4 research outputs found

    Promising Metabolite Profiles in the Plasma and CSF of Early Clinical Parkinson's Disease

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    Parkinson's disease (PD) shows high heterogeneity with regard to the underlying molecular pathogenesis involving multiple pathways and mechanisms. Diagnosis is still challenging and rests entirely on clinical features. Thus, there is an urgent need for robust diagnostic biofluid markers. Untargeted metabolomics allows establishing low-molecular compound biomarkers in a wide range of complex diseases by the measurement of various molecular classes in biofluids such as blood plasma, serum, and cerebrospinal fluid (CSF). Here, we applied untargeted high-resolution mass spectrometry to determine plasma and CSF metabolite profiles. We semiquantitatively determined small-molecule levels (≤1.5 kDa) in the plasma and CSF from early PD patients (disease duration 0-4 years; n = 80 and 40, respectively), and sex- and age-matched controls (n = 76 and 38, respectively). We performed statistical analyses utilizing partial least square and random forest analysis with a 70/30 training and testing split approach, leading to the identification of 20 promising plasma and 14 CSF metabolites. These metabolites differentiated the test set with an AUC of 0.8 (plasma) and 0.9 (CSF). Characteristics of the metabolites indicate perturbations in the glycerophospholipid, sphingolipid, and amino acid metabolism in PD, which underscores the high power of metabolomic approaches. Further studies will enable to develop a potential metabolite-based biomarker panel specific for PD

    A model for assessing procurement irregularities in decision making process at the tendering stage of construction projects

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    The public procurement in Malaysia has always been regulated by a comprehensive procedure of tender preparation, evaluation and award. Though these measures are meant to insulate unwarranted behaviors or biased decisions of the procurement officers, the public procurement is still plagued with recurring irregularities. Therefore, this study aimed to review and investigate the factors causing irregularities in the current contractor selection and award process. In addition, a conceptual model for improving the procurement decision making process has been developed based on the notion of bounded rationality. In the context of a procurement committee, the individuals were not only influenced by their cognitive limitation, they are also susceptible to irrational group behavior, namely groupthink. The compound of both influences has substantially undermined the deliberation process and hence resulted irregularities in procurement decisions. This research employed quantitative approach and was participated by 289 procurement officers from Malaysian local authorities. Partial Least Square - Structural Equation Modelling (PLS-SEM) statistical analysis technique was employed to test the model. The model confirmed that three antecedents namely accountability, prior knowledge and work experience directly impact the procedural rationality. Whereas, two antecedents namely group insulation and group cohesiveness were directly related to groupthink. Besides, procedural rationality was confirmed to mitigate groupthink effect, whereas groupthink induced defective decision making. In addition, both procedural rationality and defective decision making were found to be associated with procurement decision irregularities. The model was validated for its capability to detect the likelihood of irregularities decisions in the public procurement context
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