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: PALM2-AKAP2

Gene summary for PALM2-AKAP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PALM2-AKAP2

Gene ID

445815

Gene namePALM2 and AKAP2 fusion
Gene AliasAKAP-2
Cytomap9q31.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9Y2D5


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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
445815PALM2-AKAP2NAFLD1HumanLiverNAFLD1.88e-057.39e-01-0.04
445815PALM2-AKAP2S41HumanLiverCirrhotic1.67e-087.86e-01-0.0343
445815PALM2-AKAP2S43HumanLiverCirrhotic1.08e-032.04e-01-0.0187
445815PALM2-AKAP2HCC1_MengHumanLiverHCC1.91e-05-1.45e-010.0246
445815PALM2-AKAP2HCC2_MengHumanLiverHCC4.78e-05-1.46e-010.0107
445815PALM2-AKAP2cirrhotic1HumanLiverCirrhotic1.05e-05-1.47e-010.0202
445815PALM2-AKAP2cirrhotic2HumanLiverCirrhotic4.78e-05-1.47e-010.0201
445815PALM2-AKAP2Pt13.aHumanLiverHCC8.52e-03-1.38e-010.021
445815PALM2-AKAP2Pt14.dHumanLiverHCC1.05e-05-1.47e-010.0143
445815PALM2-AKAP2C21HumanOral cavityOSCC7.49e-05-3.54e-010.2678
445815PALM2-AKAP2C43HumanOral cavityOSCC4.27e-09-3.54e-010.1704
445815PALM2-AKAP2C46HumanOral cavityOSCC2.47e-09-3.54e-010.1673
445815PALM2-AKAP2C57HumanOral cavityOSCC6.72e-06-3.54e-010.1679
445815PALM2-AKAP2C08HumanOral cavityOSCC4.14e-10-3.54e-010.1919
445815PALM2-AKAP2C09HumanOral cavityOSCC1.26e-06-3.54e-010.1431
445815PALM2-AKAP2LN46HumanOral cavityOSCC2.51e-03-3.54e-010.1666
445815PALM2-AKAP2EOLP-1HumanOral cavityEOLP5.95e-277.38e-01-0.0202
445815PALM2-AKAP2EOLP-2HumanOral cavityEOLP1.43e-085.80e-01-0.0203
445815PALM2-AKAP2NEOLP-1HumanOral cavityNEOLP8.26e-248.30e-01-0.0194
445815PALM2-AKAP2NEOLP-2HumanOral cavityNEOLP9.98e-125.13e-01-0.0196
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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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
PALM2-AKAP2SNVMissense_Mutationc.463N>Ap.Ser155Thrp.S155Tprotein_codingtolerated(0.38)benign(0.229)TCGA-A8-A09K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PALM2-AKAP2SNVMissense_Mutationrs140234906c.3211N>Ap.Glu1071Lysp.E1071Kprotein_codingtolerated(0.08)probably_damaging(0.997)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PALM2-AKAP2SNVMissense_Mutationnovelc.612C>Gp.Ile204Metp.I204Mprotein_codingdeleterious(0.03)benign(0.165)TCGA-EW-A3E8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
PALM2-AKAP2SNVMissense_Mutationc.443N>Ap.Cys148Tyrp.C148Yprotein_codingtolerated(1)benign(0)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PALM2-AKAP2SNVMissense_Mutationrs748723983c.466N>Tp.Pro156Serp.P156Sprotein_codingtolerated(0.89)benign(0.02)TCGA-AZ-4684-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyfolfoxPD
PALM2-AKAP2SNVMissense_Mutationc.662N>Tp.Ala221Valp.A221Vprotein_codingtolerated(0.3)benign(0.003)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PALM2-AKAP2SNVMissense_Mutationnovelc.140N>Ap.Arg47Glnp.R47Qprotein_codingdeleterious_low_confidence(0.02)probably_damaging(0.995)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PALM2-AKAP2SNVMissense_Mutationnovelc.361N>Tp.Asp121Tyrp.D121Yprotein_codingdeleterious(0)probably_damaging(0.983)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PALM2-AKAP2SNVMissense_Mutationnovelc.403N>Cp.Asn135Hisp.N135Hprotein_codingtolerated(0.08)possibly_damaging(0.694)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PALM2-AKAP2SNVMissense_Mutationnovelc.676N>Cp.Ser226Prop.S226Pprotein_codingtolerated(0.48)benign(0)TCGA-AJ-A3EL-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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