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: APOL3

Gene summary for APOL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

APOL3

Gene ID

80833

Gene nameapolipoprotein L3
Gene AliasAPOLIII
Cytomap22q12.3
Gene Typeprotein-coding
GO ID

GO:0006807

UniProtAcc

A0A024R1G6


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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
80833APOL3LZE8THumanEsophagusESCC6.71e-041.69e-010.067
80833APOL3LZE6THumanEsophagusESCC1.62e-021.99e-010.0845
80833APOL3P2T-EHumanEsophagusESCC4.03e-051.28e-010.1177
80833APOL3P8T-EHumanEsophagusESCC2.05e-102.57e-010.0889
80833APOL3P9T-EHumanEsophagusESCC8.38e-031.08e-010.1131
80833APOL3P11T-EHumanEsophagusESCC3.66e-114.33e-010.1426
80833APOL3P17T-EHumanEsophagusESCC1.49e-052.33e-010.1278
80833APOL3P20T-EHumanEsophagusESCC8.24e-041.20e-010.1124
80833APOL3P21T-EHumanEsophagusESCC1.43e-031.46e-010.1617
80833APOL3P22T-EHumanEsophagusESCC6.21e-041.12e-010.1236
80833APOL3P23T-EHumanEsophagusESCC6.93e-102.08e-010.108
80833APOL3P24T-EHumanEsophagusESCC3.53e-153.38e-010.1287
80833APOL3P26T-EHumanEsophagusESCC1.91e-037.21e-020.1276
80833APOL3P27T-EHumanEsophagusESCC2.80e-058.72e-020.1055
80833APOL3P28T-EHumanEsophagusESCC3.14e-023.06e-020.1149
80833APOL3P36T-EHumanEsophagusESCC2.98e-061.97e-010.1187
80833APOL3P37T-EHumanEsophagusESCC7.25e-132.41e-010.1371
80833APOL3P40T-EHumanEsophagusESCC1.39e-133.86e-010.109
80833APOL3P47T-EHumanEsophagusESCC1.12e-046.92e-020.1067
80833APOL3P48T-EHumanEsophagusESCC1.40e-027.86e-020.0959
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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:004312318EsophagusESCCpositive regulation of I-kappaB kinase/NF-kappaB signaling132/8552186/187232.07e-128.58e-11132
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:00421573EsophagusESCClipoprotein metabolic process86/8552135/187231.78e-051.57e-0486
GO:00421571LiverHCClipoprotein metabolic process86/7958135/187235.21e-078.38e-0686
GO:000724912LiverHCCI-kappaB kinase/NF-kappaB signaling156/7958281/187236.66e-068.00e-05156
GO:004312312LiverHCCpositive regulation of I-kappaB kinase/NF-kappaB signaling108/7958186/187231.28e-051.43e-04108
GO:004312212LiverHCCregulation of I-kappaB kinase/NF-kappaB signaling138/7958249/187232.47e-052.58e-04138
GO:001087621LiverHCClipid localization228/7958448/187231.80e-041.41e-03228
GO:000686921LiverHCClipid transport198/7958398/187231.92e-039.78e-03198
GO:004312218Oral cavityOSCCregulation of I-kappaB kinase/NF-kappaB signaling155/7305249/187237.79e-144.14e-12155
GO:004312310Oral cavityOSCCpositive regulation of I-kappaB kinase/NF-kappaB signaling122/7305186/187231.68e-138.52e-12122
GO:000724910Oral cavityOSCCI-kappaB kinase/NF-kappaB signaling169/7305281/187234.69e-132.25e-11169
GO:00421572Oral cavityOSCClipoprotein metabolic process77/7305135/187231.61e-051.60e-0477
GO:004312316Oral cavityLPpositive regulation of I-kappaB kinase/NF-kappaB signaling88/4623186/187231.58e-111.13e-0988
GO:004312219Oral cavityLPregulation of I-kappaB kinase/NF-kappaB signaling103/4623249/187234.48e-091.90e-07103
GO:000724917Oral cavityLPI-kappaB kinase/NF-kappaB signaling110/4623281/187234.94e-081.70e-06110
GO:004215711Oral cavityLPlipoprotein metabolic process57/4623135/187235.59e-061.11e-0457
GO:004312231Oral cavityNEOLPregulation of I-kappaB kinase/NF-kappaB signaling58/2005249/187237.81e-094.09e-0758
GO:000724931Oral cavityNEOLPI-kappaB kinase/NF-kappaB signaling62/2005281/187232.16e-089.59e-0762
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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
APOL3SNVMissense_Mutationrs141623013c.886C>Tp.Arg296Cysp.R296CO95236protein_codingtolerated(0.08)benign(0.068)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
APOL3SNVMissense_Mutationc.310N>Ap.Glu104Lysp.E104KO95236protein_codingtolerated(0.19)benign(0.114)TCGA-E9-A1RH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
APOL3insertionFrame_Shift_Insnovelc.302_303insAGGGp.Asn102GlyfsTer2p.N102Gfs*2O95236protein_codingTCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
APOL3insertionFrame_Shift_Insnovelc.301_302insGGGGAGAGGAAGCCCACAAGGGp.Thr101ArgfsTer9p.T101Rfs*9O95236protein_codingTCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
APOL3deletionFrame_Shift_Delnovelc.1190delAp.Asn397IlefsTer38p.N397Ifs*38O95236protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
APOL3SNVMissense_Mutationc.112N>Gp.Gln38Glup.Q38EO95236protein_codingbenign(0.007)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
APOL3SNVMissense_Mutationc.545N>Tp.Arg182Ilep.R182IO95236protein_codingdeleterious(0)probably_damaging(0.959)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
APOL3SNVMissense_Mutationrs753889786c.233N>Ap.Arg78Hisp.R78HO95236protein_codingtolerated(0.12)benign(0.135)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
APOL3SNVMissense_Mutationrs773872410c.938N>Ap.Arg313Glnp.R313QO95236protein_codingtolerated(0.15)benign(0)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
APOL3SNVMissense_Mutationnovelc.77N>Ap.Thr26Asnp.T26NO95236protein_codingbenign(0.035)TCGA-AA-A02W-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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