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: APPL2

Gene summary for APPL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

APPL2

Gene ID

55198

Gene nameadaptor protein, phosphotyrosine interacting with PH domain and leucine zipper 2
Gene AliasDIP13B
Cytomap12q23.3
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

Q8NEU8


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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
55198APPL2HSIL_HPV_2HumanCervixHSIL_HPV3.17e-021.39e-010.0208
55198APPL2CCI_2HumanCervixCC4.69e-101.02e+000.5249
55198APPL2CCI_3HumanCervixCC8.97e-096.33e-010.516
55198APPL2HTA11_2487_2000001011HumanColorectumSER1.14e-044.83e-01-0.1808
55198APPL2HTA11_347_2000001011HumanColorectumAD4.09e-115.67e-01-0.1954
55198APPL2HTA11_411_2000001011HumanColorectumSER1.39e-026.05e-01-0.2602
55198APPL2A015-C-203HumanColorectumFAP9.65e-09-4.29e-02-0.1294
55198APPL2A002-C-201HumanColorectumFAP6.15e-03-7.82e-020.0324
55198APPL2A001-C-108HumanColorectumFAP5.31e-072.27e-01-0.0272
55198APPL2A002-C-205HumanColorectumFAP4.15e-07-7.71e-02-0.1236
55198APPL2A015-C-006HumanColorectumFAP4.04e-053.32e-02-0.0994
55198APPL2A002-C-114HumanColorectumFAP1.19e-057.07e-03-0.1561
55198APPL2A015-C-104HumanColorectumFAP1.61e-10-1.06e-01-0.1899
55198APPL2A001-C-014HumanColorectumFAP9.69e-047.94e-020.0135
55198APPL2A002-C-016HumanColorectumFAP6.44e-04-7.56e-020.0521
55198APPL2A001-C-203HumanColorectumFAP1.05e-031.92e-01-0.0481
55198APPL2A002-C-116HumanColorectumFAP2.30e-11-1.30e-01-0.0452
55198APPL2A014-C-008HumanColorectumFAP3.31e-041.29e-01-0.191
55198APPL2A018-E-020HumanColorectumFAP1.22e-05-2.68e-02-0.2034
55198APPL2F034HumanColorectumFAP6.92e-071.02e-01-0.0665
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
∗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:00713753ColorectumFAPcellular response to peptide hormone stimulus75/2622290/187235.60e-084.29e-0675
GO:00069134ColorectumFAPnucleocytoplasmic transport77/2622301/187236.15e-084.54e-0677
GO:00511694ColorectumFAPnuclear transport77/2622301/187236.15e-084.54e-0677
GO:00328683ColorectumFAPresponse to insulin68/2622264/187232.71e-071.55e-0568
GO:00725944ColorectumFAPestablishment of protein localization to organelle96/2622422/187236.63e-073.20e-0596
GO:00328693ColorectumFAPcellular response to insulin stimulus54/2622203/187231.54e-066.59e-0554
GO:00097554ColorectumFAPhormone-mediated signaling pathway51/2622190/187232.23e-068.87e-0551
GO:00715591ColorectumFAPresponse to transforming growth factor beta63/2622256/187233.82e-061.32e-0463
GO:00071782ColorectumFAPtransmembrane receptor protein serine/threonine kinase signaling pathway81/2622355/187234.28e-061.46e-0481
GO:00507672ColorectumFAPregulation of neurogenesis82/2622364/187236.28e-061.96e-0482
GO:00715601ColorectumFAPcellular response to transforming growth factor beta stimulus61/2622250/187237.22e-062.19e-0461
GO:00458072ColorectumFAPpositive regulation of endocytosis31/2622100/187239.77e-062.85e-0431
GO:00016673ColorectumFAPameboidal-type cell migration100/2622475/187231.42e-053.79e-04100
GO:00071791ColorectumFAPtransforming growth factor beta receptor signaling pathway50/2622198/187231.75e-054.44e-0450
GO:00301003ColorectumFAPregulation of endocytosis52/2622211/187232.47e-055.77e-0452
GO:00302583ColorectumFAPlipid modification52/2622212/187232.84e-056.49e-0452
GO:00620122ColorectumFAPregulation of small molecule metabolic process74/2622334/187233.15e-057.13e-0474
GO:00345044ColorectumFAPprotein localization to nucleus66/2622290/187233.47e-057.64e-0466
GO:00335003ColorectumFAPcarbohydrate homeostasis60/2622259/187234.49e-059.35e-0460
GO:00193953ColorectumFAPfatty acid oxidation30/2622103/187235.09e-051.03e-0330
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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
APPL2SNVMissense_Mutationrs141732009c.502N>Ap.Glu168Lysp.E168KQ8NEU8protein_codingdeleterious(0.01)benign(0.225)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
APPL2SNVMissense_Mutationc.1737G>Cp.Lys579Asnp.K579NQ8NEU8protein_codingtolerated(0.28)benign(0.274)TCGA-AN-A0XP-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
APPL2SNVMissense_Mutationrs768320904c.331A>Gp.Met111Valp.M111VQ8NEU8protein_codingtolerated(0.07)probably_damaging(0.988)TCGA-AR-A24O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
APPL2SNVMissense_Mutationc.1191N>Gp.Asn397Lysp.N397KQ8NEU8protein_codingdeleterious(0.05)possibly_damaging(0.773)TCGA-AR-A24R-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
APPL2insertionNonsense_Mutationnovelc.1940_1941insCCCCTGAACTTTTTTTTTCTTGCTTAGACTTTTTTGGp.Leu648ProfsTer2p.L648Pfs*2Q8NEU8protein_codingTCGA-A8-A09C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
APPL2insertionFrame_Shift_Insnovelc.210_211insAp.Gln71ThrfsTer9p.Q71Tfs*9Q8NEU8protein_codingTCGA-LL-A5YL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
APPL2SNVMissense_Mutationc.440N>Cp.Asp147Alap.D147AQ8NEU8protein_codingdeleterious(0)benign(0.418)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
APPL2SNVMissense_Mutationrs367929771c.1996G>Ap.Ala666Thrp.A666TQ8NEU8protein_codingtolerated_low_confidence(0.38)benign(0.005)TCGA-AA-A029-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
APPL2SNVMissense_Mutationc.1432A>Gp.Asn478Aspp.N478DQ8NEU8protein_codingdeleterious(0.05)probably_damaging(0.997)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
APPL2SNVMissense_Mutationrs772596522c.797N>Gp.Ser266Cysp.S266CQ8NEU8protein_codingtolerated(0.17)possibly_damaging(0.745)TCGA-DM-A285-01Colorectumcolon adenocarcinomaFemale>=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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