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: PACSIN2

Gene summary for PACSIN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PACSIN2

Gene ID

11252

Gene nameprotein kinase C and casein kinase substrate in neurons 2
Gene AliasSDPII
Cytomap22q13.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9UNF0


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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
11252PACSIN2A002-C-203HumanColorectumFAP1.37e-13-3.98e-010.2786
11252PACSIN2A001-C-119HumanColorectumFAP7.81e-09-4.02e-01-0.1557
11252PACSIN2A001-C-108HumanColorectumFAP3.94e-22-3.70e-01-0.0272
11252PACSIN2A002-C-205HumanColorectumFAP1.50e-29-4.73e-01-0.1236
11252PACSIN2A001-C-104HumanColorectumFAP5.25e-07-2.70e-010.0184
11252PACSIN2A015-C-005HumanColorectumFAP2.57e-06-2.77e-01-0.0336
11252PACSIN2A015-C-006HumanColorectumFAP1.44e-20-4.76e-01-0.0994
11252PACSIN2A015-C-106HumanColorectumFAP1.52e-18-3.91e-01-0.0511
11252PACSIN2A002-C-114HumanColorectumFAP1.11e-24-5.08e-01-0.1561
11252PACSIN2A015-C-104HumanColorectumFAP3.63e-34-4.31e-01-0.1899
11252PACSIN2A001-C-014HumanColorectumFAP4.72e-23-4.20e-010.0135
11252PACSIN2A002-C-016HumanColorectumFAP1.14e-33-5.49e-010.0521
11252PACSIN2A015-C-002HumanColorectumFAP1.24e-16-4.63e-01-0.0763
11252PACSIN2A001-C-007HumanColorectumCRC2.38e-02-3.19e-010.1899
11252PACSIN2A001-C-203HumanColorectumFAP2.24e-15-3.07e-01-0.0481
11252PACSIN2A002-C-116HumanColorectumFAP8.69e-41-5.69e-01-0.0452
11252PACSIN2A014-C-008HumanColorectumFAP3.48e-15-3.31e-01-0.191
11252PACSIN2A018-E-020HumanColorectumFAP7.45e-25-4.77e-01-0.2034
11252PACSIN2F034HumanColorectumFAP4.49e-27-4.02e-01-0.0665
11252PACSIN2F072BHumanColorectumFAP3.12e-12-3.74e-010.257
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:00301008CervixCCregulation of endocytosis47/2311211/187233.65e-055.82e-0447
GO:00315795CervixCCmembrane raft organization9/231125/187232.09e-031.52e-029
GO:00017652CervixCCmembrane raft assembly5/231111/187236.92e-033.74e-025
GO:00070092CervixCCplasma membrane organization28/2311142/187237.85e-034.14e-0228
GO:0030100ColorectumADregulation of endocytosis67/3918211/187231.42e-042.01e-0367
GO:0071709ColorectumADmembrane assembly22/391850/187232.00e-042.66e-0322
GO:0044091ColorectumADmembrane biogenesis22/391855/187239.88e-049.28e-0322
GO:0036010ColorectumADprotein localization to endosome12/391824/187231.48e-031.25e-0212
GO:00717091ColorectumSERmembrane assembly20/289750/187232.45e-056.84e-0420
GO:00440911ColorectumSERmembrane biogenesis20/289755/187231.21e-042.49e-0320
GO:0051051ColorectumSERnegative regulation of transport98/2897470/187231.01e-031.19e-0298
GO:0007009ColorectumSERplasma membrane organization36/2897142/187231.50e-031.62e-0236
GO:0031579ColorectumSERmembrane raft organization10/289725/187232.70e-032.44e-0210
GO:00301001ColorectumSERregulation of endocytosis48/2897211/187233.29e-032.82e-0248
GO:00360101ColorectumSERprotein localization to endosome9/289724/187237.19e-034.99e-029
GO:00301002ColorectumMSSregulation of endocytosis63/3467211/187234.05e-057.66e-0463
GO:00360102ColorectumMSSprotein localization to endosome12/346724/187234.68e-045.50e-0312
GO:00717092ColorectumMSSmembrane assembly19/346750/187239.61e-049.67e-0319
GO:00440912ColorectumMSSmembrane biogenesis19/346755/187233.47e-032.59e-0219
GO:00510511ColorectumMSSnegative regulation of transport110/3467470/187234.20e-033.04e-02110
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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
PACSIN2SNVMissense_Mutationc.1349G>Cp.Gly450Alap.G450AQ9UNF0protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
PACSIN2SNVMissense_Mutationnovelc.46G>Ap.Asp16Asnp.D16NQ9UNF0protein_codingtolerated(0.07)benign(0.072)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
PACSIN2SNVMissense_Mutationc.249G>Cp.Trp83Cysp.W83CQ9UNF0protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1XW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
PACSIN2SNVMissense_Mutationc.993G>Cp.Gln331Hisp.Q331HQ9UNF0protein_codingtolerated(0.13)benign(0.001)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PACSIN2SNVMissense_Mutationnovelc.315G>Cp.Met105Ilep.M105IQ9UNF0protein_codingtolerated(0.39)benign(0.02)TCGA-GM-A3NW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
PACSIN2insertionNonsense_Mutationnovelc.172_173insGAGTTAACTCAGAACTCGGGTAAGTTCCTATCACGTGGAp.Gln58delinsArgValAsnSerGluLeuGlyTerValProIleThrTrpLysp.Q58delinsRVNSELG*VPITWKQ9UNF0protein_codingTCGA-A8-A09W-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PACSIN2insertionNonsense_Mutationnovelc.88_89insTGACAGATATGGCCGCTGGAAGGTAGGTGp.Arg30LeufsTer9p.R30Lfs*9Q9UNF0protein_codingTCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PACSIN2SNVMissense_Mutationc.205N>Ap.Leu69Ilep.L69IQ9UNF0protein_codingtolerated(0.07)possibly_damaging(0.899)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
PACSIN2SNVMissense_Mutationc.894N>Cp.Trp298Cysp.W298CQ9UNF0protein_codingdeleterious(0)probably_damaging(0.921)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PACSIN2SNVMissense_Mutationrs531993562c.1258N>Ap.Asp420Asnp.D420NQ9UNF0protein_codingtolerated(0.07)benign(0.01)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
11252PACSIN2KINASE, TRANSPORTERmethotrexateMETHOTREXATE22846425
11252PACSIN2KINASE, TRANSPORTERmercaptopurineMERCAPTOPURINE22846425,27452984
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