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1.
Bioinformatics ; 35(7): 1239-1240, 2019 04 01.
Article in English | MEDLINE | ID: mdl-30169615

ABSTRACT

MOTIVATION: The identification of protein targets of novel compounds is essential to understand compounds' mechanisms of action leading to biological effects. Experimental methods to determine these protein targets are usually slow, costly and time consuming. Computational tools have recently emerged as cheaper and faster alternatives that allow the prediction of targets for a large number of compounds. RESULTS: Here, we present HitPickV2, a novel ligand-based approach for the prediction of human druggable protein targets of multiple compounds. For each query compound, HitPickV2 predicts up to 10 targets out of 2739 human druggable proteins. To that aim, HitPickV2 identifies the closest, structurally similar compounds in a restricted space within a vast chemical-protein interaction area, until 10 distinct protein targets are found. Then, HitPickV2 scores these 10 targets based on three parameters of the targets in such space: the Tanimoto coefficient (Tc) between the query and the most similar compound interacting with the target, a target rank that considers Tc and Laplacian-modified naïve Bayesian target models scores and a novel parameter introduced in HitPickV2, the number of compounds interacting with each target (occur). We present the performance results of HitPickV2 in cross-validation as well as in an external dataset. AVAILABILITY AND IMPLEMENTATION: HitPickV2 is available in www.hitpickv2.com. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Subject(s)
Software , Bayes Theorem , Humans , Ligands , Proteins
2.
PLoS Comput Biol ; 12(9): e1005111, 2016 Sep.
Article in English | MEDLINE | ID: mdl-27673331

ABSTRACT

The molecular mechanisms that translate drug treatment into beneficial and unwanted effects are largely unknown. We present here a novel approach to detect gene-drug and gene-side effect associations based on the phenotypic similarity of drugs and single gene perturbations in mice that account for the polypharmacological property of drugs. We scored the phenotypic similarity of human side effect profiles of 1,667 small molecules and biologicals to profiles of phenotypic traits of 5,384 mouse genes. The benchmarking with known relationships revealed a strong enrichment of physical and indirect drug-target connections, causative drug target-side effect links as well as gene-drug links involved in pharmacogenetic associations among phenotypically similar gene-drug pairs. The validation by in vitro assays and the experimental verification of an unknown connection between oxandrolone and prokineticin receptor 2 reinforces the ability of this method to provide new molecular insights underlying drug treatment. Thus, this approach may aid in the proposal of novel and personalized treatments.

3.
Anal Bioanal Chem ; 407(23): 7189-96, 2015 Sep.
Article in English | MEDLINE | ID: mdl-26168969

ABSTRACT

A highly sensitive electrochemical immunoassay for the initial diagnosis of celiac disease (CD) in saliva samples that overcomes the problems related to its high viscosity and to the low concentration of anti-transglutaminase antigen (tTG) IgA in this medium has been developed for the first time. The system uses magnetic beads (MBs) covered with tTG, which reacts with the anti-tTG IgA antibodies present in positive saliva samples. An anti-human IgA, conjugated with alkaline phosphate (AP) enzyme, was used as the label and a strip of eight magnetized screen-printed electrodes as the electrochemical transducer. In particular, two different immunoassay approaches were optimized and blindly compared to analyze a large number of saliva samples, whose anti-tTG IgA levels were independently determined by the radioimmunoassay (RIA) method. The obtained results, expressed as Ab index, were used to perform a diagnostic test evaluation through the construction of receiver operating characteristic (ROC) curves. The approach, involving a pre-incubation between the anti-human IgA-AP and saliva samples prior to the addition of MBs-tTG, showed a cutoff of 0.022 with 95% clinical sensitivity and 96% clinical specificity. The area under the ROC curve is equal to 1, a result that classifies our test as "perfect." This study demonstrates that it is possible to perform the screening of CD with a rapid, simple, inexpensive, and sensitive method able to detect anti-tTG antibodies in saliva samples, which are easily obtained by non-invasive techniques. This aspect is of fundamental importance to screen a large number of subjects, especially in the pediatric age.


Subject(s)
Celiac Disease/diagnosis , Celiac Disease/metabolism , Conductometry/instrumentation , Immunoassay/instrumentation , Mass Screening/instrumentation , Saliva/metabolism , Equipment Design , Equipment Failure Analysis , Humans , Reproducibility of Results , Sensitivity and Specificity
4.
Anal Bioanal Chem ; 403(4): 1191-4, 2012 May.
Article in English | MEDLINE | ID: mdl-22258206

ABSTRACT

Coeliac disease (CD) is a gluten-induced autoimmune enteropathy found in genetically susceptible subjects. Because of the high number of undetected cases, rapid and cheaper screening methods are needed. Currently, the CD diagnosis involves the detection of anti-transglutaminase IgA antibodies (anti-tTG IgA) in blood serum through the use of ELISA systems with confirmation by histology of the intestinal mucosa. A new, rapid magneto-electrochemical immunosensor for CD diagnosis has been developed and applied to serum sample analysis. The system uses magnetic beads coated with tTG antigen to detect anti-tTG antibodies in positive serum samples and an alkaline phosphatase-conjugated anti-human IgA as label. An electrochemical readout, using magnetized screen-printed electrodes coupled with a portable instrument, is made after the addition of α-naphtyl phosphate, which is enzymatically converted into the electrochemically active α-naphthol product. The work involved the following considerations: (1) optimization of analytical parameters; (2) recovery evaluation, adding known concentrations of anti-tTG IgA to "blank" sera; (3) analysis of 107 blood serum samples; (4) calculation of the ROC curve, resulting in a cut-off of 1.0 U/ml, 100% of clinical sensitivity and 98.36% of clinical specificity; evaluation of the agreement between electrochemical and ELISA kit values (r (2) of 0.943). The system developed could be an useful tool for a correct and rapid CD diagnosis. This method is simple, cheap, rapid, and suitable for screening analyses performed outside of the classical diagnostic laboratory.


Subject(s)
Celiac Disease/diagnosis , Electrochemical Techniques/methods , Immunoassay/methods , Celiac Disease/enzymology , Celiac Disease/immunology , Humans , Immunoglobulin A/analysis , Immunoglobulin A/immunology , Magnetics , Transglutaminases/immunology
5.
Chem Commun (Camb) ; 46(10): 1742-4, 2010 Mar 14.
Article in English | MEDLINE | ID: mdl-20177635

ABSTRACT

Here we demonstrate the use of redox labeled double- and single-stranded oligonucleotides as recognition probes for the reagentless, single-step, electrochemical detection of anti-DNA antibodies directly in blood serum.


Subject(s)
Antibodies/blood , Antibodies/immunology , Blood Chemical Analysis/methods , DNA/immunology , Animals , Antibodies/chemistry , Cattle , DNA/chemistry , DNA Probes/chemistry , DNA Probes/immunology , Electrochemistry , Electrodes , Gold/chemistry , Immunoassay , Limit of Detection , Models, Molecular , Nucleic Acid Conformation , Point-of-Care Systems , Protein Conformation , Time Factors
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