48e-074.69e-010.21
84300UQCC2GSM4909316HumanBreastIDC8.40e-105.86e-010.21
84300UQCC2GSM4909319HumanBreastIDC5.69e-31-1.56e-020.1563
84300UQCC2GSM4909320HumanBreastIDC1.10e-041.04e-010.1575
84300UQCC2GSM4909321HumanBreastIDC3.61e-063.05e-030.1559
84300UQCC2brca2HumanBreastPrecancer7.48e-032.10e-01-0.024
84300UQCC2NCCBC11HumanBreastDCIS6.40e-032.72e-010.1232
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00460349BreastPrecancerATP metabolic process82/1080277/187231.94e-365.19e-3382
GO:00061199BreastPrecanceroxidative phosphorylation53/1080141/187231.15e-292.04e-2653
GO:00090608BreastPrecanceraerobic respiration58/1080189/187235.69e-277.62e-2458
GO:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00453338BreastPrecancercellular respiration59/1080230/187235.97e-235.32e-2059
GO:00159808BreastPrecancerenergy derivation by oxidation of organic compounds70/1080318/187238.33e-236.37e-2070
GO:00064179BreastPrecancerregulation of translation67/1080468/187234.71e-127.64e-1067
GO:00457279BreastPrecancerpositive regulation of translation32/1080136/187235.89e-129.27e-1032
GO:00342509BreastPrecancerpositive regulation of cellular amide metabolic process33/1080162/187231.72e-101.77e-0833
GO:00331088BreastPrecancermitochondrial respiratory chain complex assembly24/108093/187233.39e-103.16e-0824
GO:00434677BreastPrecancerregulation of generation of precursor metabolites and energy22/1080130/187234.95e-061.51e-0422
GO:19035789BreastPrecancerregulation of ATP metabolic process15/108087/187231.24e-042.21e-0315
GO:0035914BreastPrecancerskeletal muscle cell differentiation11/108067/187231.47e-031.52e-0211
GO:00507086BreastPrecancerregulation of protein secretion28/1080268/187231.76e-031.74e-0228
GO:19037155BreastPrecancerregulation of aerobic respiration7/108033/187232.37e-032.19e-027
GO:00158336BreastPrecancerpeptide transport27/1080264/187232.84e-032.49e-0227
GO:00900875BreastPrecancerregulation of peptide transport22/1080202/187233.14e-032.65e-0222
GO:00605374BreastPrecancermuscle tissue development37/1080403/187233.60e-032.98e-0237
GO:00300736BreastPrecancerinsulin secretion21/1080195/187234.38e-033.42e-0221
GO:00716926BreastPrecancerprotein localization to extracellular region34/1080368/187234.65e-033.58e-0234
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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
UQCC2SNVMissense_Mutationc.103G>Tp.Val35Leup.V35LQ9BRT2protein_codingdeleterious(0.03)probably_damaging(0.99)TCGA-A2-A25D-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
UQCC2SNVMissense_Mutationrs531733294c.182N>Tp.Ala61Valp.A61VQ9BRT2protein_codingtolerated(0.37)benign(0.104)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
UQCC2SNVMissense_Mutationc.221N>Ap.Arg74Hisp.R74HQ9BRT2protein_codingtolerated(0.05)benign(0.061)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
UQCC2SNVMissense_Mutationnovelc.200N>Gp.Tyr67Cysp.Y67CQ9BRT2protein_codingdeleterious(0.01)probably_damaging(0.964)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
UQCC2SNVMissense_Mutationnovelc.173N>Gp.Glu58Glyp.E58GQ9BRT2protein_codingdeleterious(0.01)benign(0.053)TCGA-AG-A02X-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
UQCC2SNVMissense_Mutationc.199N>Gp.Tyr67Aspp.Y67DQ9BRT2protein_codingdeleterious(0.01)possibly_damaging(0.899)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UQCC2SNVMissense_Mutationnovelc.232A>Gp.Thr78Alap.T78AQ9BRT2protein_codingdeleterious(0)probably_damaging(0.911)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
UQCC2SNVMissense_Mutationc.60N>Cp.Glu20Aspp.E20DQ9BRT2protein_codingtolerated(0.24)benign(0.275)TCGA-55-A48Y-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycarboplatinCR
UQCC2SNVMissense_Mutationnovelc.255G>Tp.Leu85Phep.L85FQ9BRT2protein_codingdeleterious(0.04)benign(0.203)TCGA-CN-6010-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapycisplatinPD
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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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