glass transition comes up often in conversation and rarely with the context attached. Here we lay out the basics in order, then work through the practical considerations.
Updated 2026-03-06. Numbers and descriptions here follow the published literature rather than marketing material.
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.
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.
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.
| 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. |
Stability of a lyophilized solid depends on water content, temperature, and the physical state of the formulation. Amorphous products may slowly absorb moisture and drop below their glass transition temperature, causing collapse or crystallization. Some proteins and peptides can aggregate even in a dry state, especially when exposed to heat or moisture. Accelerated stability studies at elevated temperature and humidity help estimate shelf life, but real-time data remain the basis for expiration dating.
After drying, a lyophilized product is usually sealed under vacuum or an inert gas to limit moisture and oxygen exposure. The container closure system matters because stoppers and seals can allow moisture ingress over time. Storage conditions are selected from stability studies that track potency, cake appearance, and reconstitution behavior. Many freeze-dried materials are kept at controlled room temperature, while some require refrigeration or protection from light.
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.
Stability studies examine how temperature, humidity, and time influence a lyophilized product. Accelerated conditions provide early information about degradation pathways, while long-term studies support shelf-life claims. The glass transition temperature of the dried formulation can indicate its physical stability, and storage above this temperature may increase molecular mobility and lead to collapse or aggregation. Container closure integrity also matters because moisture or oxygen ingress can degrade the product, so vial stoppers and seals are part of the quality system.
Handling and storage practices aim to keep the cake intact and dry. Vials are typically stored upright at controlled temperatures, often between 2 °C and 8 °C or at -20 °C for longer-term use. Reconstitution involves adding a suitable diluent and gently mixing until the solid dissolves. Shaking or rapid injection of diluent can create foam or damage sensitive molecules. Once reconstituted, the product may require refrigeration and use within a defined period.
Residual moisture is a key quality attribute for lyophilized products. Water that remains after secondary drying can affect chemical stability, cake structure, and shelf life. Karl Fischer titration is a common method for measuring water content in the dried solid. The target range varies by product, but many biologics are dried to between 0.5% and 3% water by weight. Acceptable limits are set during development and confirmed by stability studies.
=== Contestants === 1st - Lyndsy McDonald, Executive Pastry Chef from Sarasota, Florida 2nd - Michelle Honeman, Home Baker from Beaverton, Oregon 3rd - Jamal Lake, Bakery Owner from West Palm Beach, Florida 4th - Steven Vargas Jr., Pastry Cook from Houston, Texas 5th - Brenda Villacorta, Pastry Chef from New York, New York 6th - Cicely Austin, University Executive Pastry Chef from Anderson, South Carolina 7th - Andrew Fuller, Home Bakery Owner from Des Moines, Iowa 8th - Brian Fishman, Bakery Owner from Long Island, New York
=== Self-administration === As opposed to intramuscular or intravenous injections, subcutaneous injections can be easily performed by people with minor skill and training required. The injection sites for self-injection of medication are the same as for injection by a healthcare professional, and the skill can be taught to patients using pictures, videos, or models of the subcutaneous tissue for practice. People who are to self-inject medicine subcutaneously should be trained how to evaluate and rotate the injection site if complications or contraindications arise. Self-administration by subcutaneous injection generally does not require disinfection of the skin outside of a hospital setting as the risk of infection is extremely low, but instead it is recommended to ensure that the site and person's hands are simply clean prior to administration.
The Albert Einstein College of Medicine is a private medical school in New York City. Founded in 1953, Einstein is an independent degree-granting institution within the Montefiore Einstein Health System. Einstein hosts MD, PhD, and master's programs. Admission to its MD program is highly selective, with an acceptance rate of 1.85% in 2024. Joint masters are offered with the City University of New York and Yeshiva University's Cardozo School of Law. Einstein is also home to one of the first three Medical Scientist Training Programs inaugurated in 1964. This joint MD/PhD program has received continuous funding from the National Institutes of Health. Planning for the college was initiated by Yeshiva University President Samuel Belkin in 1945. Physicist Albert Einstein, who noted that the college would be unique as it would provide medical training to "students of all creeds and races", lent his name to the institution. Due to Yeshiva's financial difficulties, Einstein was transferred to Montefiore in 2015. Following a $1 billion donation to the school by Ruth Gottesman in 2024, Einstein became tuition-free for all MD students. Einstein houses several NIH-designated centers and has contributed to major medical advances, including the first coronary artery bypass surgery. Faculty members have included 18 members of the National Academy of Sciences, three National Medal of Science recipients, and neurologist and writer Oliver Sacks.
In 1993, 3M considered fluorocarbons as fire extinguishants to replace CFCs. This extinguishing effect has been attributed to their high heat capacity, which takes heat away from the fire. It has been suggested that an atmosphere containing a significant percentage of perfluorocarbons on a space station or similar would prevent fires altogether.
== Applications == In 1997, Roberts and Szostak showed that fusions between a synthetic mRNA and its encoded myc epitope could be enriched from a pool of random sequence mRNA-peptide fusions by immunoprecipitation. Nine years later, Fukuda and colleagues chose mRNA display method for in vitro evolution of single-chain Fv (scFv) antibody fragments. They selected six different scFv mutants with five consensus mutations. However, kinetic analysis of these mutants showed that their antigen-specificity remained similar to that of the wild type. However, they have demonstrated that two of the five consensus mutations were within the complementarity determining regions (CDRs). And they concluded that mRNA display has the potential for rapid artificial evolution of high-affinity diagnostic and therapeutic antibodies by optimizing their CDRs. Roberts and coworkers have demonstrated that unnatural peptide oligomers consisting of an N-substituted amino acid can be synthesized as mRNA-peptide fusions. N-substituted amino acid-containing peptides have been associated with good proteolytic stability and improved pharmacokinetic properties. This work indicates that mRNA display technology has the potential for selecting drug-like peptides for therapeutic usage resistant to proteolysis.
Sources: en.wikipedia.org
A 2023 systematic review found that paroxetine was among the SSRIs most frequently reported in PSSD case reports, alongside escitalopram, citalopram, sertraline, and fluoxetine. Paroxetine's high rate of on-treatment sexual dysfunction relative to other SSRIs, combined with its severe withdrawal profile, may make persistent post-discontinuation sexual effects particularly difficult for patients and clinicians to distinguish from withdrawal symptoms. In 2019, the European Medicines Agency's Pharmacovigilance Risk Assessment Committee (PRAC) recommended that product labels for all SSRIs and SNRIs, including paroxetine, be updated to state that sexual dysfunction may be long-lasting even after treatment is stopped. Health Canada followed with similar label updates in 2021. In 2024, Australia's Therapeutic Goods Administration aligned all SSRI and SNRI product information to reflect this risk.
==== European Union ==== In February 2016, orphan designation (EU/3/16/1615) was granted by the European Commission to Gilead Sciences International Ltd, United Kingdom, for remdesivir for the treatment of Ebola virus disease. In April 2020, the European Medicines Agency (EMA) provided recommendations on compassionate use of remdesivir for COVID‑19 in the EU. In May 2020, the Committee for Medicinal Products for Human Use (CHMP) of the EMA recommended expanding the compassionate use of remdesivir to those not on mechanical ventilation. In addition to those undergoing invasive mechanical ventilation, the compassionate use recommendations cover the treatment of hospitalized individuals requiring supplemental oxygen, non-invasive ventilation, high-flow oxygen devices or ECMO (extracorporeal membrane oxygenation). The updated recommendations were based on preliminary results from the NIAID-ACTT study, which suggested a beneficial effect of remdesivir in the treatment of hospitalized individuals with severe COVID‑19. In addition, a treatment duration of five days was introduced alongside the longer ten-day course, based on preliminary results from another study (GS-US-540-5773) suggesting that for those not requiring mechanical ventilation or ECMO, the treatment course may be shortened from ten to five days without any loss of efficacy. Individuals who receive a five-day treatment course but do not show clinical improvement will be eligible to continue receiving remdesivir for an additional five days.
As of 2025, the artificial intelligence (AI) market in the United Kingdom is worth over £21 billion, and is expected to exceed £1 trillion by 2035. It is the world's third-largest AI market and consistently ranked 3rd in private AI funding between 2013 and 2024, both behind the United States and China. The country ranked fifth globally in a 2024 report on AI development by Stanford University. In the first (2024) edition of GIRAI, the United Kingdom was ranked 4th out of 138 countries assessed and in the second (2026) edition, the country rank fell to 7th out of 135 countries. The UK AI market is valued at over £21 billion in 2025 and projected to exceed £1 trillion by 2035. The UK's prominence is rooted in a strong historical foundation, beginning with Alan Turing's theoretical work in the 1930s and 1940s, and the establishment of early AI research centres in the 1960s, such as those at the University of Edinburgh. Despite periods of reduced funding known as "AI winters", modern UK AI research has seen significant breakthroughs, most notably through London-based DeepMind's achievements in deep reinforcement learning and protein structure prediction. The UK AI sector has experienced rapid growth. The number of AI companies increased by 85% between 2022 and 2024, reaching 5,862 firms. In 2024, the sector generated an estimated £23.9 billion in revenue and £11.8 billion in Gross Value Added (GVA), employing over 86,000 people.
=== UK === In the UK, clinical psychologists undertake a Doctor of Clinical Psychology (DClinPsych), which is a practitioner doctorate with both clinical and research components. This is a three-year full-time salaried program sponsored by the National Health Service (NHS) and based in universities and the NHS. Entry into these programs is highly competitive and requires at least a three-year undergraduate degree in psychology plus some form of experience, usually in either the NHS as an assistant psychologist or in academia as a research assistant. It is not unusual for applicants to apply several times before being accepted onto a training course as only about one-fifth of applicants are accepted each year. These clinical psychology doctoral degrees are accredited by the British Psychological Society and the Health and Care Professions Council (HCPC). The HCPC is the statutory regulator for practitioner psychologists in the UK. Those who successfully complete clinical psychology doctoral degrees are eligible to apply for registration with the HPC as a clinical psychologist. In the UK, registration as a clinical psychologist with the Health and Care Professions Council (HCPC) is necessary. The HCPC is the statutory regulator for practitioner psychologists in the UK. In the UK the following titles are restricted by law "registered psychologist" and "practitioner psychologist"; in addition, the specialist title "clinical psychologist" is also restricted by law.
They study the effects of foods, drugs, allergens and other substances on living tissues; they research molecular biology, the study of life at the molecular level and the study of genes and gene expression; and they study chemical reactions in metabolism, growth, reproduction, and heredity, and apply techniques drawn from biotechnology and genetic engineering to help them in their research. About 75% work in either basic or applied research; those in applied research take basic research and employ it for the benefit of medicine, agriculture, veterinary science, environmental science, and manufacturing. Each of these fields allows specialization; for example, clinical biochemists can work in hospital laboratories to understand and treat diseases, and industrial biochemists can be involved in analytical research work, such as checking the purity of food and beverages. Biochemists in the field of agriculture research the interactions between herbicides with plants. They examine the relationships of compounds, determining their ability to inhibit growth, and evaluate the toxicological effects surrounding life. Biochemists also prepare pharmaceutical compounds for commercial distribution. Modern biochemistry is considered a sub-discipline of the biological sciences, due to its increased reliance on, and training, in accord with modern molecular biology. Historically, even before the term biochemist was formally recognized, initial studies were performed by those trained in basic chemistry, but also by those trained as physicians.
Sources: en.wikipedia.org
Many proteins are composed of several protein domains, i.e. segments of a protein that fold into distinct structural units. Domains usually have specific functions, such as enzymatic activities (e.g. kinase) or they serve as binding modules.
=== Cattle === GBS is a major cause of mastitis (an infection of the udder) in dairy cattle and an important source of economic loss for the industry. GBS in cows can either produce an acute febrile disease or a subacute, more chronic condition. Both lead to diminishing milk production (hence its name: agalactiae meaning "of no milk"). Outbreaks in herds are common, so this is of major importance to the dairy industry, and programs to reduce the impact of S. agalactiae have been implemented in many countries over the last 40 years.
University-based ophthalmologists in the US and Canada further refined the use of botulinum toxin as a therapeutic agent. By 1985, a scientific protocol of injection sites and dosage had been empirically determined for treatment of blepharospasm and strabismus. Side effects in treatment of this condition were deemed to be rare, mild and treatable. The beneficial effects of the injection lasted only four to six months. Thus, blepharospasm patients required re-injection two or three times a year. In 1986, Scott's micromanufacturer and distributor of Botox was no longer able to supply the drug because of an inability to obtain product liability insurance. People became desperate, as supplies of Botox were gradually consumed, forcing him to abandon people who would have been due for their next injection. For a period of four months, American blepharospasm patients had to arrange to have their injections performed by participating doctors at Canadian eye centers until the liability issues could be resolved. In December 1989, Botox was approved by the US FDA for the treatment of strabismus, blepharospasm, and hemifacial spasm in people over 12 years old. In the case of treatment of infantile esotropia in people younger than 12 years of age, several studies have yielded differing results.
provide an easy-to-use environment for individual application scientists themselves to create their own workflows, provide interactive tools for the scientists enabling them to execute their workflows and view their results in real-time, simplify the process of sharing and reusing workflows between the scientists, and enable scientists to track the provenance of the workflow execution results and the workflow creation steps. Some of the platforms giving this service: Galaxy, Kepler, Taverna, UGENE, Anduril, HIVE.
=== Balkan Wars === On mobilization on the eve of the First Balkan War, Kimon Georgiev became commander of the 2nd Company of the 27th Chepinski Infantry Regiment in Pazardzhik, which was shortly afterwards transferred to the frontier at Ladzhene. The regiment was part of the Rhodope detachment commanded by General Stiliyan Kovachev and after the outbreak of the war in early October advanced westwards towards Mehomiya. Georgiev's company was among the units that captured Predela and moved briefly into the Struma Valley, supporting the advance of the Seventh Rila Infantry Division, then returned via Bansko and continued south through Breznitsa, Nevrokop, Sadovo and Banitsa to Serres. From Serres, the Twenty-seventh Regiment advanced rapidly towards Salonika, but was halted after Xylopoli, as the Seventh Division and Greek troops were already in the city. He was then promoted to captain in 1913 and then appointed as a commander of an infantry regiment in Kardzhali.
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.
Collapse occurs when the product temperature rises above its collapse or eutectic temperature during drying. The frozen matrix loses structure, producing a shrunken or melted appearance. This can slow reconstitution and may affect stability.