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: SYNJ2

Gene summary for SYNJ2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SYNJ2

Gene ID

8871

Gene namesynaptojanin 2
Gene AliasINPP5H
Cytomap6q25.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

A0A1W2PR85


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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
8871SYNJ2A015-C-002HumanColorectumFAP2.41e-12-6.00e-01-0.0763
8871SYNJ2A001-C-203HumanColorectumFAP1.61e-07-2.22e-01-0.0481
8871SYNJ2A002-C-116HumanColorectumFAP2.61e-28-5.20e-01-0.0452
8871SYNJ2A014-C-008HumanColorectumFAP1.54e-09-3.97e-01-0.191
8871SYNJ2A018-E-020HumanColorectumFAP8.53e-16-4.55e-01-0.2034
8871SYNJ2F034HumanColorectumFAP2.31e-16-3.71e-01-0.0665
8871SYNJ2F072BHumanColorectumFAP1.06e-03-8.82e-020.257
8871SYNJ2CRC-1-8810HumanColorectumCRC1.34e-02-1.66e-010.6257
8871SYNJ2CRC-3-11773HumanColorectumCRC2.04e-06-2.81e-010.2564
8871SYNJ2HCC1_MengHumanLiverHCC2.43e-19-5.98e-020.0246
8871SYNJ2HCC2_MengHumanLiverHCC1.63e-06-2.67e-020.0107
8871SYNJ2HCC2HumanLiverHCC5.24e-083.76e+000.5341
8871SYNJ2S027HumanLiverHCC2.17e-059.11e-010.2446
8871SYNJ2S028HumanLiverHCC1.08e-158.95e-010.2503
8871SYNJ2S029HumanLiverHCC1.19e-097.53e-010.2581
8871SYNJ2GSM5252126_BPH283PrGF_ViaHumanProstateBPH1.77e-023.71e-01-0.1771
8871SYNJ2GSM5252130_BPH340PrGF_ViaHumanProstateBPH9.43e-085.33e-01-0.1972
8871SYNJ2GSM5252132_BPH389PrGFHumanProstateBPH4.72e-058.04e-01-0.2247
8871SYNJ2GSM5252133_BPH389PrSFHumanProstateBPH2.91e-037.15e-01-0.2027
8871SYNJ2GSM5252134_BPH511PrG_Fcol_3GEXHumanProstateBPH9.07e-034.06e-01-0.1433
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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:0007163ColorectumADestablishment or maintenance of cell polarity77/3918218/187235.72e-072.08e-0577
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0001667ColorectumADameboidal-type cell migration137/3918475/187232.17e-054.33e-04137
GO:0006066ColorectumADalcohol metabolic process106/3918353/187233.02e-055.57e-04106
GO:0044262ColorectumADcellular carbohydrate metabolic process87/3918283/187236.00e-051.01e-0387
GO:0090132ColorectumADepithelium migration105/3918360/187231.18e-041.73e-03105
GO:0010632ColorectumADregulation of epithelial cell migration88/3918292/187231.19e-041.75e-0388
GO:0010631ColorectumADepithelial cell migration104/3918357/187231.33e-041.90e-03104
GO:0030258ColorectumADlipid modification67/3918212/187231.66e-042.27e-0367
GO:0090130ColorectumADtissue migration105/3918365/187232.10e-042.77e-03105
GO:0045197ColorectumADestablishment or maintenance of epithelial cell apical/basal polarity20/391844/187232.26e-042.94e-0320
GO:0035088ColorectumADestablishment or maintenance of apical/basal cell polarity21/391849/187234.31e-044.82e-0321
GO:0061245ColorectumADestablishment or maintenance of bipolar cell polarity21/391849/187234.31e-044.82e-0321
GO:0043409ColorectumADnegative regulation of MAPK cascade57/3918180/187234.61e-045.14e-0357
GO:0050673ColorectumADepithelial cell proliferation119/3918437/187238.75e-048.51e-03119
GO:0043542ColorectumADendothelial cell migration78/3918279/187232.97e-032.22e-0278
GO:0006650ColorectumADglycerophospholipid metabolic process83/3918306/187235.40e-033.55e-0283
GO:0006644ColorectumADphospholipid metabolic process101/3918383/187235.80e-033.67e-02101
GO:0046164ColorectumADalcohol catabolic process20/391855/187236.03e-033.78e-0220
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04070ColorectumCRCPhosphatidylinositol signaling system25/109197/84654.27e-044.60e-033.12e-0325
hsa00562ColorectumCRCInositol phosphate metabolism18/109173/84654.38e-032.52e-021.71e-0218
hsa040701ColorectumCRCPhosphatidylinositol signaling system25/109197/84654.27e-044.60e-033.12e-0325
hsa005621ColorectumCRCInositol phosphate metabolism18/109173/84654.38e-032.52e-021.71e-0218
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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
SYNJ2SNVMissense_Mutationc.2150C>Tp.Ser717Phep.S717FO15056protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SYNJ2SNVMissense_Mutationc.4275G>Cp.Leu1425Phep.L1425FO15056protein_codingtolerated_low_confidence(0.06)benign(0.296)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SYNJ2SNVMissense_Mutationc.1877C>Tp.Ser626Leup.S626LO15056protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SYNJ2SNVMissense_Mutationnovelc.599N>Tp.Gln200Leup.Q200LO15056protein_codingdeleterious(0)possibly_damaging(0.801)TCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
SYNJ2insertionIn_Frame_Insnovelc.2162_2163insCTTCCTAGGAGTAGACACTCCp.Phe722_Trp723insLeuGlyValAspThrProPhep.F722_W723insLGVDTPFO15056protein_codingTCGA-A8-A09C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SYNJ2insertionNonsense_Mutationnovelc.600_601insTTCCCATATTTAATATGATTTTTAATCACTTATTGATCATGATTp.Ala201PhefsTer6p.A201Ffs*6O15056protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
SYNJ2insertionFrame_Shift_Insnovelc.2115_2116insCCATGTTTCTATGGACTCGTATGCGTCATAAGTGGGCp.Lys706ProfsTer26p.K706Pfs*26O15056protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
SYNJ2insertionFrame_Shift_Insnovelc.3204_3205insTTCCTAACGCAGACCTGTGCTGGCGATCGTGGAGGTGGp.Lys1069PhefsTer62p.K1069Ffs*62O15056protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
SYNJ2deletionFrame_Shift_Delnovelc.2143_2147delGTTTTp.Val715PhefsTer3p.V715Ffs*3O15056protein_codingTCGA-BH-A0AV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SYNJ2deletionFrame_Shift_Delc.3821delNp.Pro1275LeufsTer4p.P1275Lfs*4O15056protein_codingTCGA-BH-A18G-01Breastbreast invasive 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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