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1.
Mar Drugs ; 22(9)2024 Sep 20.
Article in English | MEDLINE | ID: mdl-39330308

ABSTRACT

The alarming pace of species extinction severely threatens terrestrial and aquatic ecosystems, undermining the crucial ecological services vital for environmental sustainability and human well-being. Anthropogenic activities, such as urbanization, agriculture, industrialization, and those inducing climate change, intensify these risks, further imperiling biodiversity. Of particular importance are aquatic organisms, pivotal in biodiscovery and biotechnology. They contribute significantly to natural product chemistry, drug development, and various biotechnological applications. To safeguard these invaluable resources, establishing and maintaining aquatic biomaterial repositories (ABRs) is imperative. This review explores the complex landscape of ABRs, emphasizing the need for standardized procedures from collection to distribution. It identifies key legislative and regulatory frameworks, such as the Nagoya Protocol and EU directives, essential for ensuring responsible and equitable biorepository operations. Drawing on extensive literature and database searches, this study compiles existing recommendations and practices into a cohesive framework with which to guide the establishment and sustainable management of ABRs. Through collaborative efforts and adherence to best practices, ABRs can play a transformative role in the future of marine biotechnology and environmental conservation.


Subject(s)
Aquatic Organisms , Conservation of Natural Resources , Humans , Animals , Biocompatible Materials , Biotechnology/standards , Biodiversity , Ecosystem , Guidelines as Topic , Biological Products/standards
2.
Biotechnol Bioeng ; 119(2): 423-434, 2022 02.
Article in English | MEDLINE | ID: mdl-34778948

ABSTRACT

The application of process analytical technology (PAT) for biotherapeutic development and manufacturing has been employed owing to technological, economic, and regulatory advantages across the industry. Typically, chromatographic, spectroscopic, and/or mass spectrometric sensors are integrated into upstream and downstream unit operations in in-line, on-line, or at-line fashion to enable real-time monitoring and control of the process. Despite the widespread utility of PAT technologies at various unit operations of the bioprocess, a holistic business value assessment of PAT has not been well addressed in biologics. Thus, in this study, we evaluated PAT technologies based on predefined criteria for their technological attributes such as enablement of better process understanding, control, and high-throughput capabilities; as well as for business attributes such as simplicity of implementation, lead time, and cost reduction. The study involved an industry-wide survey, where input from subject matter industry experts on various PAT tools were collected, assessed, and ranked. The survey results demonstrated on-line liquid Chromatography (LC), in-line Raman, and gas analysis techniques are of high business value especially at the production bioreactor unit operation of upstream processing. In-line variable path-length UV/VIS measurements (VPE), on-line LC, multiangle light scattering (MALS), and automated sampling are of high business value in Protein A purification and polishing steps of the downstream process. We also provide insights, based on our experience in clinical and commercial manufacturing of biologics, into the development and implementation of some of the PAT tools. The results presented in this study are intended to be helpful for the current practitioners of PAT as well as those new to the field to gauge, prioritize and steer their projects for success.


Subject(s)
Biological Products , Biotechnology , Chromatography/methods , Spectrum Analysis/methods , Animals , Biological Products/analysis , Biological Products/chemistry , Biological Products/isolation & purification , Bioreactors , Biotechnology/methods , Biotechnology/standards , CHO Cells , Cricetinae , Cricetulus , Technology, Pharmaceutical
3.
Biochem Soc Trans ; 48(1): 113-122, 2020 02 28.
Article in English | MEDLINE | ID: mdl-32077472

ABSTRACT

Since the beginning of the 21st Century, synthetic biology has established itself as an effective technological approach to design and engineer biological systems. Whilst research and investment continues to develop the understanding, control and engineering infrastructural platforms necessary to tackle ever more challenging systems - and to increase the precision, robustness, speed and affordability of existing solutions - hundreds of start-up companies, predominantly in the US and UK, are already translating learnings and potential applications into commercially viable tools, services and products. Start-ups and SMEs have been the predominant channel for synthetic biology commercialisation to date, facilitating rapid response to changing societal interests and market pull arising from increasing awareness of health and global sustainability issues. Private investment in start-ups across the US and UK is increasing rapidly and now totals over $12bn. Health-related biotechnology applications have dominated the commercialisation of products to date, but significant opportunities for the production of bio-derived materials and chemicals, including consumer products, are now being developed. Synthetic biology start-ups developing tools and services account for between 10% (in the UK) and ∼25% (in the US) of private investment activity. Around 20% of synthetic biology start-ups address industrial biotechnology targets, but currently, only attract ∼11% private investment. Adopting a more networked approach - linking specialists, infrastructure and ongoing research to de-risk the economic challenges of scale-up and supported by an effective long-term funding strategy - is set to transform the impact of synthetic biology and industrial biotechnology in the bioeconomy.


Subject(s)
Biotechnology/trends , Synthetic Biology/trends , Biomedical Technology , Biotechnology/economics , Biotechnology/standards , Humans , Manufacturing Industry/economics , Manufacturing Industry/standards , Synthetic Biology/economics , Synthetic Biology/standards
4.
Cytotherapy ; 22(6): 337-342, 2020 06.
Article in English | MEDLINE | ID: mdl-32223996

ABSTRACT

BACKGROUND AIMS: At the frontier of transfusion medicine and transplantation, the field of cellular therapy is emerging. Most novel cellular therapy products are produced under investigational protocols with no clear standardization across cell processing centers. Thus, the purpose of this study was to uncover any variations in manufacturing practices for similar cellular therapy products across different cell processing laboratories worldwide. METHODS: An exploratory survey that was designed to identify variations in manufacturing practices in novel cellular therapy products was sent to cell processing laboratory directors worldwide. The questionnaire focused on the manufacturing life cycle of different cell therapies (i.e., collection, purification, in vitro expansion, freezing and storage, and thawing and washing), as well as the level of regulations followed to process each product type. RESULTS: The majority of the centers processed hematopoietic progenitor cells (HPCs) from peripheral blood (n = 18), bone marrow (n = 16) or cord blood (n = 19), making HPCs the most commonly processed cells. The next most commonly produced cellular therapies were lymphocytes (n = 19) followed by mesenchymal stromal cells (n = 14), dendritic cells (n = 9) and natural killer (NK) cells (n = 9). A minority of centers (<5) processed pancreatic islet cells (n = 4), neural cells (n = 3) and induced-pluripotent stem cells (n = 3). Thirty-two laboratories processed products under an investigational status, for either phase I/II (n = 27) or phase III (n = 17) clinical trials. If purification methods were used, these varied for the type of product processed and by institution. Environmental monitoring methods also varied by product type and institution. CONCLUSION: This exploratory survey shows a wide variation in cellular therapy manufacturing practices across different cell processing laboratories. A better understanding of the effect of these variations on the quality of these cell-based therapies will be important to assess for further process evaluation and development.


Subject(s)
Biotechnology/methods , Cell- and Tissue-Based Therapy/methods , Biotechnology/standards , Bone Marrow , Fetal Blood , Hematopoietic Stem Cells , Humans , Killer Cells, Natural , Laboratories/standards , Mesenchymal Stem Cells
5.
Biotechnol Bioeng ; 117(3): 637-645, 2020 03.
Article in English | MEDLINE | ID: mdl-31709510

ABSTRACT

A continuous viral inactivation (CVI) chamber has been designed to operate with acceptable residence time distribution (RTD) characteristics. However, altering the CVI's geometry and operation to accommodate the scale was not obvious. In this work, we elucidate the influence of Dean vortices and leverage the transition into the weak turbulent regime to establish relationships between input variables and process outputs. This study was targeted to understand and quantify the impact of viscosity, Dean number, internal diameter, and path length on the RTD. When the Dean number exceeds 70, radial mixing generated by the Dean vortices began to consistently alter the axial dispersive effects experienced by the pulse injection. Increasing to a Dean number of >100, the axial dispersive effects were dominated by the Dean vortices which allowed the calculation of the minimum and maximum residence time to be generated. This work provides a method to calculate operational solutions for a tubular incubation reactor in terms of path length, internal diameter, flow rate, and target minimum and maximum residence time specifications that assures both viral residence times while also establishing criteria to maximize product quality during continuous operation.


Subject(s)
Bioreactors , Biotechnology/methods , Biotechnology/standards , Virus Inactivation , Antibodies, Monoclonal , Biological Products/standards , Hydrogen-Ion Concentration , Rheology , Viscosity
6.
Biotechnol Bioeng ; 117(8): 2319-2330, 2020 08.
Article in English | MEDLINE | ID: mdl-32374459

ABSTRACT

Advances in molecular biology and the possibility of differentiating stem cells have opened up new scenarios in therapies that use progenitor or variously differentiated cells. Regardless of the choice of the system, designing a plant for producing advanced therapies requires a clear understanding of the final objective (the product), taking into account all the regulatory, environment, process, risk assessment, asepsis, and validation aspects involved until its implementation. Good Manufacturing Practice (GMP) compliant procedures are a prerequisite for cell production in clinical application, and clean rooms are zones for producing cell therapies. Clean rooms for clinical application require high running and maintenance costs and need trained operators and strict procedures to prepare the rooms and the people involved in the processes. While today production mainly occurs in open systems (clean rooms), there is evidence of processes in closed systems (isolators). The isolator is a Grade A aseptic closed system that requires a controlled environment and at least a Grade D environment in the case of sterile productions (A in D closed system). The use of isolators can ensure a very high level of protection against the risk of product contamination and, at the same time, provide the operators with a very safe working environment. Furthermore, working with closed systems can optimize and facilitate the production of Advanced Therapy Medical Products in GMP environments, by providing an easily reproducible working tool even for large-scale production, with generally lower costs compared to a classical clean room approach. In conclusion, the isolator workstation as a possible alternative to the classic clean room, due to its small size and the simplification of the working and maintenance operational procedures, may represent an interesting solution in the perspective of the increasingly more stringent requests for cost reductions of GMP in clinical application.


Subject(s)
Biological Therapy , Biotechnology , Drug Contamination/prevention & control , Quality Control , Technology, Pharmaceutical , Animals , Biotechnology/economics , Biotechnology/standards , Environment, Controlled , Humans , Risk Assessment , Technology, Pharmaceutical/economics , Technology, Pharmaceutical/standards
7.
Cytotherapy ; 21(7): 686-698, 2019 07.
Article in English | MEDLINE | ID: mdl-31196821

ABSTRACT

We provide an overview of the regulatory framework, pathways and underlying regulatory authority for cell, gene and tissue-engineered therapies in Canada. Canada's regulatory approach uses three sets of regulations, namely, the Cells, Tissues and Organs Regulations, the Food and Drug Regulations and the Medical Devices Regulations. We provide an overview of each these sets of regulations as they apply to clinical investigation to post-market product lifecycle stages. Information is provided on the current sources of relevant Health Canada guidance documents. We highlight several regional success stories including Prochymal, a cell therapy product that achieved Canadian regulatory approval using the conditional marketing approval system. We also examine the perceived gaps in the Canadian regulations and how those gaps are being addressed by interactions between the government, stakeholders and international bodies. We conclude that the risk-benefit approach used by Health Canada for regulatory approval processes is sufficiently flexible to enable to development of novel cell and gene therapy products in Canada, yet stringent enough to protect patient safety.


Subject(s)
Cell- and Tissue-Based Therapy , Genetic Therapy/legislation & jurisprudence , Transplantation, Homologous/legislation & jurisprudence , Biotechnology/legislation & jurisprudence , Biotechnology/methods , Biotechnology/standards , Canada , Humans , Marketing/legislation & jurisprudence , Medical Tourism , Patient Safety , Stem Cell Transplantation/legislation & jurisprudence , Tissue Engineering
9.
Cytotherapy ; 20(9): 1110-1123, 2018 09.
Article in English | MEDLINE | ID: mdl-30170815

ABSTRACT

BACKGROUND: The regenerative and immunomodulatory properties of human mesenchymal stromal cells (hMSCs) have raised great hope for their use in cell therapy. However, when intravenously infused, hMSCs fail to reach sites of tissue injury. Fucose addition in α(1,3)-linkage to terminal sialyllactosamines on CD44 creates the molecule known as hematopoietic cell E-/L-selectin ligand (HCELL), programming hMSC binding to E-selectin that is expressed on microvascular endothelial cells of bone marrow (BM), skin and at all sites of inflammation. Here we describe how this modification on BM-derived hMSCs (BM-hMSCs) can be adapted to good manufacturing practice (GMP) standards. METHODS: BM-hMSCs were expanded using xenogenic-free media and exofucosylated using α(1,3)-fucosyltransferases VI (FTVI) or VII (FTVII). Enforced fucosylation converted CD44 into HCELL, and HCELL formation was assessed using Western blot, flow cytometry and cell-binding assays. Untreated (unfucosylated), buffer-treated and exofucosylated BM-hMSCs were each analyzed for cell viability, immunophenotype and differentiation potential, and E-selectin binding stability was assessed at room temperature, at 4°C, and after cryopreservation. Cell product safety was evaluated using microbiological testing, karyotype analysis, and c-Myc messenger RNA (mRNA) expression, and potential effects on genetic reprogramming and in cell signaling were analyzed using gene expression microarrays and receptor tyrosine kinase (RTK) phosphorylation arrays. RESULTS: Our protocol efficiently generates HCELL on clinical-scale batches of BM-hMSCs. Exofucosylation yields stable HCELL expression for 48 h at 4°C, with retained expression after cell cryopreservation. Cell viability and identity are unaffected by exofucosylation, without changes in gene expression or RTK phosphorylation. DISCUSSION: The described exofucosylation protocol using xenogenic-free reagents enforces HCELL expression on hMSCs endowing potent E-selectin binding without affecting cell viability or native phenotype. This described protocol is readily scalable for GMP-compliant clinical production.


Subject(s)
Biotechnology/methods , Mesenchymal Stem Cells/cytology , Mesenchymal Stem Cells/physiology , Biotechnology/standards , Cell Differentiation , Cell Survival , Cells, Cultured , Cryopreservation , E-Selectin/metabolism , Endothelial Cells/metabolism , Fucose/metabolism , Fucosyltransferases/metabolism , Glycosylation , Humans , Hyaluronan Receptors/metabolism , Immunophenotyping , Transcriptome
10.
Crit Rev Biotechnol ; 38(5): 647-656, 2018 Aug.
Article in English | MEDLINE | ID: mdl-28954542

ABSTRACT

BACKGROUND: Leaping DNA read-and-write technologies, and extensive automation and miniaturization are radically transforming the field of biological experimentation by providing the tools that enable the cost-effective high-throughput required to address the enormous complexity of biological systems. However, standardization of the synthetic biology workflow has not kept abreast with dwindling technical and resource constraints, leading, for example, to the collection of multi-level and multi-omics large data sets that end up disconnected or remain under- or even unexploited. PURPOSE: In this contribution, we critically evaluate the various efforts, and the (limited) success thereof, in order to introduce standards for defining, designing, assembling, characterizing, and sharing synthetic biology parts. The causes for this success or the lack thereof, as well as possible solutions to overcome these, are discussed. CONCLUSION: Akin to other engineering disciplines, extensive standardization will undoubtedly speed-up and reduce the cost of bioprocess development. In this respect, further implementation of synthetic biology standards will be crucial for the field in order to redeem its promise, i.e. to enable predictable forward engineering.


Subject(s)
Bioengineering/standards , Synthetic Biology/standards , Biomedical Research/standards , Biotechnology/standards , DNA , Escherichia coli , Reproducibility of Results
11.
Biotechnol Bioeng ; 115(12): 2893-2907, 2018 12.
Article in English | MEDLINE | ID: mdl-30080940

ABSTRACT

Rapid advances in intensifying upstream processes for biologics production have left downstream processing as a bottleneck in the manufacturing scheme. Biomanufacturers are pursuing continuous downstream process development to increase efficiency and flexibility, reduce footprint and cost of goods, and improve product consistency and quality. Even after successful laboratory trials, the implementation of a continuous process at manufacturing scale is not easy to achieve. This paper reviews specific challenges in converting each downstream unit operation to a continuous mode. Key elements of developing practical strategies for overcoming these challenges are detailed. These include equipment valve complexity, favorable column aspect ratio, protein-A resin selection, quantitative assessment of chromatogram peak size and shape, holistic process characterization approach, and a customized process economic evaluation. Overall, this study provides a comprehensive review of current trends and the path forward for implementing continuous downstream processing at the manufacturing scale.


Subject(s)
Antibodies, Monoclonal , Bioreactors , Biotechnology , Animals , Antibodies, Monoclonal/isolation & purification , Antibodies, Monoclonal/metabolism , Biotechnology/methods , Biotechnology/standards , Biotechnology/trends , Chromatography , Humans , Membranes, Artificial
12.
Int J Med Sci ; 15(4): 309-322, 2018.
Article in English | MEDLINE | ID: mdl-29511367

ABSTRACT

Biomedical research has advanced swiftly in recent decades, largely due to progress in biotechnology. However, this rapid spread of new, and not always-fully understood, technology has also created a lot of false or irreproducible data and artifacts, which sometimes have led to erroneous conclusions. When describing various scientific issues, scientists have developed a habit of saying "on one hand… but on the other hand…", because discrepant data and conclusions have become omnipresent. One reason for this problematic situation is that we are not always thoughtful enough in study design, and sometimes lack enough philosophical contemplation. Another major reason is that we are too rushed in introducing new technology into our research without assimilating technical details. In this essay, we provide examples in different research realms to justify our points. To help readers test their own weaknesses, we raise questions on technical details of RNA reverse transcription, polymerase chain reactions, western blotting and immunohistochemical staining, as these methods are basic and are the base for other modern biotechnologies. Hopefully, after contemplation and reflection on these questions, readers will agree that we indeed know too little about these basic techniques, especially about the artifacts they may create, and thus many conclusions drawn from the studies using those ever-more-sophisticated techniques may be even more problematic.


Subject(s)
Biomedical Research/education , Biomedical Research/standards , Biotechnology/methods , Biomedical Research/trends , Biotechnology/education , Biotechnology/standards , Humans
13.
Fordham Law Rev ; 87(1): 437-83, 2018 Oct.
Article in English | MEDLINE | ID: mdl-30296034

ABSTRACT

Recent developments in gene-editing technology have enabled scientists to manipulate the human genome in unprecedented ways. One technology in particular, Clustered Regularly Interspaced Short Pallindromic Repeat (CRISPR), has made gene editing more precise and cost-effective than ever before. Indeed, scientists have already shown that CRISPR can eliminate genes linked to life-threatening diseases from an individual's genetic makeup and, when used on human embryos, CRISPR has the potential to permanently eliminate hereditary diseases from the human genome in its entirety. These developments have brought great hope to individuals and their families, who suffer from genetically linked diseases. But there is a dark side: in the wrong hands, CRISPR could negatively impact the course of human evolution or be used to create biological weaponry. Despite these possible consequences, CRISPR remains largely unregulated due to the United States's outdated regulatory scheme for biotechnology. Moreover, human embryo research, which is likely critical to maximizing the therapeutic applications of CRISPR, is not easily undertaken by scientists due to a number of federal and state restrictions aimed at preventing such research. This Note examines the possible benefits and consequences of CRISPR and discusses the current regulations in both the fields of biotechnology and human embryo research that hamper the government's ability to effectively regulate this technology. Ultimately, this Note proposes a new regulatory scheme for biotechnology that focuses on the processes used to create products using CRISPR, rather than the products themselves, with a focus on enabling ethical research using human embryos to maximize the potential benefits of CRISPR.


Subject(s)
Biotechnology/ethics , Biotechnology/standards , CRISPR-Cas Systems , Embryo Research/ethics , Gene Editing/ethics , Gene Editing/standards , Government Regulation , Biotechnology/legislation & jurisprudence , Embryo Research/history , Embryo Research/legislation & jurisprudence , Gene Editing/legislation & jurisprudence , Government Regulation/history , History, 20th Century , Humans , Stem Cell Research/ethics , Stem Cell Research/history , Stem Cell Research/legislation & jurisprudence , United States
14.
Nat Methods ; 11(9): 895-8, 2014 Sep.
Article in English | MEDLINE | ID: mdl-25166868

ABSTRACT

'Irreproducibility' is symptomatic of a broader challenge in measurement in biomedical research. From the US National Institute of Standards and Technology (NIST) perspective of rigorous metrology, reproducibility is only one aspect of establishing confidence in measurements. Appropriate controls, reference materials, statistics and informatics are required for a robust measurement process. Research is required to establish these tools for biological measurements, which will lead to greater confidence in research results.


Subject(s)
Biomedical Research/methods , Biomedical Research/standards , Biotechnology/standards , Data Interpretation, Statistical , Models, Statistical , Reproducibility of Results , Computer Simulation , Confidence Intervals , United States
17.
J Cell Biochem ; 117(4): 938-45, 2016 Apr.
Article in English | MEDLINE | ID: mdl-26369756

ABSTRACT

The Wnt ligands are a family of secreted signaling proteins which play key roles in a number of cellular processes under physiological and pathological conditions. Wnts bind to their membrane receptors and initiate a signaling cascade which leads to the nuclear localization and transcriptional activity of ß-catenin. The development of purified recombinant Wnt ligands has greatly aided in our understanding of Wnt signaling and its functions in development and disease. In the current study, we identified non-Wnt related signaling activities which were present in commercially available preparations of recombinant Wnt3a. Specifically, we found that treatment of cultured fibroblasts with recombinant Wnt3a induced immediate activation of TGF-ß and BMP signaling and this activity appeared to be independent of the Wnt ligand itself. Therefore, while purified recombinant Wnt ligands continue to be a useful tool for studying this signaling pathway, one must exercise a degree of caution when analyzing the results of experiments that utilize purified recombinant Wnt ligands.


Subject(s)
Artifacts , Biotechnology/standards , Transforming Growth Factor beta1/agonists , Wnt3A Protein/pharmacology , Animals , Antibodies, Neutralizing/pharmacology , Biotechnology/methods , Bone Morphogenetic Protein 7/antagonists & inhibitors , Bone Morphogenetic Protein 7/genetics , Bone Morphogenetic Protein 7/metabolism , Gene Expression Regulation , Intracellular Signaling Peptides and Proteins , Mice , NIH 3T3 Cells , Proteins/genetics , Proteins/metabolism , Pyrazoles/pharmacology , Pyridines/pharmacology , Quality Control , Quinolines/pharmacology , Recombinant Proteins/genetics , Recombinant Proteins/metabolism , Recombinant Proteins/pharmacology , Signal Transduction , Smad Proteins/genetics , Smad Proteins/metabolism , Transforming Growth Factor beta1/antagonists & inhibitors , Transforming Growth Factor beta1/genetics , Transforming Growth Factor beta1/metabolism , Wnt3A Protein/genetics , Wnt3A Protein/metabolism , beta Catenin/genetics , beta Catenin/metabolism
18.
Cytotherapy ; 18(4): 481-6, 2016 Apr.
Article in English | MEDLINE | ID: mdl-26971677

ABSTRACT

On November 10, 2014, the representatives of all six certified Good Manufacturing Practices (GMP) cell factories operating in the Lombardy Region of Italy convened a 1-day workshop in Milan titled "Management Models for the Development And Sustainability of Cell Factories: Public-Private Partnership?" The speakers and panelists addressed not only the many scientific, technological and cultural challenges faced by Lombardy Cell Factories, but also the potential impact of advanced therapy medicinal products (ATMPs) on public health and the role played by translational research in this process. Future perspectives for research and development (R&D) and manufacturing processes in the field of regenerative medicine were discussed as well. This report summarizes the most important issues raised by the workshop participants with particular emphasis on strengths and limitations of the R&D and manufacturing processes for innovative therapeutics in Lombardy and what can be improved in this context while maintaining GMP standards. The participants highlighted several strategies to translate patient-specific advanced therapeutics into scaled manufacturing products for clinical application. These included (i) the development of a synergistic interaction between public and private institutions, (ii) better integration with Italian regulatory agencies and (iii) the creation of a network among Lombardy cell factories and other Italian and European institutions.


Subject(s)
Cell Culture Techniques , Cell Engineering , Laboratories/organization & administration , Models, Organizational , Therapies, Investigational , Biomedical Research/methods , Biomedical Research/organization & administration , Biomedical Research/standards , Biotechnology/organization & administration , Biotechnology/standards , Cell Culture Techniques/methods , Cell Culture Techniques/standards , Cell Engineering/methods , Cell Engineering/standards , Humans , Italy , Program Evaluation/standards , Quality Improvement , Therapies, Investigational/methods , Therapies, Investigational/standards
19.
Nat Rev Genet ; 11(10): 733-9, 2010 10.
Article in English | MEDLINE | ID: mdl-20838408

ABSTRACT

High-throughput technologies are widely used, for example to assay genetic variants, gene and protein expression, and epigenetic modifications. One often overlooked complication with such studies is batch effects, which occur because measurements are affected by laboratory conditions, reagent lots and personnel differences. This becomes a major problem when batch effects are correlated with an outcome of interest and lead to incorrect conclusions. Using both published studies and our own analyses, we argue that batch effects (as well as other technical and biological artefacts) are widespread and critical to address. We review experimental and computational approaches for doing so.


Subject(s)
Biotechnology/methods , Genomics/methods , Oligonucleotide Array Sequence Analysis/methods , Sequence Analysis, DNA/methods , Biotechnology/standards , Biotechnology/statistics & numerical data , Computational Biology/methods , Genomics/standards , Genomics/statistics & numerical data , Oligonucleotide Array Sequence Analysis/standards , Oligonucleotide Array Sequence Analysis/statistics & numerical data , Periodicals as Topic/standards , Research Design/standards , Research Design/statistics & numerical data , Sequence Analysis, DNA/standards , Sequence Analysis, DNA/statistics & numerical data
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