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: PET100

Gene summary for PET100

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PET100

Gene ID

100131801

Gene namePET100 cytochrome c oxidase chaperone
Gene AliasC19orf79
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

P0DJ07


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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
100131801PET100GSM4909285HumanBreastIDC1.80e-07-2.60e-010.21
100131801PET100GSM4909286HumanBreastIDC1.12e-02-6.51e-020.1081
100131801PET100GSM4909293HumanBreastIDC7.31e-084.04e-010.1581
100131801PET100GSM4909296HumanBreastIDC3.29e-132.96e-010.1524
100131801PET100GSM4909297HumanBreastIDC3.29e-12-3.55e-020.1517
100131801PET100GSM4909298HumanBreastIDC7.29e-033.18e-010.1551
100131801PET100GSM4909301HumanBreastIDC2.52e-296.97e-010.1577
100131801PET100GSM4909303HumanBreastIDC8.08e-085.32e-010.0438
100131801PET100GSM4909304HumanBreastIDC1.68e-215.85e-010.1636
100131801PET100GSM4909311HumanBreastIDC3.80e-505.05e-010.1534
100131801PET100GSM4909312HumanBreastIDC7.92e-172.29e-010.1552
100131801PET100GSM4909313HumanBreastIDC8.04e-093.13e-010.0391
100131801PET100GSM4909315HumanBreastIDC7.77e-084.51e-010.21
100131801PET100GSM4909316HumanBreastIDC2.45e-185.46e-010.21
100131801PET100GSM4909317HumanBreastIDC4.02e-022.29e-010.1355
100131801PET100GSM4909319HumanBreastIDC1.81e-33-2.72e-010.1563
100131801PET100GSM4909320HumanBreastIDC1.09e-111.90e-010.1575
100131801PET100GSM4909321HumanBreastIDC2.06e-14-2.39e-010.1559
100131801PET100brca2HumanBreastPrecancer4.61e-103.87e-01-0.024
100131801PET100M1HumanBreastIDC1.25e-064.04e-010.1577
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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:00331088BreastPrecancermitochondrial respiratory chain complex assembly24/108093/187233.39e-103.16e-0824
GO:003310813BreastIDCmitochondrial respiratory chain complex assembly28/143493/187231.54e-101.83e-0828
GO:003310823BreastDCISmitochondrial respiratory chain complex assembly28/139093/187237.50e-119.43e-0928
GO:003310810EndometriumAEHmitochondrial respiratory chain complex assembly30/210093/187234.63e-082.50e-0630
GO:003310815EndometriumEECmitochondrial respiratory chain complex assembly31/216893/187232.46e-081.45e-0631
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:00331087LiverCirrhoticmitochondrial respiratory chain complex assembly64/463493/187233.85e-197.79e-1764
GO:0017004LiverCirrhoticcytochrome complex assembly22/463436/187233.92e-066.70e-0522
GO:0033617LiverCirrhoticmitochondrial cytochrome c oxidase assembly14/463422/187231.27e-041.25e-0314
GO:0008535LiverCirrhoticrespiratory chain complex IV assembly15/463426/187233.43e-042.93e-0315
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
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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
PET100SNVMissense_Mutationnovelc.35T>Cp.Ile12Thrp.I12TP0DJ07protein_codingdeleterious(0)benign(0.022)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PET100SNVMissense_Mutationnovelc.181N>Tp.Arg61Trpp.R61WP0DJ07protein_codingdeleterious(0)probably_damaging(0.928)TCGA-D1-A167-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PET100SNVMissense_Mutationc.110N>Ap.Arg37Hisp.R37HP0DJ07protein_codingdeleterious(0.04)probably_damaging(0.997)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
PET100SNVMissense_Mutationnovelc.165N>Tp.Glu55Aspp.E55DP0DJ07protein_codingtolerated(0.06)benign(0.003)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PET100SNVMissense_Mutationnovelc.109N>Tp.Arg37Cysp.R37CP0DJ07protein_codingtolerated(0.09)probably_damaging(0.997)TCGA-EO-A3AV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinCR
PET100SNVMissense_Mutationnovelc.18N>Tp.Glu6Aspp.E6DP0DJ07protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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