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: APOL6

Gene summary for APOL6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

APOL6

Gene ID

80830

Gene nameapolipoprotein L6
Gene AliasAPOL-VI
Cytomap22q12.3
Gene Typeprotein-coding
GO ID

GO:0006807

UniProtAcc

B3KTP4


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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
80830APOL6GSM4909281HumanBreastIDC2.83e-246.20e-010.21
80830APOL6GSM4909286HumanBreastIDC7.43e-04-1.10e-010.1081
80830APOL6GSM4909311HumanBreastIDC4.24e-03-9.91e-020.1534
80830APOL6GSM4909319HumanBreastIDC7.50e-07-9.02e-020.1563
80830APOL6GSM4909321HumanBreastIDC2.50e-02-1.01e-010.1559
80830APOL6P1HumanBreastIDC3.96e-042.20e-010.1527
80830APOL6P2HumanBreastIDC1.89e-085.34e-010.21
80830APOL6DCIS2HumanBreastDCIS1.26e-231.27e-010.0085
80830APOL6HTA11_2487_2000001011HumanColorectumSER6.76e-053.68e-01-0.1808
80830APOL6HTA11_78_2000001011HumanColorectumAD5.69e-053.78e-01-0.1088
80830APOL6HTA11_347_2000001011HumanColorectumAD2.99e-114.20e-01-0.1954
80830APOL6HTA11_2112_2000001011HumanColorectumSER3.17e-056.37e-01-0.2196
80830APOL6HTA11_696_2000001011HumanColorectumAD5.41e-062.34e-01-0.1464
80830APOL6HTA11_1391_2000001011HumanColorectumAD4.82e-094.41e-01-0.059
80830APOL6HTA11_99999970781_79442HumanColorectumMSS1.33e-216.39e-010.294
80830APOL6HTA11_99999965062_69753HumanColorectumMSI-H6.90e-051.06e+000.3487
80830APOL6LZE4THumanEsophagusESCC6.47e-071.80e-010.0811
80830APOL6LZE5THumanEsophagusESCC8.04e-053.08e-010.0514
80830APOL6LZE8THumanEsophagusESCC1.62e-121.84e-010.067
80830APOL6LZE20THumanEsophagusESCC1.77e-041.27e-010.0662
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0006869ColorectumADlipid transport108/3918398/187231.67e-031.39e-02108
GO:00108761ColorectumMSSlipid localization104/3467448/187236.76e-034.38e-02104
GO:00421573EsophagusESCClipoprotein metabolic process86/8552135/187231.78e-051.57e-0486
GO:00108765LiverNAFLDlipid localization79/1882448/187234.75e-072.92e-0579
GO:00068694LiverNAFLDlipid transport71/1882398/187231.16e-065.59e-0571
GO:001087611LiverCirrhoticlipid localization147/4634448/187236.24e-057.12e-04147
GO:0042157LiverCirrhoticlipoprotein metabolic process53/4634135/187231.32e-041.29e-0353
GO:000686911LiverCirrhoticlipid transport128/4634398/187234.54e-043.69e-03128
GO:00421571LiverHCClipoprotein metabolic process86/7958135/187235.21e-078.38e-0686
GO:001087621LiverHCClipid localization228/7958448/187231.80e-041.41e-03228
GO:000686921LiverHCClipid transport198/7958398/187231.92e-039.78e-03198
GO:00421572Oral cavityOSCClipoprotein metabolic process77/7305135/187231.61e-051.60e-0477
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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
APOL6SNVMissense_Mutationc.248C>Gp.Ser83Cysp.S83CQ9BWW8protein_codingtolerated(0.05)possibly_damaging(0.578)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
APOL6SNVMissense_Mutationrs780403475c.934N>Ap.Glu312Lysp.E312KQ9BWW8protein_codingtolerated(0.18)benign(0.031)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
APOL6SNVMissense_Mutationnovelc.216N>Tp.Lys72Asnp.K72NQ9BWW8protein_codingdeleterious(0.01)probably_damaging(0.976)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
APOL6SNVMissense_Mutationc.385N>Gp.Thr129Alap.T129AQ9BWW8protein_codingtolerated(0.1)benign(0.022)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
APOL6SNVMissense_Mutationrs775222843c.787G>Ap.Ala263Thrp.A263TQ9BWW8protein_codingtolerated(0.38)benign(0.026)TCGA-DC-6681-01Colorectumrectum adenocarcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
APOL6SNVMissense_Mutationnovelc.882G>Tp.Gln294Hisp.Q294HQ9BWW8protein_codingdeleterious(0.04)possibly_damaging(0.628)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
APOL6SNVMissense_Mutationrs780403475c.934G>Ap.Glu312Lysp.E312KQ9BWW8protein_codingtolerated(0.18)benign(0.031)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
APOL6SNVMissense_Mutationrs371590566c.190G>Ap.Ala64Thrp.A64TQ9BWW8protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
APOL6SNVMissense_Mutationnovelc.518A>Cp.Asn173Thrp.N173TQ9BWW8protein_codingtolerated(0.23)benign(0.297)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
APOL6SNVMissense_Mutationnovelc.904N>Tp.Gly302Trpp.G302WQ9BWW8protein_codingdeleterious(0.01)possibly_damaging(0.869)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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