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: COX19

Gene summary for COX19

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COX19

Gene ID

90639

Gene namecytochrome c oxidase assembly factor COX19
Gene AliasCOX19
Cytomap7p22.3
Gene Typeprotein-coding
GO ID

GO:0006873

UniProtAcc

Q49B96


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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
90639COX19C21HumanOral cavityOSCC1.35e-371.19e+000.2678
90639COX19C30HumanOral cavityOSCC1.88e-511.85e+000.3055
90639COX19C38HumanOral cavityOSCC3.16e-111.39e+000.172
90639COX19C43HumanOral cavityOSCC2.25e-245.39e-010.1704
90639COX19C46HumanOral cavityOSCC1.28e-164.91e-010.1673
90639COX19C51HumanOral cavityOSCC6.08e-201.05e+000.2674
90639COX19C57HumanOral cavityOSCC3.85e-115.06e-010.1679
90639COX19C06HumanOral cavityOSCC2.17e-091.11e+000.2699
90639COX19C07HumanOral cavityOSCC4.53e-029.30e-010.2491
90639COX19C08HumanOral cavityOSCC1.99e-256.35e-010.1919
90639COX19C09HumanOral cavityOSCC6.14e-032.37e-010.1431
90639COX19LN46HumanOral cavityOSCC1.30e-116.62e-010.1666
90639COX19LP15HumanOral cavityLP2.85e-101.27e+000.2174
90639COX19LP17HumanOral cavityLP2.18e-058.81e-010.2349
90639COX19SYSMH1HumanOral cavityOSCC3.24e-164.36e-010.1127
90639COX19SYSMH2HumanOral cavityOSCC4.32e-135.15e-010.2326
90639COX19SYSMH3HumanOral cavityOSCC6.63e-205.27e-010.2442
90639COX19SYSMH5HumanOral cavityOSCC3.93e-143.91e-010.0647
90639COX19SYSMH6HumanOral cavityOSCC1.10e-042.65e-010.1275
90639COX19P4_S8_cSCCHumanSkincSCC1.32e-028.15e-02-0.3095
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:003310820EsophagusHGINmitochondrial respiratory chain complex assembly47/258793/187233.15e-178.60e-1547
GO:00170044EsophagusHGINcytochrome complex assembly18/258736/187232.39e-071.14e-0518
GO:00336173EsophagusHGINmitochondrial cytochrome c oxidase assembly13/258722/187239.51e-073.80e-0513
GO:00085353EsophagusHGINrespiratory chain complex IV assembly14/258726/187231.68e-066.29e-0514
GO:0033108110EsophagusESCCmitochondrial respiratory chain complex assembly83/855293/187239.56e-191.05e-1683
GO:001700413EsophagusESCCcytochrome complex assembly34/855236/187235.08e-101.31e-0834
GO:000853512EsophagusESCCrespiratory chain complex IV assembly24/855226/187236.87e-078.99e-0624
GO:003361712EsophagusESCCmitochondrial cytochrome c oxidase assembly21/855222/187238.75e-071.13e-0521
GO:005507617EsophagusESCCtransition metal ion homeostasis87/8552138/187232.85e-052.37e-0487
GO:00469169EsophagusESCCcellular transition metal ion homeostasis70/8552115/187237.28e-043.79e-0370
GO:00550703EsophagusESCCcopper ion homeostasis15/855218/187231.20e-035.88e-0315
GO:00068781EsophagusESCCcellular copper ion homeostasis12/855215/187237.31e-032.63e-0212
GO:003310812LiverHCCmitochondrial respiratory chain complex assembly80/795893/187233.47e-184.15e-1680
GO:00170041LiverHCCcytochrome complex assembly30/795836/187235.69e-079.03e-0630
GO:00336171LiverHCCmitochondrial cytochrome c oxidase assembly20/795822/187233.00e-063.98e-0520
GO:00085351LiverHCCrespiratory chain complex IV assembly22/795826/187231.23e-051.39e-0422
GO:005507612LiverHCCtransition metal ion homeostasis81/7958138/187238.87e-057.72e-0481
GO:004691611LiverHCCcellular transition metal ion homeostasis67/7958115/187234.64e-043.08e-0367
GO:0055070LiverHCCcopper ion homeostasis14/795818/187232.57e-031.23e-0214
GO:003310818Oral cavityOSCCmitochondrial respiratory chain complex assembly75/730593/187232.17e-161.68e-1475
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0471439EsophagusHGINThermogenesis91/1383232/84651.97e-175.36e-164.25e-1691
hsa04714114EsophagusHGINThermogenesis91/1383232/84651.97e-175.36e-164.25e-1691
hsa04714211EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa04714310EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0471422LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa0471432LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa0471430Oral cavityOSCCThermogenesis138/3704232/84657.67e-074.35e-062.22e-06138
hsa04714113Oral cavityOSCCThermogenesis138/3704232/84657.67e-074.35e-062.22e-06138
hsa04714210Oral cavityLPThermogenesis105/2418232/84653.14e-084.98e-073.21e-07105
hsa0471438Oral cavityLPThermogenesis105/2418232/84653.14e-084.98e-073.21e-07105
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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
COX19insertionNonsense_Mutationnovelc.219_220insACTTCTTGATGp.Glu74ThrfsTer3p.E74Tfs*3Q49B96protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
COX19SNVMissense_Mutationnovelc.134A>Gp.Asn45Serp.N45SQ49B96protein_codingtolerated(0.62)benign(0.003)TCGA-AA-3941-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
COX19SNVMissense_Mutationc.263N>Tp.Ala88Valp.A88VQ49B96protein_codingtolerated(0.18)benign(0.043)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
COX19SNVMissense_Mutationnovelc.15G>Tp.Met5Ilep.M5IQ49B96protein_codingtolerated(0.11)probably_damaging(0.914)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
COX19SNVMissense_Mutationc.105G>Tp.Glu35Aspp.E35DQ49B96protein_codingtolerated(0.57)benign(0.007)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COX19SNVMissense_Mutationc.222N>Tp.Glu74Aspp.E74DQ49B96protein_codingtolerated(0.42)benign(0.037)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
COX19SNVMissense_Mutationc.168N>Cp.Lys56Asnp.K56NQ49B96protein_codingdeleterious(0)probably_damaging(0.939)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
COX19SNVMissense_Mutationc.186G>Tp.Arg62Serp.R62SQ49B96protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D1-A17D-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
COX19insertionIn_Frame_Insnovelc.122_123insATTTTTAGTAGAGACGGGGTTTCACCGp.Leu41_His42insPheLeuValGluThrGlyPheHisArgp.L41_H42insFLVETGFHRQ49B96protein_codingTCGA-AX-A06J-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
COX19insertionFrame_Shift_Insnovelc.270_271insAp.Ter91MetfsTer25p.*91Mfs*25Q49B96protein_codingTCGA-BG-A187-01Endometriumuterine 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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