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1.
Anal Methods ; 2024 Jul 16.
Article in English | MEDLINE | ID: mdl-39011770

ABSTRACT

dsRNA is a product related impurity produced during the mRNA manufacturing process. The established immuno-based detection methods lack the flexibility and speed required to be applied throughout the manufacturing process. The RP-HPLC method developed outperforms these in terms of precision, broader detection range, LOD and LOQ, as well as in output variance. Using this method, dsRNA can be quantified in under 30 min for a single sample.

2.
Biotechnol Bioeng ; 119(11): 3127-3139, 2022 11.
Article in English | MEDLINE | ID: mdl-36017534

ABSTRACT

Messenger RNA (mRNA) vaccines are a new alternative to conventional vaccines with a prominent role in infectious disease control. These vaccines are produced in in vitro transcription (IVT) reactions, catalyzed by RNA polymerase in cascade reactions. To ensure an efficient and cost-effective manufacturing process, essential for a large-scale production and effective vaccine supply chain, the IVT reaction needs to be optimized. IVT is a complex reaction that contains a large number of variables that can affect its outcome. Traditional optimization methods rely on classic Design of Experiments methods, which are time-consuming and can present human bias or based on simplified assumptions. In this contribution, we propose the use of Machine Learning approaches to perform a data-driven optimization of an mRNA IVT reaction. A Bayesian optimization method and model interpretability techniques were used to automate experiment design, providing a feedback loop. IVT reaction conditions were found under 60 optimization runs that produced 12 g · L-1 in solely 2 h. The results obtained outperform published industry standards and data reported in literature in terms of both achievable reaction yield and reduction of production time. Furthermore, this shows the potential of Bayesian optimization as a cost-effective optimization tool within (bio)chemical applications.


Subject(s)
Vaccines, Synthetic , Bayes Theorem , Humans , RNA, Messenger/genetics , mRNA Vaccines
3.
Vaccine ; 39(16): 2190-2200, 2021 04 15.
Article in English | MEDLINE | ID: mdl-33771389

ABSTRACT

Vaccines are one of the most important tools in public health and play an important role in infectious diseases control. Owing to its precision, safe profile and flexible manufacturing, mRNA vaccines are reaching the stoplight as a new alternative to conventional vaccines. In fact, mRNA vaccines were the technology of choice for many companies to combat the Covid-19 pandemic, and it was the first technology to be approved in both United States and in Europe Union as a prophylactic treatment. Additionally, mRNA vaccines are being studied in the clinic to treat a number of diseases including cancer, HIV, influenza and even genetic disorders. The increased demand for mRNA vaccines requires a technology platform and cost-effective manufacturing process with a well-defined product characterisation. Large scale production of mRNA vaccines consists in a 1 or 2-step in vitro reaction followed by a purification platform with multiple steps that can include Dnase digestion, precipitation, chromatography or tangential flow filtration. In this review we describe the current state-of-art of mRNA vaccines, focusing on the challenges and bottlenecks of manufacturing that need to be addressed to turn this new vaccination technology into an effective, fast and cost-effective response to emerging health crises.


Subject(s)
RNA, Messenger/administration & dosage , Vaccines, Synthetic , COVID-19 , Humans , Pandemics , mRNA Vaccines
4.
Methods Mol Biol ; 2197: 151-165, 2021.
Article in English | MEDLINE | ID: mdl-32827136

ABSTRACT

A method for the intermediate recovery of plasmid DNA (pDNA) from alkaline lysates is described that comprises differential isopropanol precipitation steps. In a first low-cut precipitation, a smaller amount of isopropanol (20% v/v) is used so that only high molecular weight RNA precipitates. After solid liquid separation, a high-cut precipitation is performed by bringing isopropanol concentration to 70% v/v to precipitate pDNA. Tests made with lysates show that the differential precipitation increases purity threefold compared to the conventional one-step precipitation at 70% v/v without affecting pDNA recovery (>80%).


Subject(s)
2-Propanol , Chemical Precipitation , Plasmids/isolation & purification , 2-Propanol/chemistry , DNA/isolation & purification , Electrophoresis, Polyacrylamide Gel , Escherichia coli/genetics , Urea
5.
Methods Mol Biol ; 2197: 193-205, 2021.
Article in English | MEDLINE | ID: mdl-32827138

ABSTRACT

Multimodal (MM) chromatography can be described as a chromatographic method that uses more than one mode of interaction between the target molecule and the ligand to achieve a particular separation. Owing to its advantages over traditional chromatography, such as higher selectivity and capacity, its application for the purification of biomolecules with therapeutic interest has been widely studied. The potential of MM chromatography for the purification of plasmid DNA has been demonstrated. In this chapter, a downstream process for the purification of supercoiled plasmid DNA using MM chromatography with two different ligands-Capto™ adhere and PPA HyperCell™-is described. In both the cases, the purification process yields a high purity and highly homogeneous sc plasmid product.


Subject(s)
Chromatography/methods , DNA, Circular/isolation & purification , Plasmids/isolation & purification , DNA, Superhelical/isolation & purification , Dialysis , Escherichia coli/genetics
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