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1.
J Cell Mol Med ; 24(18): 10978-10986, 2020 09.
Article in English | MEDLINE | ID: mdl-32790151

ABSTRACT

Myeloproliferative neoplasms are divided into essential thrombocythemia (ET), polycythemia vera (PV) and primary myelofibrosis (PMF). Although ruxolitinib was proven to be effective in reducing symptoms, patients rarely achieve complete molecular remission. Therefore, it is relevant to identify new therapeutic targets to improve the clinical outcome of patients. Bcl-xL protein, the long isoform encoded by alternative splicing of the Bcl-x gene, acts as an anti-apoptotic regulator. Our study investigated the role of Bcl-xL as a marker of severity of MPN and the possibility to target Bcl-xL in patients. 129 MPN patients and 21 healthy patients were enrolled in the study. We analysed Bcl-xL expression in leucocytes and in enriched CD34+ and CD235a+ cells. Furthermore, ABT-737, a Bcl-xL inhibitor, was tested in HEL cells and in leucocytes from MPN patients. Bcl-xL was found progressively over-expressed in cells from ET, PV and PMF patients, independently by JAK2 mutational status. Moreover, our data indicated that the combination of ABT-737 and ruxolitinib resulted in a significantly higher apoptotic rate than the individual drug. Our study suggests that Bcl-xL plays an important role in MPN independently from JAK2 V617F mutation. Furthermore, data demonstrate that targeting simultaneously JAK2 and Bcl-xL might represent an interesting new approach.


Subject(s)
Molecular Targeted Therapy , Myeloproliferative Disorders/drug therapy , Neoplasm Proteins/antagonists & inhibitors , bcl-X Protein/antagonists & inhibitors , Alternative Splicing , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Apoptosis/drug effects , Biomarkers, Tumor , Biphenyl Compounds/administration & dosage , Biphenyl Compounds/pharmacology , Cell Division/drug effects , Cell Line, Tumor , Drug Synergism , Hematopoietic Stem Cells/metabolism , Humans , Janus Kinase 2/antagonists & inhibitors , Janus Kinase 2/genetics , Leukocytes/metabolism , Mutation, Missense , Myeloproliferative Disorders/genetics , Myeloproliferative Disorders/metabolism , Neoplasm Proteins/genetics , Nitriles , Nitrophenols/administration & dosage , Nitrophenols/pharmacology , Philadelphia Chromosome , Piperazines/administration & dosage , Piperazines/pharmacology , Protein Isoforms/antagonists & inhibitors , Protein Kinase Inhibitors/administration & dosage , Protein Kinase Inhibitors/pharmacology , Pyrazoles/administration & dosage , Pyrazoles/pharmacology , Pyrimidines , Severity of Illness Index , Sulfonamides/administration & dosage , Sulfonamides/pharmacology , bcl-X Protein/genetics
2.
Sci Rep ; 10(1): 9156, 2020 06 08.
Article in English | MEDLINE | ID: mdl-32514107

ABSTRACT

Myelodysplastic syndromes (MDS) are hematological malignancies characterized by ineffective hematopoiesis and increased apoptosis in the bone marrow, which cause peripheral cytopenia. Mitochondria are key regulators of apoptosis and a site of iron accumulation that favors reactive oxygen species (ROS) production with detrimental effects on cell survival. Although the energy metabolism could represent an attractive therapeutic target, it was poorly investigated in MDS. The purpose of the study was to analyze how the presence of myelodysplastic hematopoiesis, iron overload and chelation impact on mitochondrial metabolism. We compared energy balance, OxPhos activity and efficiency, lactic dehydrogenase activity and lipid peroxidation in mononuclear cells (MNCs), isolated from 38 MDS patients and 79 healthy controls. Our data show that ATP/AMP ratio is reduced during aging and even more in MDS due to a decreased OxPhos activity associated with an increment of lipid peroxidation. Moreover, the lactate fermentation enhancement was observed in MDS and elderly subjects, probably as an attempt to restore the energy balance. The biochemical alterations of MNCs from MDS patients have been partially restored by the in vitro iron chelation, while only slight effects were observed in the age-matched control samples. By contrast, the addition of iron chelators on MNCs from young healthy subjects determined a decrement in the OxPhos efficiency and an increment of lactate fermentation and lipid peroxidation. In summary, MDS-MNCs display an altered energy metabolism associated with increased oxidative stress, due to iron accumulation. This condition could be partially restored by iron chelation.


Subject(s)
Energy Metabolism , Iron Overload/metabolism , Iron/metabolism , Myelodysplastic Syndromes/metabolism , Adenosine Monophosphate/metabolism , Adenosine Triphosphate/metabolism , Adolescent , Adult , Aged , Aged, 80 and over , Cells, Cultured , Child , Female , Humans , Iron Chelating Agents/therapeutic use , Iron Overload/drug therapy , Leukocytes, Mononuclear/metabolism , Lipid Peroxidation , Male , Middle Aged , Mitochondria/metabolism , Myelodysplastic Syndromes/drug therapy , Oxidative Phosphorylation , Reactive Oxygen Species/metabolism , Young Adult
4.
J Clin Med ; 9(1)2020 Jan 19.
Article in English | MEDLINE | ID: mdl-31963812

ABSTRACT

BACKGROUND: Acute myeloid leukemia is a heterogeneous hematological disease, characterized by karyotypic and molecular alterations. Mutations in IDH2 have a role in diagnosis and as a minimal residue disease marker. Often the variant allele frequency during follow up is less than 20%, which represents the limit of detection of Sanger sequencing. Therefore, the development of sensitive methodologies to identify IDH2 mutations might help to monitor patients' response to therapy. We compared three different methods to identify and monitor IDH2 mutations in patients' specimens. METHODS: Performances of PNA-PCR clamping, droplet digital PCR and Sanger for IDH2 status identification were evaluated and compared in 96 DNA patients' specimens. RESULTS: In contrast with Sanger sequencing, our results highlighted the concordance between PNA clamping and digital PCR. Furthermore, PNA-PCR clamping was able to detect more mutated DNA with respect to Sanger sequencing that showed several false negatives independently from the allelic frequency. CONCLUSIONS: We found that PNA-PCR clamping and digital PCR identified IDH2 mutations in DNA samples with comparable results in a percentage significantly higher compared to Sanger sequencing. PNA-PCR clamping can be used even in laboratories not equipped for sophisticated analyses, decreasing cost and time for IDH2 characterization.

5.
J Clin Med ; 8(7)2019 Jul 04.
Article in English | MEDLINE | ID: mdl-31277439

ABSTRACT

In most of the acute myeloid leukemia patients there is an aberrant tyrosine kinase activity. The prototype of Sprouty proteins was originally identified in Drosophila melanogaster as antagonists of Breathless, the mammalian ortholog of fibroblast growth factor receptor. Usually, SPRY family members are inhibitors of RAS signaling induced by tyrosine kinases receptors and they are implicated in negative feedback processes regulating several intracellular pathways. The present study aims to investigate the role of a member of the Sprouty family, Sprouty1, as a regulator of cell proliferation and growth in patients affected by acute myeloid leukemia. Sprouty1 mRNA and protein were both significantly down-regulated in acute myeloid leukemia cells compared to the normal counterpart, but they were restored when remission is achieved after chemotherapy. Ectopic expression of Sprouty1 revealed that it plays a key role in the proliferation and apoptotic defect that represent a landmark of the leukemic cells. Our study identified Sprouty1 as negative regulator involved in the aberrant signals of adult acute myeloid leukemia. Furthermore, we found a correlation between Sprouty1 and FoxO3a delocalization in acute myeloid leukemia (AML) patients at diagnosis, suggesting a multistep regulation of RAS signaling in human cancers.

6.
Int J Mol Sci ; 20(9)2019 May 07.
Article in English | MEDLINE | ID: mdl-31067725

ABSTRACT

New techniques are on the horizon for the detection of small leukemic clones in both, acute leukemias and myeloproliferative disorders. A promising approach is based on digital polymerase chain reaction (PCR). Digital PCR (dPCR) is a breakthrough technology designed to provide absolute nucleic acid quantification. It is particularly useful to detect a low amount of target and therefore it represents an alternative method for detecting measurable residual disease (MRD). The main advantages are the high precision, the very reliable quantification, the absolute quantification without the need for a standard curve, and the excellent reproducibility. Nowadays the main disadvantages of this strategy are the costs that are still higher than standard qPCR, the lack of standardized methods, and the limited number of laboratories that are equipped with instruments for dPCR. Several studies describing the possibility and advantages of using digital PCR for the detection of specific leukemic transcripts or mutations have already been published. In this review we summarize the available data on the use of dPCR in acute myeloid leukemia and myeloproliferative disorders.


Subject(s)
Biomarkers, Tumor/genetics , Leukemia, Myeloid, Acute/diagnosis , Molecular Diagnostic Techniques/methods , Polymerase Chain Reaction/methods , Humans , Leukemia, Myeloid, Acute/therapy , Molecular Diagnostic Techniques/standards , Polymerase Chain Reaction/standards
7.
J Cell Mol Med ; 23(6): 4349-4357, 2019 06.
Article in English | MEDLINE | ID: mdl-31033209

ABSTRACT

Myeloproliferative neoplasms are chronic myeloid cancers divided in Philadelphia positive and negative. The JAK2 V617F is the most common mutation in Philadelphia negative patients and results in a constitutive activation of the JAK/STAT pathway, conferring a proliferative advantage and apoptosis inhibition. Recent studies identified a functional crosstalk between the JAK/STAT and mTOR pathways. The identification of an effective therapy is often difficult, so the availability of new therapeutic approaches might be attractive. Previous studies showed that curcumin, the active principle of the Curcuma longa, can suppress JAK2/STAT pathways in different type of cancer and injuries. In this study, we investigated the anti-proliferative and pro-apoptotic effects of curcumin in JAK2 V617F-mutated cells. HEL cell line and cells from patients JAK2 V617F mutated have been incubated with increasing concentrations of curcumin for different time. Apoptosis and proliferation were evaluated. Subsequently, JAK2/STAT and AKT/mTOR pathways were investigated at both RNA and protein levels. We found that curcumin induces apoptosis and inhibition of proliferation in HEL cells. Furthermore, we showed that curcumin inhibits JAK2/STAT and mTORC1 pathways in JAK2 V617F-mutated cells. This inhibition suggests that curcumin could represent an alternative strategy to be explored for the treatment of patients with myeloproliferative neoplasms.


Subject(s)
Curcumin/pharmacology , Janus Kinase 2/antagonists & inhibitors , Leukemia, Erythroblastic, Acute/pathology , Mechanistic Target of Rapamycin Complex 1/antagonists & inhibitors , Mutation , Myeloproliferative Disorders/pathology , STAT Transcription Factors/antagonists & inhibitors , Adult , Aged , Aged, 80 and over , Antineoplastic Agents/pharmacology , Apoptosis , Biomarkers, Tumor , Case-Control Studies , Cell Movement , Cell Proliferation , Female , Follow-Up Studies , Gene Expression Regulation, Neoplastic , Humans , Janus Kinase 2/genetics , Janus Kinase 2/metabolism , Leukemia, Erythroblastic, Acute/drug therapy , Leukemia, Erythroblastic, Acute/metabolism , Leukocytes, Mononuclear/drug effects , Leukocytes, Mononuclear/metabolism , Leukocytes, Mononuclear/pathology , Male , Mechanistic Target of Rapamycin Complex 1/genetics , Mechanistic Target of Rapamycin Complex 1/metabolism , Middle Aged , Myeloproliferative Disorders/drug therapy , Myeloproliferative Disorders/metabolism , Phosphorylation , STAT Transcription Factors/genetics , STAT Transcription Factors/metabolism , Signal Transduction , Tumor Cells, Cultured , Young Adult
8.
Haematologica ; 104(4): 717-728, 2019 04.
Article in English | MEDLINE | ID: mdl-30409797

ABSTRACT

The oncoprotein BCR-ABL1 triggers chronic myeloid leukemia. It is clear that the disease relies on constitutive BCR-ABL1 kinase activity, but not all the interactors and regulators of the oncoprotein are known. We describe and validate a Drosophila leukemia model based on inducible human BCR-ABL1 expression controlled by tissue-specific promoters. The model was conceived to be a versatile tool for performing genetic screens. BCR-ABL1 expression in the developing eye interferes with ommatidia differentiation and expression in the hematopoietic precursors increases the number of circulating blood cells. We show that BCR-ABL1 interferes with the pathway of endogenous dAbl with which it shares the target protein Ena. Loss of function of ena or Dab, an upstream regulator of dAbl, respectively suppresses or enhances both the BCR-ABL1-dependent phenotypes. Importantly, in patients with leukemia decreased human Dab1 and Dab2 expression correlates with more severe disease and Dab1 expression reduces the proliferation of leukemia cells. Globally, these observations validate our Drosophila model, which promises to be an excellent system for performing unbiased genetic screens aimed at identifying new BCR-ABL1 interactors and regulators in order to better elucidate the mechanism of leukemia onset and progression.


Subject(s)
Animals, Genetically Modified , Fusion Proteins, bcr-abl , Gene Expression Regulation, Leukemic , Leukemia, Myelogenous, Chronic, BCR-ABL Positive , Animals , Animals, Genetically Modified/genetics , Animals, Genetically Modified/metabolism , Disease Models, Animal , Drosophila melanogaster , Fusion Proteins, bcr-abl/biosynthesis , Fusion Proteins, bcr-abl/genetics , Humans , Leukemia, Myelogenous, Chronic, BCR-ABL Positive/genetics , Leukemia, Myelogenous, Chronic, BCR-ABL Positive/metabolism , Leukemia, Myelogenous, Chronic, BCR-ABL Positive/pathology
9.
Leuk Res ; 67: 6-11, 2018 04.
Article in English | MEDLINE | ID: mdl-29407184

ABSTRACT

Acute myeloid leukemia is a genetically heterogeneous disease characterized by the accumulation of mutations in hematopoietic progenitor cells. For its heterogeneity, prognostic markers are very useful for therapeutic choice. The most important prognostic markers are age, white blood cell count, chromosomal alterations and gene mutations. Recent works have studied the prognostic significance of WT1 polymorphisms and mutations, highlighting the role of SNP rs16754 as a positive prognostic factor in AML patients. Nevertheless, the data are still unclear. To investigate the role of WT1 rs16754 polymorphism in AML, we designed a new tool for the detection using PNA directed PCR Clamping technology. Our data were able to establish a correlation between SNP rs16754 and the clinical outcome. Our results support the hypothesis that rs16754 polymorphism is an independent positive prognostic molecular marker that could be useful for therapeutic choice. In view of this, we described a novel assay faster, more sensitive and cheaper than DNA sequencing. The assay allows evaluating WT1 rs16754 polymorphism in diagnostic routine to improve prognostic information faster and without over-costing for diagnostic laboratories.


Subject(s)
Leukemia, Myeloid, Acute/genetics , Polymorphism, Single Nucleotide , WT1 Proteins/genetics , Adult , Aged , Chromosome Aberrations , Cost Savings , Disease-Free Survival , Female , Gene Expression Regulation, Leukemic , Humans , K562 Cells , Male , Middle Aged , Mutation , Peptide Nucleic Acids/chemistry , Polymerase Chain Reaction/economics , Polymerase Chain Reaction/methods , Prognosis , Survival Analysis
10.
Oncotarget ; 8(4): 6399-6405, 2017 Jan 24.
Article in English | MEDLINE | ID: mdl-28031530

ABSTRACT

The myeloproliferative neoplasms are chronic myeloid cancers divided in Philadelphia positive (Ph+), chronic myeloid leukemia, or negative: polycythemia vera (PV) essential thrombocythemia (ET), and primary myelofibrosis (PMF). Most Ph negative cases have an activating JAK2 or MPL mutation. Recently, somatic mutations in the calreticulin gene (CALR) were detected in 56-88% of JAK2/MPL-negative patients affected by ET or PMF. The most frequent mutations in CARL gene are type-1 and 2. Currently, CALR mutations are evaluated by sanger sequencing. The evaluation of CARL mutations increases the diagnostic accuracy in patients without other molecular markers and could represent a new therapeutic target for molecular drugs.We developed a novel detection assay in order to identify type-1 and 2 CALR mutations by PNA directed PCR clamping. Seventy-five patients affected by myeloproliferative neoplasms and seven controls were examined by direct DNA sequencing and by PNA directed PCR clamping. The assay resulted to be more sensitive, specific and cheaper than sanger sequencing and it could be applied even in laboratory not equipped for more sophisticated analysis. Interestingly, we report here a case carrying both type 1 and type2 mutations in CALR gene.


Subject(s)
Biomarkers, Tumor/genetics , Calbindin 2/genetics , DNA Mutational Analysis/methods , Mutation , Myeloproliferative Disorders/genetics , Polymerase Chain Reaction/methods , Case-Control Studies , Genetic Predisposition to Disease , Humans , Myeloproliferative Disorders/diagnosis , Predictive Value of Tests , Reproducibility of Results
11.
Oncotarget ; 7(45): 74082-74096, 2016 Nov 08.
Article in English | MEDLINE | ID: mdl-27765915

ABSTRACT

Meningioma 1 (MN1) gene overexpression has been reported in acute myeloid leukaemia (AML) patients and identified as a negative prognostic factor. In order to characterize patients presenting gene overexpression and to verify if MN1 transcript could be a useful marker for minimal residual disease detection, MN1 was quantified in 136 AML patients with different cytogenetic risk and in 50 normal controls. In 20 patients bearing a fusion gene transcript suitable for minimal residual disease quantitative assessment and in 8 patients with NPM1 mutation, we performed a simultaneous analysis of MN1 and the fusion-gene transcript or NPM1 mutation during follow-up. Sequential MN1 and WT1 analysis was also performed in 13 AML patients lacking other molecular markers. The data obtained show that normal cells consistently express low levels of MN1 transcript. In contrast, high levels of MN1 expression are present in 47% of patients with normal karyotype and in all cases with inv(16). MN1 levels during follow-up were found to follow the pattern of other molecular markers (fusion gene transcripts, NPM1 and WT1). Increased MN1 expression in the BM during follow up was always found to be predictive of an impending hematological relapse.


Subject(s)
Biomarkers, Tumor/biosynthesis , Biomarkers, Tumor/genetics , Leukemia, Myeloid, Acute/genetics , Leukemia, Myeloid, Acute/metabolism , Tumor Suppressor Proteins/biosynthesis , Tumor Suppressor Proteins/genetics , Adolescent , Adult , Aged , Case-Control Studies , Female , Humans , Leukemia, Myeloid, Acute/classification , Male , Middle Aged , Neoplasm, Residual , Nucleophosmin , Trans-Activators , Young Adult
12.
Cancer Med ; 5(7): 1650-3, 2016 07.
Article in English | MEDLINE | ID: mdl-27167495

ABSTRACT

The Wilms tumor gene WT1 is a useful marker of clonal hematopoiesis and it has been shown to be a good marker of residual disease and it reflects the response to therapy. Although myelofibrosis is characterized by mutations of JAK2 and calreticulin (CALR), these mutations are not useful to monitor response to therapy. In this study we demonstrated that in patients affected by myelofibrosis WT1 correlates with the International Prognostic Scoring System (IPSS) score at diagnosis. Furthermore WT1 is a good marker of response to JAK2 inhibitors especially for patients without blasts and for patients who develop anemia or thrombocytopenia not for progression but as therapy related toxicity. Finally, WT1 transcript reduction can mirror a benefit of therapy on the disease burden. This study demonstrated that WT1 is a good marker for monitoring the response to therapy in patients affected by myelofibrosis.


Subject(s)
Gene Expression , Primary Myelofibrosis/diagnosis , Primary Myelofibrosis/genetics , WT1 Proteins/genetics , Biomarkers , Humans , Janus Kinase 2/antagonists & inhibitors , Janus Kinase 2/genetics , Mutation , Primary Myelofibrosis/therapy , Prognosis , Protein Kinase Inhibitors/therapeutic use , Treatment Outcome
13.
Biomark Res ; 3: 15, 2015.
Article in English | MEDLINE | ID: mdl-26146560

ABSTRACT

BACKGROUND: Mutations of the BCR-ABL1 fusion gene represent a well established cause of resistance to tyrosine kinase inhibitors. Among the different mutations identified T315I is of particular concern since it is not effectively targeted by the majority of Tyrosine Kinase Inhibitors so far available. We developed a novel assay based on peptide nucleic acid (PNA) technology coupled to immunofluorescence microscopy (PNA-FISH) for the specific detection at a single cell level of BCR-ABL (T315I) mutation thus improving both, diagnostic resolution and the study of clonal prevalence. Furthermore we developed an additional method based on PNA directed PCR-clamping for the fast and easy detection of the mutation. RESULTS: The PNA directed PCR clamping allows to detect an amount of mutated template as low as 0.5 %. This method is highly sensitive, specific and cheap and could be applied even in laboratory not equipped for more sophisticated analysis. Furthermore, the PNA FISH method allows to identify a small amount of progenitor cells still present after therapy with specific inhibitors. CONCLUSIONS: We present here two different methods based on PNA for the detection of T315I useful for different purposes. PNA-FISH can be used to study clonal evolution. In addition, this method could help in the study of compound mutations being able to identify two different mutations in a single cell. PNA directed PCR clamping although not superior to sequencing can be applied worldwide even in laboratory not equipped to search for mutations.

15.
BMC Cancer ; 13: 348, 2013 Jul 18.
Article in English | MEDLINE | ID: mdl-23865766

ABSTRACT

BACKGROUND: Mutation(s) of the JAK2 gene (V617F) has been described in a significant proportion of Philadelphia negative Myeloproliferative Neoplasms (MPN) patients and its detection is now a cornerstone in the diagnostic algorithm. METHODS: We developed a novel assay based on peptide nucleic acid (PNA) technology coupled to immuno-fluorescence microscopy (PNA-FISH) for the specific detection at a single cell level of JAK2-mutation thus improving both the diagnostic resolution and the study of clonal prevalence. RESULTS: Using this assay we found a percentage of mutated CD34+ cells ranging from 40% to 100% in Polycythemia Vera patients, from 15% to 80% in Essential Thrombocythemia and from 25% to 100% in Primary Myelofibrosis. This method allows to distinguish, with a high degree of specificity, at single cell level, between CD34+ progenitor stem cells harbouring the mutated or the wild type form of JAK2 in NPM patients. CONCLUSIONS: This method allows to identify multiple gene abnormalities which will be of paramount relevance to understand the pathophysiology and the evolution of any type of cancer.


Subject(s)
Janus Kinase 2/genetics , Microscopy, Fluorescence/methods , Mutation , Myeloproliferative Disorders/diagnosis , Myeloproliferative Disorders/genetics , Peptide Nucleic Acids , Cell Separation , Flow Cytometry , Humans , Polymerase Chain Reaction
16.
Leuk Res ; 37(5): 520-30, 2013 May.
Article in English | MEDLINE | ID: mdl-23415111

ABSTRACT

Chronic myelomonocytic leukemia (CMML) is a clonal disorder sharing features of myelodysplastic syndromes and chronic myeloproliferative neoplasms. Although rare chromosomal aberrations and point mutations are reported in CMML, the molecular defects underlying CMML are largely unknown. ROS1 encodes a tyrosine kinase that is abnormally expressed and translocated in brain and lung cancers. In this study we show that ROS1 is abnormally activated in the CD34+ compartment of approximately 70% of CMML patients resulting in the activation of the Erk/Akt pathways through the Grb2/SOS complex thus revealing a central oncogenic role for ROS1 in CMML which might represent a molecular target.


Subject(s)
Gene Expression Regulation, Enzymologic , Gene Expression Regulation, Leukemic , Leukemia, Myelogenous, Chronic, BCR-ABL Positive/enzymology , MAP Kinase Signaling System , Protein-Tyrosine Kinases/biosynthesis , Proto-Oncogene Proteins/biosynthesis , Animals , Antigens, CD34/genetics , Antigens, CD34/metabolism , Enzyme Activation/genetics , Female , GRB2 Adaptor Protein/genetics , GRB2 Adaptor Protein/metabolism , HEK293 Cells , Humans , Leukemia, Myelogenous, Chronic, BCR-ABL Positive/genetics , Male , Mice , NIH 3T3 Cells , Protein-Tyrosine Kinases/genetics , Proto-Oncogene Proteins/genetics , Proto-Oncogene Proteins c-akt/genetics , Proto-Oncogene Proteins c-akt/metabolism
17.
Med Biol Eng Comput ; 50(4): 359-72, 2012 Apr.
Article in English | MEDLINE | ID: mdl-22430617

ABSTRACT

This study aims to develop an automatic detector of the A phases of the cyclic alternating pattern, periodic activity that generally occurs during non-REM (NREM) sleep. Eight polysomnographic recordings from healthy subjects were examined. From EEG recordings, five band descriptors, an activity descriptor and a variance descriptor were extracted and used to train different machine-learning algorithms. A visual scoring provided by an expert clinician was used as golden standard. Four alternative mathematical machine-learning techniques were implemented: (1) discriminant classifier, (2) support vector machines, (3) adaptive boosting, and (4) supervised artificial neural network. The results of the classification, compared with the visual analysis, showed average accuracies equal to 84.9 and 81.5% for the linear discriminant and the neural network, respectively, while AdaBoost had a slightly lower accuracy, equal to 79.4%. The SVM leads to accuracy of 81.9%. The performance achieved by the automatic classification is encouraging, since an efficient automatic classifier would benefit the practice in everyday clinics, preventing the physician from the time-consuming activity of the visually scoring of the sleep microstructure over whole 8-h sleep recordings. Finally, the classification based on learning algorithms would provide an objective criterion, overcoming the problems of inter-scorer disagreement.


Subject(s)
Signal Processing, Computer-Assisted , Sleep Stages/physiology , Adult , Algorithms , Electroencephalography/methods , Female , Humans , Male , Neural Networks, Computer , Polysomnography/methods , Support Vector Machine
18.
Clin Neurophysiol ; 122(10): 2016-24, 2011 Oct.
Article in English | MEDLINE | ID: mdl-21439902

ABSTRACT

OBJECTIVE: This study aims to identify, starting from a single EEG trace, quantitative distinctive features characterizing the A phases of the Cyclic Alternating Pattern (CAP). METHODS: The C3-A2 or C4-A1 EEG leads of the night recording of eight healthy adult subjects were used for this analysis. CAP was scored by an expert and the portions relative to NREM were selected. Nine descriptors were computed: band descriptors (low delta, high delta, theta, alpha, sigma and beta); Hjorth activity in the low delta and high delta bands; differential variance of the EEG signal. The information content of each descriptor in recognizing the A phases was evaluated through the computation of the ROC curves and the statistics sensitivity, specificity and accuracy. RESULTS: The ROC curves show that all the descriptors have a certain significance in characterizing A phases. The average accuracy obtained by thresholding the descriptors ranges from 59.89 (sigma descriptor) to 72.44 (differential EEG variance). CONCLUSIONS: The results show that it is possible to attribute a significant quantitative value to the information content of the descriptors. SIGNIFICANCE: This study gives a mathematical confirm to the features of CAP generally described qualitatively, and puts the bases for the creation of automatic detection methods.


Subject(s)
Electroencephalography/methods , Periodicity , Sleep Stages/physiology , Adult , Female , Humans , Male , Polysomnography/methods , Sleep/physiology , Young Adult
19.
Article in English | MEDLINE | ID: mdl-21096032

ABSTRACT

This study aimed to develop an automatic algorithm to detect the activation phases (A phases) of the Cyclic Alternating Pattern. The sleep EEG microstructure of 4 adult, healthy subjects was scored by a sleep medicine expert. Features were calculated from each of the six EEG bands (low delta, high delta, theta, alpha, sigma and beta), and three additional characteristics were computed: the Hjorth activity in the low delta and high delta bands, and the differential variance of the raw EEG signal. The correlation between couples of features was analyzed to find redundancies for the automatic analysis. The features were used to train an Artificial Neural Network to automatically find the A phases of CAP. The data were divided into training, validation and testing set, and the visual scoring provided by the clinician was used as the desired output. The statistics on the second by second classification show an average sensitivity equal to 76%, specificity equal to 83% and accuracy equal to 82%. The results obtained are encouraging, since an automatic classification of the A phases could benefit the practice in clinics, preventing the physician from the time-consuming activity of visually scoring the sleep microstructure over the whole eight-hour sleep recordings. Moreover, it would provide an objective criterion capable of overcoming the problems of inter-scorer variability.


Subject(s)
Automation/methods , Electroencephalography/methods , Sleep Stages/physiology , Adult , Humans , Neural Networks, Computer
20.
Haematologica ; 95(8): 1308-16, 2010 Aug.
Article in English | MEDLINE | ID: mdl-20534700

ABSTRACT

BACKGROUND: Usefulness of iron chelation therapy in myelodysplastic patients is still under debate but many authors suggest its possible role in improving survival of low-risk myelodysplastic patients. Several reports have described an unexpected effect of iron chelators, such as an improvement in hemoglobin levels, in patients affected by myelodysplastic syndromes. Furthermore, the novel chelator deferasirox induces a similar improvement more rapidly. Nuclear factor-kappaB is a key regulator of many cellular processes and its impaired activity has been described in different myeloid malignancies including myelodysplastic syndromes. DESIGN AND METHODS: We evaluated deferasirox activity on nuclear factor-kappaB in myelodysplastic syndromes as a possible mechanism involved in hemoglobin improvement during in vivo treatment. Forty peripheral blood samples collected from myelodysplastic syndrome patients were incubated with 50 muM deferasirox for 18h. RESULTS: Nuclear factor-kappaB activity dramatically decreased in samples showing high basal activity as well as in cell lines, whereas no similar behavior was observed with other iron chelators despite a similar reduction in reactive oxygen species levels. Additionally, ferric hydroxyquinoline incubation did not decrease deferasirox activity in K562 cells suggesting the mechanism of action of the drug is independent from cell iron deprivation by chelation. Finally, incubation with both etoposide and deferasirox induced an increase in K562 apoptotic rate. CONCLUSIONS: Nuclear factor-kappaB inhibition by deferasirox is not seen from other chelators and is iron and reactive oxygen species scavenging independent. This could explain the hemoglobin improvement after in vivo treatment, such that our hypothesis needs to be validated in further prospective studies.


Subject(s)
Benzoates/pharmacology , Iron/antagonists & inhibitors , NF-kappa B/antagonists & inhibitors , Reactive Oxygen Species/antagonists & inhibitors , Triazoles/pharmacology , Aged , Aged, 80 and over , Apoptosis/drug effects , Blotting, Western , Deferasirox , Electrophoretic Mobility Shift Assay , Female , Flow Cytometry , Fluorescent Antibody Technique , Humans , Iron/metabolism , Iron Chelating Agents/pharmacology , K562 Cells , Leukemia/metabolism , Leukemia/pathology , Male , Middle Aged , Myelodysplastic Syndromes/metabolism , Myelodysplastic Syndromes/pathology , NF-kappa B/metabolism , Protein Binding/drug effects , Reactive Oxygen Species/metabolism
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