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1.
Front Immunol ; 9: 1334, 2018.
Article in English | MEDLINE | ID: mdl-29951066

ABSTRACT

AIMS: To evaluate the correlation between the hepatic expression pattern of hsa-miR-125a-5p and HBV-DNA and the progression of fibrosis in patients with overt or occult HBV infection. METHODS: We enrolled all the HBsAg-positive treatment naive patients (overt HBV group) and all the HBsAg-negative patients with hepatocellular carcinoma and with a positive HBV-DNA in their hepatic tissue (occult HBV group), who underwent a diagnostic liver biopsy between April 2007 and April 2015. Tissue concentrations of HBV-DNA and hsa-miR-125a-5p were then analyzed by real-time quantitative PCR. Necroinflammatory activity and fibrosis were evaluated according to the Ishak score. RESULTS: During the study period, we enrolled 64 patients with overt and 10 patients with occult HBV infection. In the overt HBV group, 35 of 64 (54.7%) showed a mild fibrosis (staging 0-2), 17 (26.6%) a moderate fibrosis (staging 3-4), while the remaining 12 (18.7%) had a cirrhosis. All patients in the occult HBV group were cirrhotic. Patients with more advanced fibrosis stage showed a higher mean age when compared with those with mild (p < 0.00001) or moderate fibrosis (p < 0.00001) and were more frequently male than patients with staging 0-2 (p = 0.04). Similarly, patients with occult B infection were older than HBsAg-positive patients. Liver concentrations of miR-125a-5p were significantly higher in patients with cirrhosis (9.75 ± 4.42 AU) when compared with patients with mild (1.39 ± 0.94, p = 0.0002) or moderate fibrosis (2.43 ± 2.18, p = 0.0006) and were moderately higher in occult than in overt HBV infection (p = 0.09). Moreover, we found an inverse correlation, although not statistically significant, between the tissue HBV-DNA levels and the staging of fibrosis. CONCLUSION: This study suggests a correlation between the tissue expression of hsa-miR-125a-5p and the progression of liver damage in a group of patients with occult or overt HBV infection. If confirmed, these data suggest the hsa-miR-125a-5p may be a novel biomarker of hepatic damage.

2.
Biochem Biophys Res Commun ; 500(3): 824-827, 2018 06 07.
Article in English | MEDLINE | ID: mdl-29689270

ABSTRACT

MicroRNA-125a exhibits an antiproliferative activity and is downregulated in several types of tumors, including hepatocellular carcinoma where it targets sirtuin-7, matrix metalloproteinase-11, and c-Raf. Another target of miR-125a is Lin28, a pluripotency factor that is generally undetectable in differentiated cells but is often upregulated/reactivated in tumors where it acts as an oncogenic factor promoting cell proliferation and tumor progression. In this study we show that downregulation of Lin28b by miR-125a partially accounts for its antiproliferative activity toward hepatocellular carcinoma cells. We also found that Lin28b is able to bind a conserved GGAG motif of pre-miR-125a and to inhibit its maturation in hepatocellular carcinoma cells. Reciprocal inhibition between miR-125a and Lin28b reasonably generates a positive feedback loop where reactivation of Lin-28b inhibits the expression of both miR-125a and let-7, reinforcing its own expression and leading to a marked overexpression of the mitogenic targets of the two miRNAs. On the other hand, perturbation of these circuits by overexpression of miR-125a suppresses Lin28b leading to a decreased cell proliferation. Overall, these data support a tumor suppressive role for miR-125a and contribute to the elucidation of its molecular targets.


Subject(s)
Carcinoma, Hepatocellular/genetics , Liver Neoplasms/genetics , MicroRNAs/metabolism , RNA-Binding Proteins/metabolism , Base Sequence , Binding Sites , Carcinoma, Hepatocellular/pathology , Cell Line, Tumor , Cell Proliferation/genetics , Down-Regulation/genetics , Gene Expression Regulation, Neoplastic , Humans , Liver Neoplasms/pathology , MicroRNAs/genetics , RNA-Binding Proteins/genetics
3.
Sci Rep ; 8(1): 5309, 2018 03 28.
Article in English | MEDLINE | ID: mdl-29593231

ABSTRACT

The discovery of bioactive compounds from natural sources entails an extremely lengthy process due to the timescale and complexity of traditional methodologies. In our study, we used a rapid NMR based metabolomic approach as tool to identify secondary metabolites with anti-proliferative activity against a panel of human colorectal cancer cell lines with different mutation profiles. For this purpose, fourteen Fabaceae species of Mediterranean vegetation were investigated using a double screening method: 1H NMR profiling enabled the identification of the main compounds present in the mixtures, whilst parallel biological assays allowed the selection of two plant extracts based on their strong anti-proliferative properties. Using high-resolution 2D NMR spectroscopy, putative active constituents were identified in the mixture and isolated by performing a bio-guided fractionation of the selected plant extracts. As a result, we found two active principles: a cycloartane glycoside and protodioscin derivative. Interestingly, these metabolites displayed a preferential anti-proliferative effect on colon cancer cell lines with an intrinsic resistance to anti-EGFR therapies. Our work provides an NMR-based metabolomic approach as a powerful and efficient tool to discover natural products with anticancer activities circumventing time-consuming procedures.


Subject(s)
Antineoplastic Agents, Phytogenic/pharmacology , Colorectal Neoplasms/metabolism , Metabolomics/methods , Biological Products/chemistry , Cell Line, Tumor , Cell Proliferation/drug effects , Chemical Fractionation/methods , Diosgenin/analogs & derivatives , Diosgenin/pharmacology , Fabaceae/metabolism , Glycosides/pharmacology , Humans , Magnetic Resonance Spectroscopy/methods , Plant Extracts/pharmacology , Saponins/pharmacology , Triterpenes/pharmacology
4.
J Neurointerv Surg ; 10(10): 975-977, 2018 Oct.
Article in English | MEDLINE | ID: mdl-29439126

ABSTRACT

BACKGROUND AND PURPOSE: To report clinical and procedural outcomes of acute ischemic stroke patients after endovascular treatment with the new thromboaspiration catheter AXS Catalyst 6. METHODS: Patients with anterior and posterior circulation stroke were selected. Successful reperfusion defined as a Thrombolysis in Cerebral Infarction (TICI) score ≥2 b and 3-month functional independence defined as a modified Rankin Scale (mRS) ≤2 were the main efficacy outcomes. Symptomatic intracranial hemorrhage and mortality were the main safety outcomes. RESULTS: 107 patients were suitable for analysis. Mean age was 73.18±12.62 year and median baseline NIHSS was 17 (range: 3-32). The most frequent site of occlusion was the middle cerebral artery (MCA) (60.7%). 76.6% of patients were treated with AXS Catalyst 6 alone without the need for rescue devices or thromboaspiration catheters. Successful reperfusion was achieved in 84.1%, functional independence in 47.6%, symptomatic intracranial hemorrhage occurred in 3.7%, and mortality in 21.4%. CONCLUSIONS: Endovascular treatment with AXS Catalyst 6 proved to be safe, technically feasible, and effective. Comparison analyses with other devices for mechanical thrombectomy are needed.


Subject(s)
Brain Ischemia/diagnostic imaging , Brain Ischemia/surgery , Stroke/diagnostic imaging , Stroke/surgery , Thrombectomy/methods , Vascular Access Devices , Adult , Aged , Aged, 80 and over , Catheters , Cerebral Revascularization/instrumentation , Cerebral Revascularization/methods , Female , Follow-Up Studies , Humans , Male , Middle Aged , Prospective Studies , Retrospective Studies , Suction/instrumentation , Suction/methods , Thrombectomy/instrumentation , Treatment Outcome
5.
J Neurointerv Surg ; 10(4): 340-344, 2018 Apr.
Article in English | MEDLINE | ID: mdl-28798267

ABSTRACT

BACKGROUND: Few data exist on malignant middle cerebral artery infarction (MMI) among patients with acute ischemic stroke (AIS) after endovascular treatment (ET). Numerous predictors of MMI evolution have been proposed, but a comprehensive research of patients undergoing ET has never been performed. Our purpose was to find a practical model to determine robust predictors of MMI in patients undergoing ET. METHODS: Patients from a prospective single-center database with AIS secondary to large intracranial vessel occlusion of the anterior circulation, treated with ET, were retrospectively analyzed. We investigated demographic, clinical, and radiological data. Multivariate regression analysis was used to identify clinical and imaging predictors of MMI. RESULTS: 98 patients were included in the analysis, 35 of whom developed MMI (35.7%). No differences in the rate of successful reperfusion and time from stroke onset to reperfusion were found between the MMI and non-MMI groups. The following parameters were identified as independent predictors of MMI: systolic blood pressure (SBP) on admission (p=0.008), blood glucose (BG) on admission (p=0.024), and the CTangiography (CTA) Alberta Stroke Program Early CT Score (ASPECTS) (p=0.001). A scoreof ≤5 in CTA ASPECTS was the best cut-off to predict MMI evolution (sensitivity 46%; specificity 97%; positive predictive value 78%; negative predictive value 65%). CONCLUSIONS: in our study a clinical and radiological features-based model was strongly predictive of MMI evolution in AIS. High SBP and BG on admission and, especially, a CTA ASPECTS ≤5 may help to make decisions quickly, regardless of time to treatment and successful reperfusion.


Subject(s)
Brain Ischemia/surgery , Infarction, Middle Cerebral Artery/surgery , Stroke/surgery , Thrombectomy/trends , Aged , Aged, 80 and over , Alberta/epidemiology , Brain Ischemia/diagnostic imaging , Brain Ischemia/epidemiology , Female , Humans , Infarction, Middle Cerebral Artery/diagnostic imaging , Infarction, Middle Cerebral Artery/epidemiology , Middle Aged , Predictive Value of Tests , Prospective Studies , Reperfusion , Retrospective Studies , Stroke/diagnostic imaging , Stroke/epidemiology , Thrombectomy/methods , Treatment Outcome
6.
Sci Rep ; 7(1): 10712, 2017 09 06.
Article in English | MEDLINE | ID: mdl-28878257

ABSTRACT

MicroRNA-125a-5p (miR-125a) is a vertebrate homolog of lin-4, the first discovered microRNA, and plays a fundamental role in embryo development by downregulating Lin-28 protein. MiR-125a is also expressed in differentiated cells where it generally acts as an antiproliferative factor by targeting membrane receptors or intracellular transductors of mitogenic signals. MiR-125a expression is downregulated in several tumors, including hepatocellular carcinoma (HCC) where it targets sirtuin-7, matrix metalloproteinase-11, VEGF-A, Zbtb7a, and c-Raf. In this study, we have isolated the transcription promoter of human miR-125a and characterized its activity in HCC cells. It is a TATA-less Pol II promoter provided with an initiator element and a downstream promoter element, located 3939 bp upstream the genomic sequence of the miRNA. The activity of the promoter is increased by the transcription factor NF-kB, a master regulator of inflammatory response, and miR-125a itself was found to strengthen this activation through inhibition of TNFAIP3, a negative regulator of NF-kB. This finding contributes to explain the increased levels of miR-125a observed in the liver of patients with chronic hepatitis B.


Subject(s)
Carcinoma, Hepatocellular/genetics , Gene Expression Regulation, Neoplastic , Liver Neoplasms/genetics , MicroRNAs/genetics , Animals , Base Sequence , Cell Line, Tumor , Disease Models, Animal , Gene Expression Profiling , Genes, Reporter , Humans , Mice , Promoter Regions, Genetic , RNA Interference , RNA Splicing , Transcription, Genetic
7.
Oncotarget ; 8(15): 25289-25299, 2017 Apr 11.
Article in English | MEDLINE | ID: mdl-28445974

ABSTRACT

Human microRNA-125a-5p (miR-125a) is expressed in most tissues where it downregulates the expression of membrane receptors or intracellular transductors of mitogenic signals, thus limiting cell proliferation. Expression of this miRNA generally increases with cell differentiation whereas it is downregulated in several types of tumors, such as breast, lung, ovarian, gastric, colon, and cervical cancers, neuroblastoma, medulloblastoma, glioblastoma, and retinoblastoma. In this study, we focused on hepatocellular carcinoma and used real-time quantitative PCR to measure miR-125a expression in 55 tumor biopsies and in matched adjacent non-tumor liver tissues. This analysis showed a downregulation of miR-125a in 80 % of patients, with a mean decrease of 4.7-fold. Comparison of miRNA downregulation with clinicopathological parameters of patients didn't yield significant correlations except for serum bilirubin. We then evaluated the expression of known targets of miR-125a and found that sirtuin-7, matrix metalloproteinase-11, and c-Raf were up-regulated in tumor tissue by 2.2-, 3-, and 1.7-fold, respectively. Overall, these data support a tumor suppressor role for miR-125a and encourage further studies aimed at the comprehension of the molecular mechanisms governing its expression, eventually leading to treatments to restore its expression in tumor cells.


Subject(s)
Carcinoma, Hepatocellular/genetics , Liver Neoplasms/genetics , Matrix Metalloproteinase 11/metabolism , MicroRNAs/biosynthesis , Proto-Oncogene Proteins c-raf/metabolism , Sirtuins/metabolism , Aged , Carcinoma, Hepatocellular/metabolism , Carcinoma, Hepatocellular/pathology , Cell Proliferation/physiology , Down-Regulation , Female , Humans , Liver Neoplasms/metabolism , Liver Neoplasms/pathology , Male , Matrix Metalloproteinase 11/genetics , MicroRNAs/genetics , MicroRNAs/metabolism , Proto-Oncogene Proteins c-raf/genetics , Sirtuins/genetics , Transfection , Up-Regulation
8.
J Cell Physiol ; 232(7): 1907-1913, 2017 Jul.
Article in English | MEDLINE | ID: mdl-27982429

ABSTRACT

Sorafenib is an antitumor drug for treatment of advanced hepatocellular carcinoma (HCC). It acts as a multikinase inhibitor suppressing cell proliferation and angiogenesis. Human microRNA-125a-5p (miR-125a) is endowed with similar activities and is frequently downregulated in HCC. Looking for a potential microRNA-based mechanism of action of the drug, we found that sorafenib increases cellular expression of miR-125a in cultured HuH-7 and HepG2 HCC cells. Upregulation of the microRNA inhibited cell proliferation by suppression of sirtuin-7, a NAD(+)-dependent deacetylase, and p21/p27-dependent cell cycle arrest in G1. Later, recruitment of miR-125a in the antiproliferative activity of sorafenib was inquired by modulating its expression in combination with the drug treatment. This analysis showed that intracellular delivery of miR-125a had no additive effect on the antiproliferative activity of sorafenib, whereas a miR-125a inhibitor could counteract it. Finally, evaluation of other oncogenic targets of miR-125a revealed its ability to interfere with the expression of matrix metalloproteinase-11, Zbtb7a proto-oncogene, and c-Raf, possibly contributing to the antiproliferative activity of the drug. J. Cell. Physiol. 232: 1907-1913, 2017. © 2016 Wiley Periodicals, Inc.


Subject(s)
Carcinoma, Hepatocellular/genetics , Carcinoma, Hepatocellular/pathology , Liver Neoplasms/genetics , Liver Neoplasms/pathology , MicroRNAs/metabolism , Niacinamide/analogs & derivatives , Phenylurea Compounds/pharmacology , Base Sequence , Cell Line, Tumor , Cell Proliferation/drug effects , Gene Expression Regulation, Neoplastic/drug effects , Humans , MicroRNAs/genetics , Niacinamide/pharmacology , Proto-Oncogene Mas , Reproducibility of Results , Sorafenib , Up-Regulation/drug effects
9.
PLoS One ; 11(6): e0156908, 2016.
Article in English | MEDLINE | ID: mdl-27275761

ABSTRACT

Hepatocellular carcinoma (HCC) is a multi-factorial cancer with a very poor prognosis; therefore, there are several investigations aimed at the comprehension of the molecular mechanisms leading to development and progression of HCC and at the definition of new therapeutic strategies. We have recently evaluated the expression of selenoproteins in HCC cell lines in comparison with normal hepatocytes. Recent results have shown that some of them are down- and others up-regulated, including the selenoprotein K (SELK), whose expression was also induced by sodium selenite treatment on cells. However, so far very few studies have been dedicated to a possible effect of microRNAs on the expression of selenoproteins and their implication in HCC. In this study, the analysis of SELK 3'UTR by bioinformatics tools led to the identification of eight sites potentially targeted by human microRNAs. They were then subjected to a validation test based on luciferase reporter constructs transfected in HCC cell lines. In this functional screening, miR-544a was able to interact with SELK 3'UTR suppressing the reporter activity. Transfection of a miR-544a mimic or inhibitor was then shown to decrease or increase, respectively, the translation of the endogenous SELK mRNA. Intriguingly, miR-544a expression was found to be modulated by selenium treatment, suggesting a possible role in SELK induction by selenium.


Subject(s)
Carcinoma, Hepatocellular/metabolism , Gene Expression Regulation, Neoplastic , Liver Neoplasms/metabolism , MicroRNAs/biosynthesis , Neoplasm Proteins/biosynthesis , RNA, Neoplasm/biosynthesis , Selenoproteins/biosynthesis , 3' Untranslated Regions , Carcinoma, Hepatocellular/genetics , Carcinoma, Hepatocellular/pathology , Hep G2 Cells , Humans , Liver Neoplasms/genetics , Liver Neoplasms/pathology , MicroRNAs/genetics , Neoplasm Proteins/genetics , RNA, Neoplasm/genetics , Selenium/pharmacology , Selenoproteins/genetics
10.
J Neurol Sci ; 251(1-2): 124-8, 2006 Dec 21.
Article in English | MEDLINE | ID: mdl-17097109

ABSTRACT

Standard markers in cerebrospinal fluid (CSF), as soluble amyloid beta 1-42 (Abeta1-42) and total tau protein (t-tau), may contribute to dementia subtypes diagnostic accuracy. Yet, their sensitivity to assess the different degree of cognitive deficit is not fully clarified. Our study analyses Abeta1-42 and t-tau CSF levels in different cohorts of Alzheimer's disease (AD) patients, distinguished as early AD (mild cognitively impaired subjects recently converted to AD), mild AD (MMSE<23; > or =18), and moderately advanced AD (MMSE<18). The control group was represented by age-matched patients affected by depressive pseudo-dementia. Reduced Abeta1-42 and increased t-tau CSF levels were confirmed as hallmarks of AD at any disease stage. In early AD patients, Abeta1-42 levels were already significantly low, if compared to the control group (336 vs 867 ng/L; p<0.0001). On the contrary, Abeta1-42 levels did not differ between AD subgroups, and in particular between mild to moderate AD. A significant progressive increase of t-tau concentration was found when comparing early AD (269 ng/L) to more advanced AD stages (468 ng/L and 495 ng/L for mild and moderate AD, respectively). Our findings confirm that the impairment of amyloidogenic cascade is an early, even pre-clinical process, but suggest that soluble Abeta1-42 concentration has a negligible correlation with the clinical progression. Conversely, t-tau concentration correlates with the transition towards marked cognitive impairment.


Subject(s)
Alzheimer Disease/cerebrospinal fluid , Amyloid beta-Peptides/cerebrospinal fluid , Cognition Disorders/cerebrospinal fluid , Peptide Fragments/cerebrospinal fluid , tau Proteins/cerebrospinal fluid , Aged , Alzheimer Disease/complications , Biomarkers/cerebrospinal fluid , Case-Control Studies , Cognition Disorders/etiology , Enzyme-Linked Immunosorbent Assay/methods , Female , Humans , Male , Middle Aged , Neuropsychological Tests , Retrospective Studies , Sensitivity and Specificity
11.
Funct Neurol ; 21(2): 93-6, 2006.
Article in English | MEDLINE | ID: mdl-16796824

ABSTRACT

In neuropsychological practice, the availability of effective and reliable tests is crucial. The Symbol Digit Modalities Test (SDMT) is widely used because it is easy to administer, reliable and also evaluates information processing speed. We set out to obtain normative data (currently unavailable for the Italian population) for the oral version of this test. Both age and education influenced performance on the SDMT; therefore, correction scores were obtained on the basis of these factors. The cut-off for normality was 34.2. The availability of Italian normative data for the SDMT will allow wider application of this test in clinical practice.


Subject(s)
Neuropsychological Tests/standards , Adult , Age Factors , Aged , Aged, 80 and over , Education , Female , Humans , Italy , Language , Male , Middle Aged , Reference Values , Reproducibility of Results , Sex Factors
12.
Proteomics ; 6(7): 2305-13, 2006 Apr.
Article in English | MEDLINE | ID: mdl-16552785

ABSTRACT

Transthyretin (TTR) is a 55 kDa homotetrameric protein. TTR in the cerebral spinal fluid (CSF) is primarily synthesized by the choroid plexus. TTR can bind to the beta-amyloid peptide and a number of familial amyloidosis diseases (familial amyloid polyneuropathy) have been associated with its allele variants. In a transgenic mice model overexpression of TTR was positively correlated with a neuroprotective effect from the pathogenic APPsw mutation. TTR has a free reactive sulphydryl moiety located on the Cys(10) residue which has been implicated to undergo a variety of oxidation reactions. To examine the neuroprotective role of TTR, we investigated the conjugated forms of TTR with cysteine (Cys) and cysteinglycine (CsyGly) in the CSF of 39 probable Alzheimer's disease (AD)-affected subjects and in a cohort of subjects without cognitive impairment (27 subjects). Linear MALDI-TOF MS experiments were employed to obtain high-resolution protein profiling of TTR isoforms. Nano-LC-TANDEM MS combined with reflectron MALDI-TOF-MS was used to unequivocally assign the investigated TTR-conjugate signals. Our results indicate a differential distribution of TTR-Cys and TTR-CysGly adducts. Both oxidized forms of TTR are significantly less abundant in the AD group (p = 0.0001). The investigated population (66 subjects) was then diagnosed using the ratio of conjugated TTR to free TTR in each subject. A sensitivity >90% and a specificity >70% were derived from a receiver operating characteristic curve when the overall cohort is analysed by the TTR-Cys signals. This manuscript is the first report describing the presence of differential post-translational oxidations of TTR in the CSF of AD patients.


Subject(s)
Alzheimer Disease/cerebrospinal fluid , Prealbumin/cerebrospinal fluid , Protein Processing, Post-Translational , Adult , Aged , Aged, 80 and over , Amino Acid Sequence , Biomarkers/cerebrospinal fluid , Female , Humans , Male , Middle Aged , Molecular Sequence Data , Oxidation-Reduction , Prealbumin/genetics , Prealbumin/metabolism , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization , Sulfhydryl Compounds/cerebrospinal fluid
13.
J Neurol Sci ; 237(1-2): 83-8, 2005 Oct 15.
Article in English | MEDLINE | ID: mdl-15990115

ABSTRACT

We investigated whether the cerebrospinal fluid (CSF) biomarkers beta-amyloid 1-42 (Abeta1-42), total tau (t-tau) protein and tau protein phosphorylated at threonine 181 (p-tau181) could discriminate Alzheimer's disease (AD) from vascular dementia (VD) patients. CSF samples of Abeta1-42, t-tau, and p-tau181 were collected from probable AD (n=35), probable AD with white matter changes (WMC) indicative of concomitant cerebrovascular disorder (CVD, n=31), VD (n=20), and an age-matched subgroup of patients with other neurological disorders (OND) without cognitive impairment (n=24). AD patients showed very low Abeta1-42 levels (median=393 pg/ml). Abeta1-42, but not t-tau, differentiated AD from VD patients. However, the markers did not discriminate AD vs. AD plus WMC. In particular, both subgroups showed similar CSF biomarkers but they were significantly different from VD. ROC analysis showed that Abeta1-42 could discriminate AD from VD (AUC=0.85). The cutoff of 493 pg/ml gave sensitivity and specificity values of 77% and 80%, respectively. Similar results were obtained when Abeta1-42 was employed to discriminate AD with WMC from VD (95% specificity and 60% sensitivity, but with cutoff of 750 pg/ml). T-tau increased aspecifically in all cognitively impaired patients. P-tau181 performed better than t-tau in discriminating AD (with or without WMC) vs. VD. In conclusion, Abeta1-42 proved to be a valuable tool to discriminate AD vs. VD patients and possibly to improve diagnostic accuracy in clinical forms, improperly classified as "mixed dementia" based on radiological vascular lesions.


Subject(s)
Alzheimer Disease/cerebrospinal fluid , Alzheimer Disease/diagnosis , Brain/pathology , Dementia, Vascular/cerebrospinal fluid , Dementia, Vascular/diagnosis , Aged , Alzheimer Disease/pathology , Biomarkers , Cognition Disorders/cerebrospinal fluid , Cognition Disorders/diagnosis , Cognition Disorders/pathology , Dementia, Vascular/pathology , Diagnosis, Differential , Enzyme-Linked Immunosorbent Assay , Female , Humans , Male , Neuropsychological Tests , ROC Curve , tau Proteins/cerebrospinal fluid
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