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: APOOL

Gene summary for APOOL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

APOOL

Gene ID

139322

Gene nameapolipoprotein O like
Gene AliasCXorf33
CytomapXq21.1
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q6UXV4


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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
139322APOOLP76T-EHumanEsophagusESCC4.49e-081.76e-010.1207
139322APOOLP79T-EHumanEsophagusESCC5.02e-142.70e-010.1154
139322APOOLP80T-EHumanEsophagusESCC2.47e-234.61e-010.155
139322APOOLP82T-EHumanEsophagusESCC1.12e-043.14e-010.1072
139322APOOLP83T-EHumanEsophagusESCC5.27e-224.75e-010.1738
139322APOOLP84T-EHumanEsophagusESCC7.27e-031.61e-010.0933
139322APOOLP89T-EHumanEsophagusESCC3.92e-114.64e-010.1752
139322APOOLP107T-EHumanEsophagusESCC2.46e-285.73e-010.171
139322APOOLP126T-EHumanEsophagusESCC1.33e-033.57e-010.1125
139322APOOLP127T-EHumanEsophagusESCC4.99e-091.09e-010.0826
139322APOOLP128T-EHumanEsophagusESCC1.38e-072.63e-010.1241
139322APOOLP130T-EHumanEsophagusESCC2.30e-132.04e-010.1676
139322APOOLHCC1_MengHumanLiverHCC1.10e-533.22e-020.0246
139322APOOLHCC2_MengHumanLiverHCC9.05e-258.88e-020.0107
139322APOOLHCC1HumanLiverHCC2.07e-083.08e+000.5336
139322APOOLHCC2HumanLiverHCC6.20e-264.00e+000.5341
139322APOOLHCC5HumanLiverHCC3.58e-041.05e+000.4932
139322APOOLS014HumanLiverHCC3.83e-032.20e-010.2254
139322APOOLS015HumanLiverHCC8.21e-064.07e-010.2375
139322APOOLS016HumanLiverHCC2.63e-052.53e-010.2243
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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
∗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:000700619EsophagusESCCmitochondrial membrane organization93/8552116/187232.16e-141.11e-1293
GO:000700713EsophagusESCCinner mitochondrial membrane organization31/855238/187235.93e-066.10e-0531
GO:00424072EsophagusESCCcristae formation13/855216/187234.05e-031.62e-0213
GO:000700612LiverHCCmitochondrial membrane organization80/7958116/187237.09e-091.81e-0780
GO:000700711LiverHCCinner mitochondrial membrane organization28/795838/187239.60e-058.34e-0428
GO:0042407LiverHCCcristae formation12/795816/187238.74e-033.40e-0212
GO:000700610Oral cavityOSCCmitochondrial membrane organization85/7305116/187236.29e-143.40e-1285
GO:00070075Oral cavityOSCCinner mitochondrial membrane organization27/730538/187236.23e-055.08e-0427
GO:00424071Oral cavityOSCCcristae formation12/730516/187233.83e-031.57e-0212
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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
APOOLSNVMissense_Mutationnovelc.76G>Cp.Ala26Prop.A26PQ6UXV4protein_codingdeleterious(0)possibly_damaging(0.725)TCGA-A2-A1G6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
APOOLSNVMissense_Mutationnovelc.293A>Gp.Lys98Argp.K98RQ6UXV4protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
APOOLSNVMissense_Mutationc.608C>Ap.Ser203Tyrp.S203YQ6UXV4protein_codingdeleterious(0.04)benign(0.021)TCGA-E2-A15C-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
APOOLSNVMissense_Mutationc.524N>Ap.Ile175Asnp.I175NQ6UXV4protein_codingdeleterious(0.05)benign(0.255)TCGA-E2-A1LS-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCyclophosphamideSD
APOOLSNVMissense_Mutationnovelc.790N>Gp.Tyr264Aspp.Y264DQ6UXV4protein_codingdeleterious(0.01)benign(0.24)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
APOOLSNVMissense_Mutationc.13N>Gp.Arg5Glyp.R5GQ6UXV4protein_codingdeleterious(0.01)benign(0.037)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
APOOLSNVMissense_Mutationnovelc.56N>Gp.Ala19Glyp.A19GQ6UXV4protein_codingdeleterious(0)possibly_damaging(0.628)TCGA-AJ-A3TW-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
APOOLSNVMissense_Mutationc.800N>Tp.Arg267Ilep.R267IQ6UXV4protein_codingdeleterious(0)possibly_damaging(0.669)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
APOOLSNVMissense_Mutationnovelc.8N>Tp.Ala3Valp.A3VQ6UXV4protein_codingdeleterious(0.01)benign(0.009)TCGA-AP-A1DH-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
APOOLSNVMissense_Mutationc.124C>Tp.Pro42Serp.P42SQ6UXV4protein_codingtolerated(0.27)possibly_damaging(0.758)TCGA-AP-A1DK-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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