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: COX17

Gene summary for COX17

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COX17

Gene ID

10063

Gene namecytochrome c oxidase copper chaperone COX17
Gene AliasCOX17
Cytomap3q13.33
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q14061


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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
10063COX17GSM4909286HumanBreastIDC2.26e-02-1.25e-010.1081
10063COX17GSM4909287HumanBreastIDC1.22e-02-2.58e-010.2057
10063COX17GSM4909288HumanBreastIDC5.37e-03-3.36e-010.0988
10063COX17GSM4909290HumanBreastIDC4.68e-094.81e-010.2096
10063COX17GSM4909291HumanBreastIDC1.29e-166.13e-010.1753
10063COX17GSM4909293HumanBreastIDC4.75e-134.09e-010.1581
10063COX17GSM4909294HumanBreastIDC7.66e-041.40e-010.2022
10063COX17GSM4909296HumanBreastIDC1.59e-093.17e-020.1524
10063COX17GSM4909297HumanBreastIDC3.28e-178.89e-020.1517
10063COX17GSM4909298HumanBreastIDC1.56e-042.76e-010.1551
10063COX17GSM4909301HumanBreastIDC1.07e-437.05e-010.1577
10063COX17GSM4909302HumanBreastIDC1.79e-022.12e-010.1545
10063COX17GSM4909304HumanBreastIDC6.19e-265.42e-010.1636
10063COX17GSM4909306HumanBreastIDC9.37e-073.05e-010.1564
10063COX17GSM4909309HumanBreastIDC1.78e-082.21e-010.0483
10063COX17GSM4909311HumanBreastIDC8.10e-33-6.94e-020.1534
10063COX17GSM4909312HumanBreastIDC3.80e-074.84e-020.1552
10063COX17GSM4909316HumanBreastIDC1.15e-052.02e-010.21
10063COX17GSM4909318HumanBreastIDC3.47e-032.97e-010.2031
10063COX17GSM4909319HumanBreastIDC8.22e-592.08e-010.1563
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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
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
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
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:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:19026008BreastPrecancerproton transmembrane transport39/1080157/187234.18e-151.18e-1239
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:00324116BreastPrecancerpositive regulation of transporter activity16/1080120/187231.46e-031.51e-0216
GO:00347673BreastPrecancerpositive regulation of ion transmembrane transport19/1080167/187233.60e-032.98e-0219
GO:00324143BreastPrecancerpositive regulation of ion transmembrane transporter activity14/1080109/187233.97e-033.15e-0214
GO:00228985BreastPrecancerregulation of transmembrane transporter activity27/1080278/187235.72e-034.11e-0227
GO:00000412BreastPrecancertransition metal ion transport13/1080105/187237.35e-034.89e-0213
GO:000609113BreastIDCgeneration of precursor metabolites and energy103/1434490/187231.53e-211.74e-18103
GO:190260012BreastIDCproton transmembrane transport40/1434157/187237.34e-121.34e-0940
GO:003310813BreastIDCmitochondrial respiratory chain complex assembly28/143493/187231.54e-101.83e-0828
GO:004346713BreastIDCregulation of generation of precursor metabolites and energy23/1434130/187231.29e-042.34e-0323
GO:003241111BreastIDCpositive regulation of transporter activity20/1434120/187237.64e-049.27e-0320
GO:00432703BreastIDCpositive regulation of ion transport36/1434275/187231.11e-031.22e-0236
GO:002289812BreastIDCregulation of transmembrane transporter activity36/1434278/187231.35e-031.40e-0236
GO:003241411BreastIDCpositive regulation of ion transmembrane transporter activity18/1434109/187231.53e-031.53e-0218
GO:003476711BreastIDCpositive regulation of ion transmembrane transport24/1434167/187232.07e-031.95e-0224
GO:00324125BreastIDCregulation of ion transmembrane transporter activity33/1434267/187234.38e-033.40e-0233
GO:00324096BreastIDCregulation of transporter activity37/1434310/187234.77e-033.66e-0237
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0019016BreastPrecancerOxidative phosphorylation59/684134/84656.15e-303.24e-282.48e-2859
hsa0471418BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0019017BreastPrecancerOxidative phosphorylation59/684134/84656.15e-303.24e-282.48e-2859
hsa0471419BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0019023BreastIDCOxidative phosphorylation62/867134/84654.78e-272.59e-251.94e-2562
hsa0471424BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0019033BreastIDCOxidative phosphorylation62/867134/84654.78e-272.59e-251.94e-2562
hsa0471434BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0019043BreastDCISOxidative phosphorylation61/846134/84659.84e-275.30e-253.90e-2561
hsa0471443BreastDCISThermogenesis74/846232/84658.72e-213.13e-192.30e-1974
hsa0019053BreastDCISOxidative phosphorylation61/846134/84659.84e-275.30e-253.90e-2561
hsa0471453BreastDCISThermogenesis74/846232/84658.72e-213.13e-192.30e-1974
hsa0019018CervixCCOxidative phosphorylation64/1267134/84651.25e-198.07e-184.77e-1864
hsa0471420CervixCCThermogenesis76/1267232/84654.29e-121.16e-106.85e-1176
hsa0019019CervixCCOxidative phosphorylation64/1267134/84651.25e-198.07e-184.77e-1864
hsa04714110CervixCCThermogenesis76/1267232/84654.29e-121.16e-106.85e-1176
hsa00190ColorectumADOxidative phosphorylation86/2092134/84652.47e-222.76e-201.76e-2086
hsa04714ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa001901ColorectumADOxidative phosphorylation86/2092134/84652.47e-222.76e-201.76e-2086
hsa047141ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
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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
COX17SNVMissense_Mutationnovelc.100G>Cp.Asp34Hisp.D34HQ14061protein_codingdeleterious(0)probably_damaging(1)TCGA-AQ-A7U7-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyrituximabCR
COX17SNVMissense_Mutationnovelc.44A>Gp.Gln15Argp.Q15RQ14061protein_codingtolerated(0.24)benign(0.124)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COX17SNVMissense_Mutationnovelc.118A>Gp.Lys40Glup.K40EQ14061protein_codingtolerated(0.13)possibly_damaging(0.524)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
COX17SNVMissense_Mutationc.115G>Ap.Glu39Lysp.E39KQ14061protein_codingtolerated(0.07)possibly_damaging(0.857)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
COX17SNVMissense_Mutationnovelc.104N>Tp.Ala35Valp.A35VQ14061protein_codingtolerated(0.12)benign(0.01)TCGA-SJ-A6ZI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COX17SNVMissense_Mutationnovelc.10N>Gp.Leu4Valp.L4VQ14061protein_codingtolerated(0.46)benign(0.001)TCGA-CR-6480-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapypaclitaxelSD
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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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