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: COA5

Gene summary for COA5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COA5

Gene ID

493753

Gene namecytochrome c oxidase assembly factor 5
Gene Alias6330578E17Rik
Cytomap2q11.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q86WW8


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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
493753COA5LZE2THumanEsophagusESCC4.24e-037.68e-010.082
493753COA5LZE4THumanEsophagusESCC4.17e-153.78e-010.0811
493753COA5LZE5THumanEsophagusESCC1.04e-053.78e-010.0514
493753COA5LZE7THumanEsophagusESCC3.63e-166.62e-010.0667
493753COA5LZE8THumanEsophagusESCC1.06e-042.79e-010.067
493753COA5LZE20THumanEsophagusESCC5.95e-113.58e-010.0662
493753COA5LZE22D1HumanEsophagusHGIN4.12e-062.39e-010.0595
493753COA5LZE22THumanEsophagusESCC1.20e-035.43e-010.068
493753COA5LZE24THumanEsophagusESCC3.06e-206.87e-010.0596
493753COA5LZE21THumanEsophagusESCC1.15e-034.41e-010.0655
493753COA5LZE6THumanEsophagusESCC3.92e-094.91e-010.0845
493753COA5P1T-EHumanEsophagusESCC5.08e-085.41e-010.0875
493753COA5P2T-EHumanEsophagusESCC9.63e-325.03e-010.1177
493753COA5P4T-EHumanEsophagusESCC4.47e-397.79e-010.1323
493753COA5P5T-EHumanEsophagusESCC1.37e-244.00e-010.1327
493753COA5P8T-EHumanEsophagusESCC1.29e-304.81e-010.0889
493753COA5P9T-EHumanEsophagusESCC3.28e-195.00e-010.1131
493753COA5P10T-EHumanEsophagusESCC2.23e-559.28e-010.116
493753COA5P11T-EHumanEsophagusESCC1.51e-289.30e-010.1426
493753COA5P12T-EHumanEsophagusESCC1.18e-458.59e-010.1122
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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:00336171LiverHCCmitochondrial cytochrome c oxidase assembly20/795822/187233.00e-063.98e-0520
GO:00085351LiverHCCrespiratory chain complex IV assembly22/795826/187231.23e-051.39e-0422
GO:003310818Oral cavityOSCCmitochondrial respiratory chain complex assembly75/730593/187232.17e-161.68e-1475
GO:00170043Oral cavityOSCCcytochrome complex assembly31/730536/187237.28e-091.53e-0731
GO:00336172Oral cavityOSCCmitochondrial cytochrome c oxidase assembly19/730522/187236.52e-067.21e-0519
GO:00085352Oral cavityOSCCrespiratory chain complex IV assembly21/730526/187231.66e-051.64e-0421
GO:003310819Oral cavityLPmitochondrial respiratory chain complex assembly63/462393/187232.24e-184.13e-1663
GO:001700412Oral cavityLPcytochrome complex assembly25/462336/187231.93e-087.11e-0725
GO:003361711Oral cavityLPmitochondrial cytochrome c oxidase assembly17/462322/187233.24e-079.53e-0617
GO:000853511Oral cavityLPrespiratory chain complex IV assembly18/462326/187232.13e-064.81e-0518
GO:003310824SkincSCCmitochondrial respiratory chain complex assembly64/486493/187235.48e-186.58e-1664
GO:00170045SkincSCCcytochrome complex assembly22/486436/187239.20e-061.21e-0422
GO:00336174SkincSCCmitochondrial cytochrome c oxidase assembly15/486422/187234.00e-054.27e-0415
GO:00085354SkincSCCrespiratory chain complex IV assembly16/486426/187231.39e-041.26e-0316
GO:0033108111ThyroidPTCmitochondrial respiratory chain complex assembly65/596893/187235.60e-143.21e-1265
GO:00170046ThyroidPTCcytochrome complex assembly19/596836/187237.38e-033.16e-0219
GO:00336175ThyroidPTCmitochondrial cytochrome c oxidase assembly13/596822/187237.65e-033.25e-0213
GO:003310832ThyroidATCmitochondrial respiratory chain complex assembly65/629393/187238.86e-133.81e-1165
GO:003361713ThyroidATCmitochondrial cytochrome c oxidase assembly13/629322/187231.25e-024.38e-0213
GO:001700414ThyroidATCcytochrome complex assembly19/629336/187231.37e-024.77e-0219
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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
hsa0471414LiverCirrhoticThermogenesis121/2530232/84655.70e-131.36e-118.36e-12121
hsa0471415LiverCirrhoticThermogenesis121/2530232/84655.70e-131.36e-118.36e-12121
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
COA5SNVMissense_Mutationc.134N>Ap.Gly45Glup.G45EQ86WW8protein_codingtolerated(0.24)possibly_damaging(0.471)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
COA5SNVMissense_Mutationc.115N>Tp.Arg39Trpp.R39WQ86WW8protein_codingdeleterious(0)possibly_damaging(0.877)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
COA5SNVMissense_Mutationc.157G>Ap.Ala53Thrp.A53TQ86WW8protein_codingtolerated(0.86)benign(0.017)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
COA5SNVMissense_Mutationc.218N>Tp.Gly73Valp.G73VQ86WW8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
COA5SNVMissense_Mutationc.106N>Cp.Lys36Glnp.K36QQ86WW8protein_codingdeleterious(0.05)probably_damaging(0.954)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COA5SNVMissense_Mutationc.115N>Tp.Arg39Trpp.R39WQ86WW8protein_codingdeleterious(0)possibly_damaging(0.877)TCGA-85-6798-01Lunglung squamous cell carcinomaMale<65III/IVChemotherapyetoposidePD
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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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