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: APPL1

Gene summary for APPL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

APPL1

Gene ID

26060

Gene nameadaptor protein, phosphotyrosine interacting with PH domain and leucine zipper 1
Gene AliasAPPL
Cytomap3p14.3
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

Q9UKG1


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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
26060APPL1LZE4THumanEsophagusESCC7.05e-051.72e-010.0811
26060APPL1LZE7THumanEsophagusESCC3.36e-041.94e-010.0667
26060APPL1LZE8THumanEsophagusESCC2.05e-041.66e-020.067
26060APPL1LZE24THumanEsophagusESCC6.64e-123.17e-010.0596
26060APPL1LZE21THumanEsophagusESCC8.70e-062.14e-010.0655
26060APPL1P1T-EHumanEsophagusESCC5.15e-063.53e-010.0875
26060APPL1P2T-EHumanEsophagusESCC7.43e-701.11e+000.1177
26060APPL1P4T-EHumanEsophagusESCC8.63e-378.64e-010.1323
26060APPL1P5T-EHumanEsophagusESCC3.12e-152.97e-010.1327
26060APPL1P8T-EHumanEsophagusESCC6.36e-295.52e-010.0889
26060APPL1P9T-EHumanEsophagusESCC4.90e-194.34e-010.1131
26060APPL1P10T-EHumanEsophagusESCC3.95e-458.52e-010.116
26060APPL1P11T-EHumanEsophagusESCC8.29e-072.42e-010.1426
26060APPL1P12T-EHumanEsophagusESCC4.80e-317.13e-010.1122
26060APPL1P15T-EHumanEsophagusESCC3.85e-154.27e-010.1149
26060APPL1P16T-EHumanEsophagusESCC1.65e-529.99e-010.1153
26060APPL1P17T-EHumanEsophagusESCC6.61e-054.72e-010.1278
26060APPL1P19T-EHumanEsophagusESCC4.32e-025.25e-010.1662
26060APPL1P20T-EHumanEsophagusESCC7.44e-174.63e-010.1124
26060APPL1P21T-EHumanEsophagusESCC5.65e-355.74e-010.1617
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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
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:190307621LiverHCCregulation of protein localization to plasma membrane69/7958104/187237.58e-071.17e-0569
GO:19019901LiverHCCregulation of mitotic cell cycle phase transition167/7958299/187231.96e-062.71e-05167
GO:19019871LiverHCCregulation of cell cycle phase transition211/7958390/187232.11e-062.89e-05211
GO:00448432LiverHCCcell cycle G1/S phase transition134/7958241/187232.60e-052.70e-04134
GO:007155921LiverHCCresponse to transforming growth factor beta141/7958256/187233.08e-053.16e-04141
GO:007156021LiverHCCcellular response to transforming growth factor beta stimulus137/7958250/187235.47e-055.14e-04137
GO:00000822LiverHCCG1/S transition of mitotic cell cycle119/7958214/187237.11e-056.39e-04119
GO:00028312LiverHCCregulation of response to biotic stimulus173/7958327/187238.55e-057.48e-04173
GO:003010021LiverHCCregulation of endocytosis117/7958211/187239.56e-058.32e-04117
GO:00107612LiverHCCfibroblast migration33/795847/187231.12e-049.50e-0433
GO:19016172LiverHCCorganic hydroxy compound biosynthetic process129/7958237/187231.32e-041.08e-03129
GO:000975521LiverHCChormone-mediated signaling pathway106/7958190/187231.45e-041.17e-03106
GO:0042440LiverHCCpigment metabolic process51/795884/187235.74e-043.65e-0351
GO:004580721LiverHCCpositive regulation of endocytosis59/7958100/187236.35e-043.93e-0359
GO:0035729LiverHCCcellular response to hepatocyte growth factor stimulus14/795817/187239.39e-045.47e-0314
GO:000717921LiverHCCtransforming growth factor beta receptor signaling pathway106/7958198/187231.09e-036.23e-03106
GO:0035728LiverHCCresponse to hepatocyte growth factor15/795819/187231.36e-037.28e-0315
GO:1902806LiverHCCregulation of cell cycle G1/S phase transition91/7958168/187231.47e-037.79e-0391
GO:0002224LiverHCCtoll-like receptor signaling pathway67/7958121/187232.87e-031.34e-0267
GO:0010762LiverHCCregulation of fibroblast migration24/795836/187232.95e-031.38e-0224
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0521020EsophagusESCCColorectal cancer69/420586/84654.06e-094.13e-082.11e-0869
hsa0421114EsophagusESCCLongevity regulating pathway58/420589/84652.19e-036.16e-033.16e-0358
hsa05210110EsophagusESCCColorectal cancer69/420586/84654.06e-094.13e-082.11e-0869
hsa0421115EsophagusESCCLongevity regulating pathway58/420589/84652.19e-036.16e-033.16e-0358
hsa052107LiverCirrhoticColorectal cancer39/253086/84651.67e-038.01e-034.94e-0339
hsa042118LiverCirrhoticLongevity regulating pathway37/253089/84651.22e-023.89e-022.40e-0237
hsa0521012LiverCirrhoticColorectal cancer39/253086/84651.67e-038.01e-034.94e-0339
hsa0421111LiverCirrhoticLongevity regulating pathway37/253089/84651.22e-023.89e-022.40e-0237
hsa0521022LiverHCCColorectal cancer65/402086/84658.85e-081.23e-066.87e-0765
hsa0421121LiverHCCLongevity regulating pathway61/402089/84654.46e-052.37e-041.32e-0461
hsa0521032LiverHCCColorectal cancer65/402086/84658.85e-081.23e-066.87e-0765
hsa0421131LiverHCCLongevity regulating pathway61/402089/84654.46e-052.37e-041.32e-0461
hsa0521018Oral cavityOSCCColorectal cancer66/370486/84653.99e-104.95e-092.52e-0966
hsa0421110Oral cavityOSCCLongevity regulating pathway54/370489/84659.24e-042.65e-031.35e-0354
hsa0521019Oral cavityOSCCColorectal cancer66/370486/84653.99e-104.95e-092.52e-0966
hsa0421113Oral cavityOSCCLongevity regulating pathway54/370489/84659.24e-042.65e-031.35e-0354
hsa0521016ProstateBPHColorectal cancer36/171886/84653.94e-063.25e-052.01e-0536
hsa042119ProstateBPHLongevity regulating pathway27/171889/84651.57e-024.42e-022.73e-0227
hsa0521017ProstateBPHColorectal cancer36/171886/84653.94e-063.25e-052.01e-0536
hsa0421112ProstateBPHLongevity regulating pathway27/171889/84651.57e-024.42e-022.73e-0227
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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
APPL1SNVMissense_Mutationrs753618573c.1166N>Ap.Arg389Glnp.R389QQ9UKG1protein_codingdeleterious(0.03)possibly_damaging(0.709)TCGA-A2-A0CS-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
APPL1SNVMissense_Mutationc.226N>Ap.Gly76Argp.G76RQ9UKG1protein_codingdeleterious(0)possibly_damaging(0.797)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
APPL1SNVMissense_Mutationnovelc.2025A>Tp.Arg675Serp.R675SQ9UKG1protein_codingtolerated(0.41)probably_damaging(0.966)TCGA-A7-A426-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
APPL1SNVMissense_Mutationnovelc.621N>Cp.Gln207Hisp.Q207HQ9UKG1protein_codingtolerated(0.06)benign(0.193)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
APPL1SNVMissense_Mutationnovelc.1072N>Cp.Glu358Glnp.E358QQ9UKG1protein_codingdeleterious(0.02)benign(0.325)TCGA-AR-A1AS-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
APPL1SNVMissense_Mutationc.1979A>Cp.Glu660Alap.E660AQ9UKG1protein_codingtolerated(0.13)benign(0.015)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
APPL1SNVMissense_Mutationnovelc.1048N>Gp.Lys350Glup.K350EQ9UKG1protein_codingdeleterious(0)benign(0.027)TCGA-ZJ-AAXJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
APPL1SNVMissense_Mutationrs748607720c.824N>Ap.Arg275Glnp.R275QQ9UKG1protein_codingdeleterious(0.02)probably_damaging(0.917)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
APPL1SNVMissense_Mutationrs745495066c.709N>Tp.Arg237Cysp.R237CQ9UKG1protein_codingdeleterious(0)possibly_damaging(0.653)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
APPL1SNVMissense_Mutationrs529656946c.134N>Gp.His45Argp.H45RQ9UKG1protein_codingdeleterious(0.04)benign(0)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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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