Moheb Nasr - Academia.edu (original) (raw)

Papers by Moheb Nasr

Research paper thumbnail of The US regulatory and pharmacopeia response to the global heparin contamination crisis

Nature Biotechnology, 2016

The contamination of the widely used lifesaving anticoagulant drug heparin in 2007 has drawn rene... more The contamination of the widely used lifesaving anticoagulant drug heparin in 2007 has drawn renewed attention to the challenges that are associated with the characterization, quality control and standardization of complex biological medicines from natural sources. Heparin is a linear, highly sulfated polysaccharide consisting of alternating glucosamine and uronic acid monosaccharide residues. Heparin has been used successfully as an injectable antithrombotic medicine since the 1930s, and its isolation from animal sources (primarily porcine intestine) as well as its manufacturing processes have not changed substantially since its introduction. The 2007 heparin contamination crisis resulted in several deaths in the United States and hundreds of adverse reactions worldwide, revealing the vulnerability of a complex global supply chain to sophisticated adulteration. This Perspective discusses how the US Food and Drug Administration (FDA), the United States Pharmacopeial Convention (USP) and international stakeholders collaborated to redefine quality expectations for heparin, thus making an important natural product better controlled and less susceptible to economically motivated adulteration.

Research paper thumbnail of Combining 1H NMR spectroscopy and chemometrics to identify heparin samples that may possess dermatan sulfate (DS) impurities or oversulfated chondroitin sulfate (OSCS) contaminants

J Pharmaceut Biomed Anal, 2011

Heparin is a naturally produced, heterogeneous compound consisting of variably sulfated and acety... more Heparin is a naturally produced, heterogeneous compound consisting of variably sulfated and acetylated repeating disaccharide units. The structural complexity of heparin complicates efforts to assess the purity of the compound, especially when differentiating between similar glycosaminoglycans. Recently, heparin sodium contaminated with oversulfated chondroitin sulfate A (OSCS) has been associated with a rapid and acute onset of an anaphylactic reaction. In addition, naturally occurring dermatan sulfate (DS) was found to be present in these and other heparin samples as an impurity due to incomplete purification. The present study was undertaken to determine whether chemometric analysis of these NMR spectral data would be useful for discrimination between USP-grade samples of heparin sodium API and those deemed unacceptable based on their levels of DS, OSCS, or both. Several multivariate chemometric methods for clustering and classification were evaluated; specifically, principal components analysis (PCA), partial least squares discriminant analysis (PLS-DA), linear discriminant analysis (LDA), and the k-nearest-neighbor (kNN) method. Data dimension reduction and variable selection techniques, implemented to avoid over-fitting the training set data, markedly improved the performance of the classification models. Under optimal conditions, a perfect classification (100% success rate) was attained on external test sets for the Heparin vs OSCS model. The predictive rates for the Heparin vs DS, Heparin vs [DS + OSCS], and Heparin vs DS vs OSCS models were 89%, 93%, and 90%, respectively. In most cases, misclassifications can be ascribed to the similarity in NMR chemical shifts of heparin and DS. Among the chemometric methods evaluated in this study, we found that the LDA models were superior to the PLS-DA and kNN models for classification. Taken together, the present results demonstrate the utility of chemometric methods when applied in combination with 1H NMR spectral analysis for evaluating the quality of heparin APIs.

Research paper thumbnail of Characterization of currently marketed heparin products: key tests for quality assurance

Analytical and Bioanalytical Chemistry, 2011

Research paper thumbnail of Advancing Product Quality: a Summary of the Second FDA/PQRI Conference

The AAPS journal, Jan 9, 2016

Research paper thumbnail of Stability, Dose Uniformity, and Palatability of Three Counterterrorism Drugs—Human Subject and Electronic Tongue Studies

Pharmaceutical Research, 2005

These studies evaluated the ability of common household food and drink products to mask the bitte... more These studies evaluated the ability of common household food and drink products to mask the bitter taste of three selected anti-terrorism drugs. Three anti-terrorism drugs (doxycycline, ciprofloxacin hydrochloride, and potassium iodide) were mixed with a variety of common household food and drinks, and healthy adult volunteers evaluated the resulting taste and aftertaste. In parallel, the ASTREE Electronic Tongue was used to evaluate taste combinations. Stability of the mixtures over time was monitored, as was the dosage uniformity across preparations. Foods and drinks were identified that satisfactorily masked the bitter flavor of each drug. Dose uniformity and stability were also acceptable over the range studied, although some combinations were significantly less stable than others. The electronic tongue was able to differentiate between tastes, but ranked masking agents in a different order than human volunteers. Doxycycline, potassium iodide, and ciprofloxacin, which are stockpiled in solid tablet form, can conveniently be prepared into more palatable formulations, using common household foods and drinks. The electronic tongue can be used to perform an initial screening for palatability.

Research paper thumbnail of Contaminated Heparin Associated with Adverse Clinic Events and Activation of the Contact System

Journal of Vascular Surgery, 2008

Research paper thumbnail of Combining 1H NMR spectroscopy and chemometrics to identify heparin samples that may possess dermatan sulfate (DS) impurities or oversulfated chondroitin sulfate (OSCS) contaminants

Journal of Pharmaceutical and Biomedical Analysis, 2011

Research paper thumbnail of Class Modeling Analysis of Heparin 1 H NMR Spectral Data Using the Soft Independent Modeling of Class Analogy and Unequal Class Modeling Techniques

Analytical Chemistry, 2011

Research paper thumbnail of Characterization of currently marketed heparin products: key tests for quality assurance

Analytical and Bioanalytical Chemistry, 2011

Research paper thumbnail of Determination of galactosamine impurities in heparin samples by multivariate regression analysis of their 1H NMR spectra

Analytical and Bioanalytical Chemistry, 2011

Research paper thumbnail of Identification of heparin samples that contain impurities or contaminants by chemometric pattern recognition analysis of proton NMR spectral data

Analytical and Bioanalytical Chemistry, 2011

Research paper thumbnail of Oversulfated chondroitin sulfate is a contaminant in heparin associated with adverse clinical events

Nature Biotechnology, 2008

Research paper thumbnail of The US regulatory and pharmacopeia response to the global heparin contamination crisis

Nature Biotechnology, 2016

The contamination of the widely used lifesaving anticoagulant drug heparin in 2007 has drawn rene... more The contamination of the widely used lifesaving anticoagulant drug heparin in 2007 has drawn renewed attention to the challenges that are associated with the characterization, quality control and standardization of complex biological medicines from natural sources. Heparin is a linear, highly sulfated polysaccharide consisting of alternating glucosamine and uronic acid monosaccharide residues. Heparin has been used successfully as an injectable antithrombotic medicine since the 1930s, and its isolation from animal sources (primarily porcine intestine) as well as its manufacturing processes have not changed substantially since its introduction. The 2007 heparin contamination crisis resulted in several deaths in the United States and hundreds of adverse reactions worldwide, revealing the vulnerability of a complex global supply chain to sophisticated adulteration. This Perspective discusses how the US Food and Drug Administration (FDA), the United States Pharmacopeial Convention (USP) and international stakeholders collaborated to redefine quality expectations for heparin, thus making an important natural product better controlled and less susceptible to economically motivated adulteration.

Research paper thumbnail of Combining 1H NMR spectroscopy and chemometrics to identify heparin samples that may possess dermatan sulfate (DS) impurities or oversulfated chondroitin sulfate (OSCS) contaminants

J Pharmaceut Biomed Anal, 2011

Heparin is a naturally produced, heterogeneous compound consisting of variably sulfated and acety... more Heparin is a naturally produced, heterogeneous compound consisting of variably sulfated and acetylated repeating disaccharide units. The structural complexity of heparin complicates efforts to assess the purity of the compound, especially when differentiating between similar glycosaminoglycans. Recently, heparin sodium contaminated with oversulfated chondroitin sulfate A (OSCS) has been associated with a rapid and acute onset of an anaphylactic reaction. In addition, naturally occurring dermatan sulfate (DS) was found to be present in these and other heparin samples as an impurity due to incomplete purification. The present study was undertaken to determine whether chemometric analysis of these NMR spectral data would be useful for discrimination between USP-grade samples of heparin sodium API and those deemed unacceptable based on their levels of DS, OSCS, or both. Several multivariate chemometric methods for clustering and classification were evaluated; specifically, principal components analysis (PCA), partial least squares discriminant analysis (PLS-DA), linear discriminant analysis (LDA), and the k-nearest-neighbor (kNN) method. Data dimension reduction and variable selection techniques, implemented to avoid over-fitting the training set data, markedly improved the performance of the classification models. Under optimal conditions, a perfect classification (100% success rate) was attained on external test sets for the Heparin vs OSCS model. The predictive rates for the Heparin vs DS, Heparin vs [DS + OSCS], and Heparin vs DS vs OSCS models were 89%, 93%, and 90%, respectively. In most cases, misclassifications can be ascribed to the similarity in NMR chemical shifts of heparin and DS. Among the chemometric methods evaluated in this study, we found that the LDA models were superior to the PLS-DA and kNN models for classification. Taken together, the present results demonstrate the utility of chemometric methods when applied in combination with 1H NMR spectral analysis for evaluating the quality of heparin APIs.

Research paper thumbnail of Characterization of currently marketed heparin products: key tests for quality assurance

Analytical and Bioanalytical Chemistry, 2011

Research paper thumbnail of Advancing Product Quality: a Summary of the Second FDA/PQRI Conference

The AAPS journal, Jan 9, 2016

Research paper thumbnail of Stability, Dose Uniformity, and Palatability of Three Counterterrorism Drugs—Human Subject and Electronic Tongue Studies

Pharmaceutical Research, 2005

These studies evaluated the ability of common household food and drink products to mask the bitte... more These studies evaluated the ability of common household food and drink products to mask the bitter taste of three selected anti-terrorism drugs. Three anti-terrorism drugs (doxycycline, ciprofloxacin hydrochloride, and potassium iodide) were mixed with a variety of common household food and drinks, and healthy adult volunteers evaluated the resulting taste and aftertaste. In parallel, the ASTREE Electronic Tongue was used to evaluate taste combinations. Stability of the mixtures over time was monitored, as was the dosage uniformity across preparations. Foods and drinks were identified that satisfactorily masked the bitter flavor of each drug. Dose uniformity and stability were also acceptable over the range studied, although some combinations were significantly less stable than others. The electronic tongue was able to differentiate between tastes, but ranked masking agents in a different order than human volunteers. Doxycycline, potassium iodide, and ciprofloxacin, which are stockpiled in solid tablet form, can conveniently be prepared into more palatable formulations, using common household foods and drinks. The electronic tongue can be used to perform an initial screening for palatability.

Research paper thumbnail of Contaminated Heparin Associated with Adverse Clinic Events and Activation of the Contact System

Journal of Vascular Surgery, 2008

Research paper thumbnail of Combining 1H NMR spectroscopy and chemometrics to identify heparin samples that may possess dermatan sulfate (DS) impurities or oversulfated chondroitin sulfate (OSCS) contaminants

Journal of Pharmaceutical and Biomedical Analysis, 2011

Research paper thumbnail of Class Modeling Analysis of Heparin 1 H NMR Spectral Data Using the Soft Independent Modeling of Class Analogy and Unequal Class Modeling Techniques

Analytical Chemistry, 2011

Research paper thumbnail of Characterization of currently marketed heparin products: key tests for quality assurance

Analytical and Bioanalytical Chemistry, 2011

Research paper thumbnail of Determination of galactosamine impurities in heparin samples by multivariate regression analysis of their 1H NMR spectra

Analytical and Bioanalytical Chemistry, 2011

Research paper thumbnail of Identification of heparin samples that contain impurities or contaminants by chemometric pattern recognition analysis of proton NMR spectral data

Analytical and Bioanalytical Chemistry, 2011

Research paper thumbnail of Oversulfated chondroitin sulfate is a contaminant in heparin associated with adverse clinical events

Nature Biotechnology, 2008