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1.
A process is well understood when all critical sources of variability are identified and explained, variability is managed by the process design and monitoring, and product quality attributes are accurately and reliably predicted over the design space. Quality by Design (QbD) is a systematic approach to product development and process control that begins with predefined objectives, emphasizes product and process understanding, and sets up process control based on sound science and quality risk management. The Food and Drug Administration (FDA) and the International Conference on Harmonization of Technical Requirements for Registration of Pharmaceuticals for Human Use (ICH) have recently started promoting QbD in an attempt to curb rising development costs and regulatory barriers to innovation and creativity. QbD is partially based on the application of multivariate statistical methods and a statistical Design of Experiments strategy to the development of both analytical methods and pharmaceutical formulations. In this paper, we review the basics of QbD and their impact on the innovative, generic, and biosimilar pharmaceutical industry. In particular, we consider the challenge of mapping the control space in biotechnological processes and how advances in statistical methods can contribute to QbD.  相似文献   

2.
In the present work, we investigated the development of a bioanalytical HPLC method of rosuvastatin (RSV) calcium as per the Quality by Design (QbD)-based systematic chemometric tools. At first, the method objectives were framed and critical analytical attributes (CAAs) were chosen. Risk assessment and factor screening was performed using Hybrid Risk Matrix and Plackett–Burman design for identifying vital factors influencing the critical method parameters (CMPs). Monte-Carlo simulation analysis was conducted which confirmed excellent process robustness (Ppk >1.33) for the studied ranges of CMPs. Furthermore, systematic method development was carried out using custom experimental design, where mobile phase ratio, pH, and injection volume were taken as CMPs at three levels. The obtained trials were evaluated for peak area, retention time, theoretical plates, and peak tailing as CAAs. Mathematical response surface modeling was carried out and optimal chromatographic solution was identified using response optimizer plots. Method transfer was made to bioanalytical scale for estimation of the analyte in rat plasma samples. Extensive method validation was performed as per the ICH Q2 guideline, which indicated validation parameters within the acceptable limits. Overall, the studies construed successful development of QbD compliant HPLC method of rosuvastatin with potential utility bioanalytical testing.  相似文献   

3.
Gundecha  Satyam  Patel  Mital  Mayur  Y. C. 《Chromatographia》2022,85(7):575-588

Pharmaceutical regulators are worried about medication quality and stability since drug degradation may result in harmful chemicals. Erlotinib (ERL) is a tyrosine kinase inhibitor associated with the epidermal growth factor receptor (EGFR) containing susceptible functional groups such as quinazoline and amine ketone, methoxy, and ethoxy leads to a reduction in pharmaceutical quality. According to the ICH-Q1A (R2) guideline, the goal of ERL stability studies is to establish its susceptibility to degradation under various environmental conditions. A novel isocratic stability–indicating liquid chromatography method has been developed using systemic quality by design (QbD) approach. The QbD strategy includes screening and optimization as phases. Placket Burman was used for primary parameters screening, and critical factors were optimized with response surface design. The prepared degradation samples (acid, base, neutral hydrolysis, oxidative, photolytic, and thermal) were separated using a Shimadzu GIST C18 column (250 mm?×?4.6 mm, 5 µm) with 15 mM ammonium formate: ACN (58:42% v/v) as mobile phase, 0.9 mL/min flow rate, and 246 nm wavelength, which was found to be LC–MS compatible. A total of six degradation products (DPs) were identified with the optimized chromatography method. The drug was sensitive toward acidic and basic hydrolysis, but it remained stable under neutral, oxidative, thermal, and photolytic stress conditions. The optimized method was sensitive, specific, and robust, with linearity ranging from 10 to 35 µg/mL, with a correlation coefficient (R2?=?0.9997). The analytical method greenness score was calculated and observed that the developed method is green.

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4.
Quality by Design (QbD) is a new paradigm of quality to be applied to pharmaceutical products and processes, recently encouraged by International Conference on Harmonisation guidelines. In this paper QbD approach was applied to the development of a CE method for the simultaneous assay of metformin hydrochloride (MET) and its main impurities. QbD strategy was focused on electrophoretic process understanding, and the analytical method was thoroughly evaluated by applying risk assessment and chemometric tools. Method scouting allowed CD‐CZE based on the addition of carboxymethyl‐β‐CD to Britton‐Robinson acidic buffer to be chosen as operative mode. Seven critical process parameters (CPPs) were selected, related to capillary, injection, BGE and instrumental settings. The effect of the different levels of the CPPs on critical quality attributes (CQAs), e.g. critical resolution values and analysis time, was evaluated in a screening study. Response surface methodology led to draw contour plots and sweet spot plots. The definition of design space was accomplished by applying Monte‐Carlo simulations, thus identifying by risk of failure maps a multivariate zone where the CQAs fulfilled the requirements with a selected probability. Finally, a control strategy was designed and the method was applied to a real sample of MET tablets.  相似文献   

5.
A solvent-modified micellar electrokinetic chromatography method was set up for the simultaneous determination of the tricyclic antidepressant amitriptyline (AMI) and its main impurities. The method was developed following Quality by Design (QbD) principles according to ICH Guideline Q8(R2). QbD approach made it possible to find the design space (DS), where quality was assured. After a scouting phase, aimed at selecting a suitable capillary electrophoresis pseudostationary phase, risk assessment tools were employed to define the critical process parameters (CPPs) to be considered in a screening phase (applied voltage, concentration and pH of the background electrolyte, concentration of the surfactant sodium dodecyl sulphate, of the cosurfactant n-butanol and of the organic modifiers acetonitrile and urea). The effects of the seven selected CPPs on critical quality attributes (CQAs), namely resolution values between critical peak pairs and analysis time, were investigated throughout the knowledge space by means of a symmetric screening matrix. Response surface study was then carried out on four selected CPPs by applying a Doehlert Design. Monte-Carlo simulations were performed in order to estimate the probability of meeting the desired specifications on CQAs, and thus to define the DS by means of a risk of failure map. Additional points at the edges of the DS were tested in order to verify the requirements for CQAs to be fulfilled. A control strategy was implemented by defining system suitability tests. The developed method was validated following ICH Guideline Q2(R1), including robustness assessment by Plackett–Burman design, and was applied to the analysis of real samples of amitriptyline coated tablets.  相似文献   

6.
The present studies describe the systematic quality by design (QbD)‐oriented development and validation of a simple, rapid, sensitive and cost‐effective reversed‐phase HPLC bioanalytical method for nevirapine in rat plasma. Chromatographic separation was carried out on a C18 column using isocratic 68:9:23% v/v elution of methanol, acetonitrile and water (pH 3, adjusted by orthophosphoric acid) at a flow rate of 1.0 mL/min using UV detection at 230 nm. A Box–Behnken design was applied for chromatographic method optimization taking mobile phase ratio, pH and flow rate as the critical method parameters (CMPs) from screening studies. Peak area, retention time, theoretical plates and peak tailing were measured as the critical analytical attributes (CAAs). Further, the bioanalytical liquid–liquid extraction process was optimized using an optimal design by selecting extraction time, centrifugation speed and temperature as the CMPs for percentage recovery of nevirapine as the CAA. The search for an optimum chromatographic solution was conducted through numerical desirability function. Validation studies performed as per the US Food and Drug Administration requirements revealed results within the acceptance limit. In a nutshell, the studies successfully demonstrate the utility of analytical QbD approach for the rational development of a bioanalytical method with enhanced chromatographic separation and recovery of nevirapine in rat plasma. Copyright © 2015 John Wiley & Sons, Ltd.  相似文献   

7.
The present study aimed to develop n-propyl gallate (PG)-encapsulated liposomes through a novel direct pouring method using the quality-by-design (QbD) approach. A further aim was to coat liposomes with hyaluronic acid (HA) to improve the stability of the formulation in nasal mucosa. The QbD method was used for the determination of critical quality attributes in the formulation of PG-loaded liposomes coated with HA. The optimized formulation was determined by applying the Box–Behnken design to investigate the effect of composition and process variables on particle size, polydispersity index (PDI), and zeta potential. Physiochemical characterization, in vitro release, and permeability tests, as well as accelerated stability studies, were performed with the optimized liposomal formulation. The optimized formulation resulted in 90 ± 3.6% encapsulation efficiency, 167.9 ± 3.5 nm average hydrodynamic diameter, 0.129 ± 0.002 PDI, and −33.9 ± 4.5 zeta potential. Coated liposomes showed significantly improved properties in 24 h in an in vitro release test (>60%), in vitro permeability measurement (420 μg/cm2) within 60 min, and also in accelerated stability studies compared to uncoated liposomes. A hydrogen-peroxide-scavenging assay showed improved stability of PG-containing liposomes. It can be concluded that the optimization of PG-encapsulated liposomes coated with HA has great potential for targeting several brain diseases.  相似文献   

8.

The current research endeavours quality-by-design (QbD)-aided chromatographic techniques for the quantification of gliclazide (GLZ) in bulk and pharmaceutical dosage forms. Analytical QbD was initiated by assigning both an analytical target profile (ATP) and critical analytical attributes (CAAs). Furthermore, risk evaluation studies, along with factor screening studies, helped identify critical method parameters (CMPs). Optimisation was carried out using a 32 full factorial design by utilising the identified CMP, that is, flow rate (X1) and pH of buffer (X2) at three different levels along with evaluation of the selected CAA, that is, the retention time (Y1) and the peak area (Y2). In addition, the influence of sole and interactive CMPs on CAAs was checked using the data obtained statistically and with response surface plots. The confirmation of significance (P?<?0.05) of the method parameters was determined using analysis of variance (ANOVA). Chromatographic separation was achieved using a stainless-steel C8 column (25 cm?×?4 mm) in isocratic elution mode using phosphate buffer (pH 3.4) and HPLC-grade acetonitrile (50:50 v/v) as the eluent. The flow rate was adjusted to 1 mL min?1 and the eluent was detected at 230 nm. The validated method, alongside subsequent stress degradation studies conducted according to the ICH guidelines, further favours it as a highly efficient method for the analysis of regular drugs as well as their degraded products. The method proposed above provided a successful demonstration of the QbD-based approach in developing an extremely sensitive and dependable technique for estimating the GLZ for routine analysis and pre-clinical applications.

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9.
In this paper, an application of Quality by Design (QbD) concepts to the development of a stability indicating HPLC method for a complex pain management drug product containing drug substance, two preservatives, and their degradants is described. The QbD approach consisted of (i) developing a full understanding of the intended purpose, (ii) developing predictive solutions, (iii) designing a meaningful system suitability solution that helps to identify failure modes, and (iv) following design of experiments (DOE) approach. The starting method lacked any resolution among drug degradant and preservative oxidative degradant peaks, and peaks for preservative and another drug degradant. The method optimization was accomplished using Fusion AE? software (S-Matrix Corporation, Eureka, CA) that follows a DOE approach. Column temperature (50 ± 5°C), mobile phase buffer pH (2.9 ± 0.2), initial % acetonitrile (ACN, 2 ± 1%), and initial hold time (2.5, 5, or 10 min) of the HPLC method were simultaneously studied to optimize separation of the unresolved peaks. The optimized HPLC conditions (column temperature of 50°C, buffer pH of 3.1, 3% initial ACN with 2.5 min initial hold) resulted in fully resolved peaks in the two critical pairs. The QbD based method development helped in generating a design space and operating space with knowledge of all method performance characteristics and limitations and successful method robustness within the operating space.  相似文献   

10.
The current research work envisages an analytical quality by design‐enabled development of a simple, rapid, sensitive, specific, robust and cost‐effective stability‐indicating reversed‐phase high‐performance liquid chromatographic method for determining stress‐induced forced‐degradation products of sorafenib tosylate (SFN). An Ishikawa fishbone diagram was constructed to embark upon analytical target profile and critical analytical attributes, i.e. peak area, theoretical plates, retention time and peak tailing. Factor screening using Taguchi orthogonal arrays and quality risk assessment studies carried out using failure mode effect analysis aided the selection of critical method parameters, i.e. mobile phase ratio and flow rate potentially affecting the chosen critical analytical attributes. Systematic optimization using response surface methodology of the chosen critical method parameters was carried out employing a two‐factor–three‐level–13‐run, face‐centered cubic design. A method operable design region was earmarked providing optimum method performance using numerical and graphical optimization. The optimum method employed a mobile phase composition consisting of acetonitrile and water (containing orthophosphoric acid, pH 4.1) at 65:35 v/v at a flow rate of 0.8 mL/min with UV detection at 265 nm using a C18 column. Response surface methodology validation studies confirmed good efficiency and sensitivity of the developed method for analysis of SFN in mobile phase as well as in human plasma matrix. The forced degradation studies were conducted under different recommended stress conditions as per ICH Q1A (R2). Mass spectroscopy studies showed that SFN degrades in strongly acidic, alkaline and oxidative hydrolytic conditions at elevated temperature, while the drug was per se found to be photostable. Oxidative hydrolysis using 30% H2O2 showed maximum degradation with products at retention times of 3.35, 3.65, 4.20 and 5.67 min. The absence of any significant change in the retention time of SFN and degradation products, formed under different stress conditions, ratified selectivity and specificity of the systematically developed method.  相似文献   

11.
A mass spectrometry method has been developed using the Quality by Design (QbD) principle. Direct analysis in real time mass spectrometry (DART-MS) was adopted to analyze a pharmaceutical preparation. A fishbone diagram for DART-MS and the Plackett-Burman design were utilized to evaluate the impact of a number of factors on the method performance. Multivariate regression and Pareto ranking analysis indicated that the temperature, determined distance, and sampler speed were statistically significant (P < 0.05). Furthermore, the Box-Behnken design combined with response surface analysis was then employed to study the relationships between these three factors and the quality of the DART-MS analysis. The analytical design space of DART-MS was thus constructed and its robustness was validated. In this presented approach, method performance was mathematically described as a composite desirability function of the critical quality attributes (CQAs). Two terms of method validation, including analytical repeatability and method robustness, were carried out at an operating work point. Finally, the validated method was successfully applied to the pharmaceutical quality assurance in different manufacturing batches. These results revealed that the QbD concept was practical in DART-MS method development. Meanwhile, the determined quality was controlled by the analytical design space. This presented strategy provided a tutorial to the development of a robust QbD-compliant mass spectrometry method for industrial quality control.
Figure
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12.
Degradation of the drug can lead to the formation of toxic substance hence drug quality and stability is a major concern by pharma regulators. A Selected phosphodiesterase type 5 inhibitor drug Avanafil (AV) structure has amide, arylchloro and hydroxide as functional groups which can easily eliminated during hydrolysis. Henceforth, thoroughly chemical stability of AV was carried out according to ICH guideline Q1A (R2). The drug and marketed tablet formulation undergoes degradation in hydrolytic (acid, base, neutral), thermal, photolytic, oxidative conditions and forms a total new sixteen degradation products (D.P.s) which were identified by LC, characterized by LC-MS/MS and probable degradation mechanism for each stress conditions are proposed. All sixteen D.P.s were identified by optimized LC conditions; C18 column using 10 mM ammonium acetate: ACN (60:40, v/v), pH 4.5 as mobile phase at 0.9 mL min−1 of flow rate, 239 nm wavelength at 20 °C column temperature and the method being LC-MS compatible characterized by LC-MS/MS confirmed by relative retention time (RRT). The structure of D.P.s was confirmed from the fragmentation pattern obtained by LC-MS/MS and further probable degradation mechanism for each stress condition is proposed. The drug and its marketed tablet formulation showed similar degradation peaks which were confirmed using RRT, photodiode array (PDA) and LC-MS. Drug degradation happens due to nucleophilic substitution reaction, amide hydrolysis, electron withdrawing properties of amide, dechlorination and bond cleavage due to energy. The amide group in AV structure can undergo hydrolysis, while due to aryl chloride and hydroxide group in structure it undergoes photodecomposition. A comprehensive stress study reveals that AV is more prone to degrade in light, temperature and moisture; hence AV requires proper storage condition temperature below 25 °C with protection to light and moisture. In silico toxicity prediction of physicochemical properties revealed that all the physicochemical parameters of impurities were within the acceptable limit which indicates that no impurity is at any risk of toxicity. In detail, the LC-MS/MS compatible AV degradation study is fully validated as per ICH Q2 (R1) guideline.  相似文献   

13.
In the present study the International Conference on Harmonization‐prescribed stress degradation was carried out to study the degradation profile of edaravone. To establish a Quality by Design (QbD)‐assisted stability‐indicating assay, the reaction solutions in which different degradation products were formed were mixed. Plackett Burman and central composite design were used to screen and optimize experimental variables to resolve edaravone and its impurities with good peak symmetry using an RP C18 column. The method was validated according to International Conference on Harmonization guidelines. Seven unknown and two known degradation products were identified and characterized by LC‐MS/MS. Two major degradation products formed under thermal degradation were isolated and characterized as 4‐(4,5‐dihydro‐3‐methyl‐5‐oxo‐1‐phenyl‐1H‐pyrazol‐4‐yl‐4‐(4,5‐dihydro‐5‐hydroxy‐3‐methyl‐1‐phenyl‐1H‐pyrazol‐4‐yl)‐3‐methyl‐1‐phenyl‐1H‐pyrazol‐5(4H)‐one and 3‐hydroxy‐dihydro‐thiazolo[1‐(2‐methyl‐buta‐1,3dienyl)‐1‐phenylhydrazine]5‐one. The degradation pathways of degradants were proposed based on m/z values.  相似文献   

14.
A commercial erythromycin formulation containing erythromycin A (EA) as the major compound showed the presence of an unknown degradation compound that was co-eluted with erythromycin E (EE) in the European Pharmacopoeia (Ph. Eur.) liquid chromatographic (LC) method. The amount of the degradation compound increased with respect to time. To separate this unknown (UNK1), investigation was performed with different LC methods coupled to ultraviolet detection (LC-UV). With the present Ph. Eur. method, the degradation compound could not be well separated. However, with the most selective LC-UV method (XTerra method), two more degradation products (UNK2 and UNK3) were found in the formulation which could not be observed using other methods because of their poor separation. By combining the results obtained with LC-UV, LC/MS and LC/NMR, the degradation products were identified as pseudoerythromycin A hemiketal (PsEAHK), erythromycin A enol ether carboxylic acid and erythromycin C enol ether carboxylic acid. PsEAHK is known to be a base-catalysed degradation product of EA, whereas the other two degradation products were newly identified.  相似文献   

15.
Recent pharmaceutical regulatory documents have stressed the critical importance of applying quality by design (QbD) principles for in-depth process understanding to ensure that product quality is built in by design. This article outlines the application of QbD concepts to the development of analytical separation methods, for example chromatography and capillary electrophoresis. QbD tools, for example risk assessment and design of experiments, enable enhanced quality to be integrated into the analytical method, enabling earlier understanding and identification of variables affecting method performance. A QbD guide is described, from identification of quality target product profile to definition of control strategy, emphasizing the main differences from the traditional quality by testing (QbT) approach. The different ways several authors have treated single QbD steps of method development are reviewed and compared. In a final section on outlook, attention is focused on general issues which have arisen from the surveyed literature, and on the need to change the researcher’s mindset from the QbT to QbD approach as an important analytical trend for the near future.
Figure
Quality by design guide for analytical method development  相似文献   

16.
Ketorolac, a nonsteroidal anti‐inflammatory drug, was subjected to forced degradation studies as per International Conference on Harmonization guidelines. A simple, rapid, precise, and accurate high‐performance liquid chromatography combined with electrospray ionization quadrupole time‐of‐flight tandem mass spectrometry (LC/ESI/Q/TOF/MS/MS) method has been developed for the identification and structural characterization of stressed degradation products of ketorolac. The drug was found to degrade in hydrolytic (acidic, basic, and neutral), photolytic (acidic, basic, and neutral solution), and thermal conditions, whereas the solid form of the drug was found to be stable under photolytic conditions. The method has shown adequate separation of ketorolac tromethamine and its degradation products on a Grace Smart C‐18 (250 mm × 4.6 mm i.d., 5 µm) column using 20 mM ammonium formate (pH = 3.2): acetonitrile as a mobile phase in gradient elution mode at a flow rate of 1.0 ml/min. A total of nine degradation products were identified and characterized by LC/ESI/MS/MS. The most probable mechanisms for the formation of degradation products have been proposed on the basis of a comparison of the fragmentation of the [M + H]+ ions of ketorolac and its degradation products. In silico toxicity of the drug and degradation products was investigated by using topkat and derek softwares. The method was validated in terms of specificity, linearity, accuracy, precision, and robustness as per International Conference on Harmonization guidelines. Copyright © 2014 John Wiley & Sons, Ltd.  相似文献   

17.
The design of an appropriate analytical method for assessing the quality of pharmaceuticals requires a deep understanding of science, and risk evaluation approaches are appreciated. The current study discusses how a related substance method was developed for Nintedanib esylate. The best possible separation between the critical peak pairs was achieved using an X-Select charged surface hybrid Phenyl Hexyl (150 × 4.6) mm, 3.5 μm column. A mixture of water, acetonitrile, and methanol in mobile phase-A (70:20:10) and mobile phase-B (20:70:10), with 0.1% trifluoroacetic acid and 0.05% formic acid in both eluents. The set flow rate, wavelength, and injection volumes were 1.0 ml/min, 285 nm, and 5 μl, respectively, with gradient elution. The method conditions were validated as per regulatory requirements and United States Pharmacopeia general chapter < 1225 >. The correlation coefficient for all impurities from the linearity experiment was found to be > 0.999. The % relative standard deviation from the precision experiments ranged from 0.4 to 3.6. The mean %recovery from the accuracy study ranged from 92.5 to 106.5. Demonstrated the power of the stability-indicating method through degradation studies; the active drug component is more vulnerable to oxidation than other conditions. Final method conditions were further evaluated using a full-factorial design. The robust method conditions were identified using the graphical optimization from the design space.  相似文献   

18.
An ultrafast liquid chromatographic bioanalytical method was developed and validated for the determination of telaprevir in Wistar albino rat serum. Principles of quality by design (QbD) were implemented for enhancing the bioanalytical liquid–liquid extraction of telaprevir from rat serum. A Box–Behnken design was utilized in the studies by selecting extraction time, centrifugation speed, and vortex time as the critical method variables for evaluating their effect on the critical analytical attribute, i.e., %recovery of telaprevir. Chromatographic separation was achieved within a run time of 10?min using a C-18 column and mobile phase comprising of methanol:borate buffer of pH 9 (90:10 v/v) flowing at 1.2?mL/min. Photodiode array detection was performed at 270?nm. Results of validation studies were satisfactory. The method was linear over a concentration of 25–10,000?ng/mL. Limit of detection for the developed method was 10?ng/mL. Further, design of experiments (DoE) used for inter-day accuracy and precision study suggested superior method reliability. This integrated QbD- and DoE-based approach ensured the development of a validated and reliable analytical method for optimum bioanalysis of telaprevir in biological matrix.  相似文献   

19.
Parkinson's disease (PD) is a very serious neurological disorder, and current methods of treatment fail to achieve long‐term control. SCH 420814 is a potent, selective and orally active adenosine A2A receptor antagonist discovered by Schering‐Plough. Stability testing provides evidence of the quality of a bulk drug when exposed to the influence of environmental factors. Understanding the drug degradation profiles is critical to the safety and potency assessment of the drug candidate for clinical trials. As a result, identification of degradation products has taken an important role in drug development process. In this study, a rapid and sensitive method was developed for the structural determination of the degradation products of SCH 420814 formed under different forced conditions. The study utilizes a combination of liquid chromatography–tandem‐mass spectrometry (LC‐MS/MS) and Fourier Transform (FT) MS techniques to obtain complementary information for structure elucidation of the unknowns. This combination approach has significant impact on degradation product identification. A total of ten degradation products of SCH 420814 were characterized using the developed method. Copyright © 2009 John Wiley & Sons, Ltd.  相似文献   

20.
The present studies describe quality by design-based development of bioanalytical ultra performance liquid chromatography method of olmesartan medoxomil. Initially, method objectives were defined and critical analytical attributes (CAAs) earmarked. Method optimization was conducted using a central composite design for optimizing mobile phase ratio and injection volume as the critical method parameters (CMPs) identified from risk assessment and factor screening studies, and evaluated for their influence on peak area, theoretical plates, and asymmetry factor as CAAs. Chromatographic separation was achieved using acetonitrile:water solvent system containing 0.1% orthophosphoric acid (54:46, v/v) as the mobile phase with UV detection at 243 nm. Further optimization of bioanalytical extraction process was accomplished using a Box–Behnken design selecting extraction time, centrifugation speed, and centrifugation time as the CMPs identified from failure mode and effect analysis, and evaluated for percent recovery, peak asymmetry, and theoretical plate count as the CAAs. Establishment of calibration curve indicated linearity between concentration range of 100 and 800 ng mL?1, excellent accuracy and precision with limit of detection and limit of quantification as 6.2 and 19.0 ng mL?1, respectively. Drug stability studies indicated mean percent recovery ranging between 92.4 and 97.3% under various stress conditions.  相似文献   

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