A practical reference on Stability study: what it is, how it behaves, what the literature reports, and where the honest uncertainties sit.
Reviewed 2025-07-23. Anything still debated is marked as such rather than presented as settled.
Quality assessment of a lyophilized product includes cake appearance, residual moisture, reconstitution time, and container closure integrity. A uniform, porous cake suggests that freezing and drying stayed within the formulation's design space. Cracks, shrinkage, meltback, or a glassy film can indicate thermal abuse or a formulation problem. Analysts also test for subvisible particles and sterility when the product requires those specifications. Visual inspection alone cannot confirm biological activity or chemical stability, so it is combined with analytical methods.
Stability programs monitor lyophilized products under defined temperature and humidity conditions over time. Real-time studies at recommended storage conditions are the reference, while accelerated studies provide early signals of degradation pathways. Because a dry cake can still undergo oxidation, hydrolysis, or aggregation, stability depends on residual moisture, excipients, and container headspace. Open questions include how best to predict long-term stability from short accelerated runs and how vial-to-vial variability affects shelf life. Current guidance treats these predictions as product-specific rather than universally generalizable.
Freeze-dried materials are hygroscopic to varying degrees and can take up moisture after drying. Storage therefore often uses sealed glass vials, rubber stoppers, and crimp seals to limit contact with ambient humidity. A desiccant may be included for moisture-sensitive products, although it is not universal. Controlled room temperature is sufficient for many lyophilizates, while others require refrigeration or freezing. Moisture ingress remains a primary cause of cake collapse, chemical degradation, and loss of reconstitution performance.
Analytical methods for lyophilized materials include X-ray diffraction for crystallinity, differential scanning calorimetry for thermal transitions, and scanning electron microscopy for pore morphology. Moisture sorption analysis shows how the cake responds to humidity. These methods help distinguish amorphous from crystalline states and detect phase changes. Open questions remain about how pore structure changes during long-term storage and how best to predict collapse under varied conditions. Comparisons across studies are complicated by differences in formulation, cycle, and storage history.
Quality control for lyophilized products focuses on appearance, moisture level, reconstitution time, and structural integrity. A cake should be uniform, intact, and free of meltback or collapse. Moisture level is measured by Karl Fischer titration or thermogravimetric analysis. Reconstitution time reflects pore structure and formulation. Visual inspection and vial integrity checks detect cracks, stopper defects, or particulate matter. These checks are often performed on samples from each batch. They help confirm that the drying cycle performed as intended.
| Property | Value | Notes |
|---|---|---|
| Cake appearance | Uniform porous plug | Cracks, shrinkage, or meltback suggest process deviation. |
| Reconstitution time | 10 seconds to 5 minutes | Depends on cake structure, diluent, and agitation. |
| Typical storage humidity | Below 60% relative humidity | Lower humidity limits moisture uptake by hygroscopic cakes. |
| Container closure | Glass vial, elastomer stopper, crimp seal | Seal integrity limits moisture and oxygen ingress. |
| Common moisture test | Karl Fischer titration | Measures residual water content in the dried solid. |
Reconstitution involves adding a suitable diluent, often sterile water or a buffer, to the dried cake. Gentle swirling or inversion helps dissolve the material without creating excessive foam. The time required for complete dissolution can range from seconds to several minutes and depends on the cake structure and the diluent. Improper reconstitution, such as vigorous shaking or using the wrong diluent, can cause protein aggregation or loss of activity. After reconstitution, the product may have a limited shelf life and should be used according to its labeling.
Lyophilized products are typically hygroscopic and require protection from moisture during storage. Manufacturers seal them in glass vials, often under vacuum or an inert gas such as nitrogen. The container closure system, including the stopper and crimp seal, must prevent water vapor ingress. Storage temperature varies from controlled room temperature to refrigerated or frozen conditions, depending on the formulation. Humidity-controlled environments are essential because even brief exposure to ambient air can degrade the product.
Regulatory expectations for lyophilized products focus on consistent manufacture and documented stability. Batches are often monitored for moisture, appearance, potency, and sterility where applicable. Process parameters such as shelf temperature, chamber pressure, and drying time are recorded and controlled within validated ranges. Open questions remain about how best to predict long-term stability from short accelerated studies, especially for complex biologics. Variations in freezing rate and ice crystal size can produce differences that are not always visible but may affect performance.
After drying, a lyophilized product is usually sealed under vacuum or an inert gas to limit moisture uptake. Residual water content is measured because small changes can alter chemical stability and cake appearance. Storage temperature depends on the material; many biological products are kept at 2–8 °C, while some require −20 °C or colder. Exposure to ambient humidity during handling can cause the porous solid to absorb water and collapse. Container closures and stoppers are therefore selected for low moisture transmission and compatibility.
Quality control for lyophilized materials includes visual inspection of the cake, measurement of residual moisture, and tests for reconstitution time. An acceptable cake is typically uniform and may be slightly porous; shrinkage, meltback, or cracks can indicate process deviations. Analytical methods such as Karl Fischer titration, thermogravimetric analysis, and near-infrared spectroscopy quantify water content. Reconstitution time is recorded because a very slow or incomplete dissolution can signal collapse or aggregation. Stability studies compare samples stored under defined temperature and humidity conditions over months or years.
Quality control for freeze-dried lots combines visual inspection with instrumental tests. Cake appearance, color, and shrinkage are recorded against a reference, while residual moisture is measured by Karl Fischer titration or loss on drying. Thermal analysis can reveal phase transitions and crystallization events, and X-ray diffraction distinguishes amorphous from crystalline solids. Microbiological tests and container closure integrity checks are also routine for sterile products. Analytical methods must be validated for the matrix, because excipients and low moisture can affect accuracy. Open questions include how best to predict long-term stability from short-term data.
Lyophilized solids are often hygroscopic, so handling occurs in controlled low-humidity areas or glove boxes when the material is exposed. Vials remain sealed with elastomeric stoppers and aluminum crimps until use, because airborne moisture can raise residual water and shorten shelf life. The porous cake is fragile and may crack, shrink, or powder during transport. Personnel typically avoid repeated warming and cooling of sealed units, which can draw moisture through closures. These practices aim to preserve the low water content achieved during drying.
Storage conditions depend on the formulation and the intended shelf life. Many pharmaceutical and biological freeze-dried products are kept at 2–8 °C, while some stable foods and reagents tolerate room temperature. Others require −20 °C or colder to slow chemical degradation or aggregation. Protection from light and oxygen is common because oxidation can continue in the dry state. Stability studies usually monitor potency, appearance, moisture, and reconstitution time over months or years. Predictions from accelerated studies are useful but may not fully capture real-time changes.
Quality control for lyophilized products includes appearance, cake structure, reconstitution time, pH, residual moisture, and potency. Residual moisture is a key attribute because excess water can reduce stability, while excessively low moisture may cause structural changes or aggregation in some systems. Stability studies compare real-time and accelerated conditions to estimate shelf life. Analytical methods must be validated for the specific matrix, container, and moisture range. Sterility and container integrity are also monitored for sterile products.
Handling practices aim to prevent moisture ingress and mechanical damage. Vials should remain stoppered and crimped until use, and reconstitution should follow the labeled diluent and volume. Shipping may involve temperature-controlled containers and desiccants, but direct contact between desiccant and product is avoided. Regulatory guidance expects documented storage conditions, excursion assessments, and stability commitments. Open questions remain about how best to predict long-term stability from short accelerated studies for every formulation class.
After lyophilization, the product is usually a porous cake or powder with a large internal surface area. This structure can absorb moisture quickly if exposed to humid air, so vials are sealed under vacuum or an inert gas. Moisture uptake may lower the glass transition temperature of the dried matrix and accelerate chemical or physical degradation. Storage conditions therefore depend on the formulation, container, and intended shelf life. Some products remain stable at room temperature, while others require refrigeration or freezing.
== See also == Timeline of computing 2020–present Pandemic prevention § Surveillance and mapping COVID-19 surveillance Teamwork Open-source software development Citizen science § COVID-19 pandemic Information management COVID-19 pandemic#Information dissemination Open-source ventilator Bioinformatics Impact of the COVID-19 pandemic on science and technology#Computing and machine learning research and citizen science Public health mitigation of COVID-19 § Information technology Technology policy
=== Observations of thin graphite layers and related structures === Transmission electron microscopy (TEM) images of thin graphite samples consisting of a few graphene layers were published by G. Ruess and F. Vogt in 1948. Eventually, single layers were also observed directly. Single layers of graphite were also observed by transmission electron microscopy within bulk materials, particularly inside soot obtained by chemical exfoliation. From 1961 to 1962, Hanns-Peter Boehm published a study of extremely thin flakes of graphite. The study measured flakes as small as ~0.4 nm, which is around 3 atomic layers of amorphous carbon. This was the best possible resolution for TEMs in the 1960s. However, it is impossible to distinguish between suspended monolayer and multilayer graphene by their TEM contrasts, and the only known method is to analyze the relative intensities of various diffraction spots. The first reliable TEM observations of monolayers are likely given in references 24 and 26 of Geim and Novoselov's 2007 review. In 1975, van Bommel et al. epitaxially grew a single layer of graphite on top of silicon carbide. Others grew single layers of carbon atoms on other materials. This "epitaxial graphene" consists of a single-atom-thick hexagonal lattice of sp2-bonded carbon atoms, as in free-standing graphene.
=== Selected articles === Falk, Ronald J.; Jennette, J. Charles (1988). "Anti-Neutrophil Cytoplasmic Autoantibodies with Specificity for Myeloperoxidase in Patients with Systemic Vasculitis and Idiopathic Necrotizing and Crescentic Glomerulonephritis". New England Journal of Medicine. 318 (25): 1651–1657. doi:10.1056/NEJM198806233182504. PMID 2453802. Falk, R. J.; Terrell, R. S.; Charles, L. A.; Jennette, J. C. (1990). "Anti-neutrophil cytoplasmic autoantibodies induce neutrophils to degranulate and produce oxygen radicals in vitro". Proceedings of the National Academy of Sciences. 87 (11): 4115–4119. Bibcode:1990PNAS...87.4115F. doi:10.1073/pnas.87.11.4115. PMC 54058. PMID 2161532. Jennette, J. Charles; Falk, Ronald J.; Andrassy, Konrad; Bacon, Paul A.; Churg, Jacob; Gross, Wolfgang L.; Hagen, E. Christiaan; Hoffman, Gary S.; Hunder, Gene G.; Kallenberg, Cees G. M.; McCluskey, Robert T.; Sinico, R. Alberto; Rees, Andrew J.; Es, Leendert A. Van; Waldherr, Rüdiger; Wiik, Allan (1994). "Nomenclature of Systemic Vasculitides". Arthritis & Rheumatism. 37 (2): 187–192. doi:10.1002/art.1780370206. PMID 8129773. Jennette, J. Charles; Falk, Ronald J. (1997). "Small-Vessel Vasculitis". New England Journal of Medicine. 337 (21): 1512–1523. doi:10.1056/NEJM199711203372106. PMID 9366584. Xiao, Hong; Heeringa, Peter; Hu, Peiqi; Liu, Zhi; Zhao, Minglang; Aratani, Yasuaki; Maeda, Nobuyo; Falk, Ronald J.; Jennette, J. Charles (2002). "Antineutrophil cytoplasmic autoantibodies specific for myeloperoxidase cause glomerulonephritis and vasculitis in mice". Journal of Clinical Investigation.
=== Other applications === One of the most desirable uses for protein design is for biosensors, proteins that will sense the presence of specific compounds. Some attempts in the design of biosensors include sensors for unnatural molecules including TNT. More recently, Kuhlman and coworkers designed a biosensor of the PAK1. In a sense, protein design is a subset of battery design.
Its ability to regulate adhesion, migration, proliferation, immune regulation, and ECM remodeling makes it an important contributor in normal tissue development, homeostasis, and repair while also having a part in pathological processes such as fibrosis, inflammation, and cancer. The diverse roles of ITGA1 highlight its importance as both a mediator of tissue homeostasis and a potential target for diseases driven by abnormal cell-ECM interactions.
Sources: en.wikipedia.org
General Blood was an FDA-registered and AABB accredited distributor of human blood, platelets, and plasma for hospitals, non-transfusion facilities, and group-purchasing organizations. General Blood's process was designed to balance excesses and shortages of blood by improving supply chain efficiencies and logistical models within the blood distribution industry. The company is now defunct.
=== Excessive sweating === Botulinum toxin (BTO) injections are a modern clinical trend to treat hyperhidrosis, of which palmar hyperhidrosis is a frequent symptom. For example, AbobotulinumtoxinA has been approved for the treatment of axillary hyperhidrosis, which cannot be managed by topical agents.
==== Varieties ==== Koikuchi (濃口; 'thick taste'): Originating in the Kantō region, its usage eventually spread all over Japan. Over 80% of the Japanese domestic soy sauce production is of koikuchi, and can be considered the typical Japanese soy sauce. It is made from roughly equal quantities of soybean and wheat. This variety is also called kijōyu (生醤油) or namashōyu (生しょうゆ) when it is not pasteurized. Usukuchi (薄口; 'thin taste'): Almost 14% of soy sauce production is usukuchi shoyu. It is particularly popular in the Kansai region of Japan. It matures for less time than koichuchi and is both saltier and lighter in color. It is paler due to the use in its production of amazake, a sweet liquid made from fermented rice. Usukuchi is commonly used in cooking as it does not alter the color and taste of the ingredients. Tamari (たまり): Made mainly in the Chūbu region of Japan, tamari is darker in appearance and richer in flavor than koikuchi. It contains little or no wheat. Wheat-free tamari can be used by people with gluten intolerance. Tamari is more viscous than koikuchi shoyu. Of soy sauce produced in Japan, 1.5% is tamari. It is the "original" Japanese soy sauce, as its recipe is closest to the soy sauce originally introduced to Japan from China. Technically, this variety is known as miso-damari (味噌溜り), as this is the liquid that runs off miso (a soybean-based seasoning and soup base) as it matures.
Although the concept of viscosity is commonly used in fluid mechanics to characterize the shear properties of a fluid, it can be inadequate to describe non-Newtonian fluids. They are best studied through several other rheological properties that relate stress and strain rate tensors under many different flow conditions—such as oscillatory shear or extensional flow—which are measured using different devices or rheometers. The properties are better studied using tensor-valued constitutive equations, which are common in the field of continuum mechanics. For non-Newtonian fluid's viscosity, there are pseudoplastic, plastic, and dilatant flows that are time-independent, and there are thixotropic and rheopectic flows that are time-dependent. Three well-known time-dependent non-newtonian fluids which can be identified by the defining authors are the Oldroyd-B model, Walters’ Liquid B and Williamson fluids. Time-dependent self-similar analysis of the Ladyzenskaya-type model with a non-linear velocity dependent stress tensor was performed. No analytical solutions could be derived, but a rigorous mathematical existence theorem was given for the solution. For time-independent non-Newtonian fluids the known analytic solutions are much broader.
==== Other terminal prostaglandin synthases ==== Terminal prostaglandin syntheses have been identified that are responsible for the formation of other prostaglandins. For example, two types of prostaglandin-D synthase, hematopoietic-type PGDS and lipocalin-type PGDS, are responsible for the formation of PGD2 from PGH2. Similarly, prostacyclin (PGI2) synthase (PGIS) converts PGH2 into PGI2. A thromboxane synthase (TxAS) has also been identified. Prostaglandin-F synthase (PGFS) catalyzes the formation of 9α,11β-PGF2α,β from PGD2 and PGF2α from PGH2 in the presence of NADPH. This enzyme has recently been crystallized in complex with PGD2 and bimatoprost (a synthetic analogue of PGF2α).
Sources: en.wikipedia.org
It predominantly affects children between the ages of two and six years in the least developed countries around the world, primarily in sub-Saharan Africa. Noma survivors experience stigma, social isolation, and discrimination within their communities. These can be countered by education and community outreach programs.
== Further reading == Brody, Aaron L.; Strupinsky, E. P.; Kline, Lauri R. Active Packaging for Food Applications. CRC Press, 2001. Kerry, Joseph; Butler, Paul. Smart Packaging Technologies for Fast Moving Consumer Goods. Wiley, 2008. Soroka, Walter. Illustrated Glossary of Packaging Terms. Institute of Packaging Professionals, 2008. ISBN 978-1-930268-27-2. Yam, Kit L. The Wiley Encyclopedia of Packaging Technology. Wiley, 2009. Janjarasskul, Theeranun; Suppakul, Panuwat. "Active and Intelligent Packaging: The Indication of Quality and Safety." Critical Reviews in Food Science and Nutrition, 2018. doi:10.1080/10408398.2016.1225278.
In January 2022, to draw attention, the workers drove around Seoul with the message "Partners' are your biggest asset." Through this Starbucks Korea pledged to hire 1,600 more workers for the stores. Starbucks in Korea has started Siren Order, which is a service that makes online orders available. This has started in 2014, helping customers to order their drinks before their arrival, and picking them up as soon as they arrive. This service has led to nearly 5 million customers to register to the page. As there is high rise in orders, Starbucks in the United States, as well as Canada, Hong Kong, and the United Kingdom has added siren order to their service. To reduce carbon footprint, Starbucks stores in South Korea will be eliminating all single-use cups by 2025. Starbucks stores in Jeju Island will be leading this campaign by only using reusable cups in all 23 stores allocated in the island. The customers can either choose to use their own cups, or deposit 1000 won to use the reusable cups provided by the store. When the cup is returned, the deposit will be returned through cash, Starbucks card or HappyHabit Application points. The reusable cups will be collected and cleaned up by a professional cleaner company, reducing the usage of single-use cups. The reusable cups will also be up-cycled to other forms as well. Starbucks Korea has 870 cashless stores which is about 60% of the whole stores that are available in Korea. Due to this, there has been a reduction of people using cash from 4% in original stores to 0.5% in cashless stores.
When bacteria grow in anaerobic environments, the terminal electron acceptor is reduced by an enzyme called a reductase. E. coli can use fumarate reductase, nitrate reductase, nitrite reductase, DMSO reductase, or trimethylamine-N-oxide reductase, depending on the availability of these acceptors in the environment. Most terminal oxidases and reductases are inducible. They are synthesized by the organism as needed, in response to specific environmental conditions.
== Cap snatching and transcription in influenza == Cap snatching is best described in influenza viruses, especially influenza A. In Orthomyxoviridae, the viral family of influenza, the RdRp is divided into three subunits: PA, PB1 and PB2. PB1 first binds the 5' end of the viral RNA (vRNA), activating PB2 and causing the 3' end of the vRNA to form a double-stranded zone with the 5' end. The PB2 proceeds to bind cellular mRNA at the N7-methyl guanosine (m7G) capped 5' end. The PA subunit subsequently cleaves the sequence 10-13 nucleotides from the cap structure via endonuclease activity at the N terminus. The exact cleavage location is dependent both on the distance between the PB2 and the PA of the RdRp (around 50 angstroms or 10-13 nucleotides) and also the sequence of the mRNA. Then, the PB1 subunit, which contains the polymerase activity, initially adds on two new nucleotides. The cap snatched primer moves through the product exit tunnel in the PB1 domain to serve as the primer for transcription. The vRNA 3'-UCGUUUU nucleotides are not bound to the polymerase but rather are free for complementary binding with the capped RNA primer to confer stability. Transcription then begins with G or C residue on the 3' end of the capped primer. Finally, the PB1 subunit completes chain elongation in the canonical 5' to 3' direction, releasing the cap, but keeping the 5' end bound. The viral 3' poly-A tail is added at the end of transcription by polymerase stuttering from the steric hindrance of the vRNA loop.
Sources: en.wikipedia.org
Many dried cakes are hygroscopic and can adsorb water during storage or handling. Absorbed moisture may lower the glass transition temperature and promote chemical reactions. Sealed packaging and controlled humidity reduce this risk.
Cake collapse usually means the product became too warm during the drying cycle. The dried matrix loses porosity and may appear shrunken or glassy. Collapse can slow reconstitution and may signal altered stability, though not every collapsed cake fails specifications.
Karl Fischer titration is a common method for measuring residual water in lyophilized solids. Loss on drying and thermogravimetric analysis are also used in some settings. The chosen method should be validated for the specific formulation and moisture range.
Karl Fischer titration is a common method, using coulometric or volumetric detection. Thermogravimetric analysis can also measure weight loss on heating. Results depend on sample handling because the dried solid can absorb moisture quickly.