This is a working overview of Karl Fischer titration, written for readers who want more than a one-paragraph summary but less than a textbook.
Reviewed 2025-12-04. Anything still debated is marked as such rather than presented as settled.
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.
Storage stability depends on water content, oxygen exposure, and temperature. Lyophilized solids are hygroscopic and can absorb water if exposed to humid air. Vials are usually sealed under vacuum or inert gas with rubber stoppers and aluminum crimps. Storage temperatures range from room temperature to refrigerated or frozen conditions depending on the material. Stability studies track potency, moisture, and physical form over time. Accelerated conditions can reveal sensitivity but may not predict long-term behavior.
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 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.
| Property | Value | Notes |
|---|---|---|
| Appearance | White to off-white porous cake | Color and texture vary with formulation. |
| Reconstitution time | Seconds to several minutes | Depends on cake porosity, excipients, and diluent. |
| Typical moisture level | 0.5-3% w/w | Lower values suit hydrolysis-sensitive materials. |
| Common moisture method | Karl Fischer titration | Coulometric mode is common for low water levels. |
| Typical storage temperature | 2-8 °C or ambient | Some products require frozen storage; protect from humidity. |
After lyophilization, the dried product is often sealed under vacuum or an inert gas to limit moisture and oxygen exposure. Vials, stoppers, and seals must maintain their barrier throughout shelf life. Storage temperature depends on product sensitivity: some cakes tolerate controlled room temperature, while labile biologics require refrigeration. Humidity is a critical variable because dried cakes are hygroscopic and can absorb water when exposed to air. Handling procedures therefore limit open-vial time and use desiccated environments for sampling.
Quality control for lyophilized materials examines appearance, reconstitution time, residual moisture, and mechanical integrity. An acceptable cake is usually uniform and porous, though appearance alone does not prove stability. Karl Fischer titration is a common method for water content, while differential scanning calorimetry can reveal glass transition events. Stability studies track potency, aggregation, and moisture over time under defined temperature and humidity conditions. Specifications are product-specific and may include sterility and endotoxin tests for sterile preparations.
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 forms includes visual inspection, water content measurement, and reconstitution time. A satisfactory cake is typically uniform, porous, and intact, although minor shrinkage or cracking may be acceptable if specifications allow. Karl Fischer titration, thermal gravimetric analysis, and near-infrared spectroscopy are used to measure water content. Reconstitution is assessed by adding a specified diluent and recording the time and ease of dissolution. Microbiological and particulate tests are added when the product is sterile or intended for injection.
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.
== Reception and later history == The Guimard entrances received a generally warm reception. Salvador Dalí later called them "those divine entrances to the Métro, by grace of which one can descend into the region of the subconscious of the living and monarchical aesthetic of tomorrow". By way of what became known as le style Métro, they popularized Art Nouveau, which had been a style known largely to connoisseurs of the avant garde. However, critics and many of the public were hostile to the libellules in particular, and criticized the green as "German" and the lettering as "un-French" and, according to critic André Hallays in Le Temps, "confus[ing to] little children who are trying to learn their letters and ... stupefy[ing to] foreigners". On the Champs-Élysées, for example at Marbeuf (now part of Franklin D. Roosevelt), simple stone walls with discreet carved signage were used instead, and a plain design was also used at Bourse. Unhappiness with Guimard's 1904 design for the Opéra station, described in Le Figaro as having "contorted ramps" and "enormous frog-eye lamps", and increasing costs led to the CMP severing its relationship with him. The entrance at Opéra was instead designed by Joseph-Marie Cassien-Bernard, in classical marble. The CMP bought Guimard's molds and rights and a total of 141 of his entrances were ultimately produced, the last in 1913.
=== Snake identification === Identification of the snake is important in planning treatment in certain areas of the world but is not always possible. Ideally, the dead snake would be brought in with the person, but in areas where snake bite is more common, local knowledge may be sufficient to recognize the snake. However, in regions where polyvalent antivenoms are available, such as North America, identification of snakes is not a high-priority item. Attempting to catch or kill the offending snake also puts one at risk for re-envenomation or creating a second person bitten, and generally is not recommended. The three types of venomous snakes that cause the majority of major clinical problems are vipers, kraits, and cobras. Knowledge of what species are present locally can be crucial, as is knowledge of typical signs and symptoms of envenomation by each type of snake. A scoring system can be used to try to determine the biting snake based on clinical features, but these scoring systems are extremely specific to particular geographical areas and might be compromised by the presence of escaped or released non-native species.
In a novel study of cystic fibrosis (CF) gene therapy, three tail-clamp peptide nucleic acids (PNAs) alongside donor DNA molecule were engineered to be delivered by nanoparticles to correct F508 del mutations on the cystic fibrosis transmembrane conductance regulator (CFTR) in human bronchial epithelial cells in vivo and in vitro. The F508 del mutation is the most commonly occurring mutation which leads a person to have CF. The F508 mutation leads to a loss of function of the CFTR, which is a plasma membrane chloride channel that is regulated by a cyclic-adenosine monophosphate(cAMP). In this study, they were able to create the novel treatment approach for CF through the use of nanoparticles to correct the F508 del CFTR mutation both in vitro in human bronchial epithelial (HBE) cells and in vivo in a CF mouse model which resulted in the appearance of CFTR-dependent chloride transport.
=== Perkin-Elmer === In February 1993 Applied Biosystems was acquired by Perkin-Elmer, and became the Applied Biosystems Division, as part of the Life Sciences markets segment of that company. Andre Marion, who had been Applied Biosystems's Chairman, president and CEO, became a Senior Vice President of Perkin-Elmer, and President of the Applied Biosystems Division. That year the company was the world's leading manufacturer of instruments and reagents for polymerase chain reaction (PCR). It marketed PCR reagents kits in alliance with Hoffman-La Roche Inc. In 1994, Perkin-Elmer reported net revenues of over $1 billion, of which Life Sciences accounted for 42% of the business. The company has 5,954 employees. A brand-new highly competitive genomics industry had formed for the development of new pharmaceuticals, based on the work of the Human Genome Project. Companies such as Sequana Therapeutics in San Diego, Human Genome Sciences in Maryland, Myriad Genetics in Utah, INCYTE Pharmaceuticals (later Incyte Genomics) in California, and Millennium Pharmaceuticals relied on the Applied Biosystems Division, which made thermal cyclers and automated sequencers for these new genomics companies. In 1995, upon Andre Marion retirement, Mike Hunkapiller became President of PE Applied Biosystems Division which sold its 30,000th thermal cycler. To meet Human Genome Project goals, Perkin-Elmer developed mapping kits with markers every 10 million bases along each chromosome. Also that year, DNA fingerprinting using PCR became accepted in court as reliable forensic evidence.
Sources: en.wikipedia.org
in situ hybridization (ISH) A hybridization probe assay in which a labeled, single-stranded DNA or RNA molecule or nucleic acid analogue containing a sequence that is complementary to a particular DNA or RNA sequence is allowed to hybridize with its complement in situ, i.e. in its natural context, such as within cells or tissue sections (as opposed to within homogeneous samples extracted from cells or tissues, where cellular or histological structure has been lost in the process of obtaining the sample), in order to reveal the precise location of the complementary sequence within this context. The label may be a radioactive compound, fluorescent molecule, or hapten, permitting detection by a variety of visualization techniques. In situ hybridization is commonly used to identify the physical locations of specific DNA sequences such as genes and regulatory elements on chromosomes, which can provide insight into chromosomal structure and integrity; to determine the subcellular locations where various types of RNA accumulate and interact with other molecules; and to visualize the tissues and organs within an organism where specific genes are expressed at various developmental stages (by probing for the genes' RNA transcripts).
The company opened new offices in Singapore and Hong Kong in 1927 and in Taiwan in 1929 to distribute its product throughout Southeast Asia. Between 1920 and 1929, revenue from the seasoning's sales rose from nearly 3 million yen to 10 million yen, largely due to increased exports of the product to foreign markets. To lower the cost of mass production, the seasoning's wheat was replaced with soybeans, as the price of the latter at the time was lower than the former's. In the United States, the seasoning, labeled by the FDA as a "Vegetable Protein Derivative", sold poorly on the consumer market, but Ajinomoto expanded their operations in the United States in 1931 due to mass orders of the seasoning by H.J. Heinz, Co. and Campbell Soup Co. Between 1931 and 1937, seasoning production increased from 1,077 tons to 3,750 tons, with revenue rising from 13 million yen to 27 million yen. Due to Japan's increasing isolationism in the late 1930s, the production of AJI-NO-MOTO decreased from 3,750 tons in 1937 to 2,339 tons in 1940. By 1942, production of the seasoning was reduced to 1,000 tons before completely stopping by 1944 due to World War II.
===== North America ===== The U.S. National Academy of Medicine (NAM), on behalf of both the U.S. and Canada, sets Dietary Reference Intakes, including Estimated Average Requirements (EARs) and Recommended Dietary Allowances (RDAs), or Adequate Intakes (AIs) for when there is not sufficient information to set EARs and RDAs. For both males and females under 9 years of age, the AIs for potassium are: 400 mg of potassium for 0 to 6-month-old infants, 860 mg of potassium for 7 to 12-month-old infants, 2,000 mg of potassium for 1 to 3-year-old children, and 2,300 mg of potassium for 4 to 8-year-old children. For males 9 years of age and older, the AIs for potassium are: 2,500 mg of potassium for 9 to 13-year-old males, 3,000 mg of potassium for 14 to 18-year-old males, and 3,400 mg for males that are 19 years of age and older. For females 9 years of age and older, the AIs for potassium are: 2,300 mg of potassium for 9 to 18-year-old females, and 2,600 mg of potassium for females that are 19 years of age and older. For pregnant and lactating females, the AIs for potassium are: 2,600 mg of potassium for 14 to 18-year-old pregnant females, 2,900 mg for pregnant females that are 19 years of age and older; furthermore, 2,500 mg of potassium for 14 to 18-year-old lactating females, and 2,800 mg for lactating females that are 19 years of age and older. As for safety, the NAM also sets tolerable upper intake levels (ULs) for vitamins and minerals, but for potassium the evidence was insufficient, so no UL was established. As of 2004, most Americans adults consume less than 3,000 mg.
Sources: en.wikipedia.org
High-throughput sequencing, which includes next-generation "short-read" and third-generation "long-read" sequencing methods, applies to exome sequencing, genome sequencing, genome resequencing, transcriptome profiling (RNA-Seq), DNA-protein interactions (ChIP-sequencing), and epigenome characterization. The high demand for low-cost sequencing has driven the development of high-throughput sequencing technologies that parallelize the sequencing process, producing thousands or millions of sequences concurrently. High-throughput sequencing technologies are intended to lower the cost of DNA sequencing beyond what is possible with standard dye-terminator methods. In ultra-high-throughput sequencing as many as 500,000 sequencing-by-synthesis operations may be run in parallel. Such technologies led to the ability to sequence an entire human genome in as little as one day. As of 2019, corporate leaders in the development of high-throughput sequencing products included Illumina, Qiagen and ThermoFisher Scientific.
== History == ATP was discovered in 1929 from muscle tissue by Karl Lohmann and Jendrassik and, independently, by Cyrus Fiske and Yellapragada Subba Rao of Harvard Medical School, both teams competing against each other to find an assay for phosphorus. It was proposed to be the intermediary between energy-yielding and energy-requiring reactions in cells by Fritz Albert Lipmann in 1941. He played a major role in establishing that ATP is the energy currency of a cell. It was first synthesized in the laboratory by Alexander Todd in 1948, and he was awarded the Nobel Prize in Chemistry in 1957 partly for this work. The 1978 Nobel Prize in Chemistry was awarded to Peter Dennis Mitchell for the discovery of the chemiosmotic mechanism of ATP synthesis. The 1997 Nobel Prize in Chemistry was divided, one half jointly to Paul D. Boyer and John E. Walker "for their elucidation of the enzymatic mechanism underlying the synthesis of adenosine triphosphate (ATP)" and the other half to Jens C. Skou "for the first discovery of an ion-transporting enzyme, Na+, K+ -ATPase."
The Bowery Mural is an outdoor exhibition space located on the corner of Houston Street and the Bowery, on a wall owned by Goldman Properties since 1984. Real estate developer Tony Goldman began the project with Jeffery Deitch and Deitch Projects in 2008. Goldman's goal was to use this wall to present the top contemporary artists from around the world, with an emphasis on artists who work on the streets. Seasonal murals have appeared on the wall curated and organized in collaboration with The Hole, NYC, an art gallery in SoHo run by former Deitch Projects directors Kathy Grayson and Meghan Coleman. The mural series was initiated from March to December 2008 with a tribute to Keith Haring’s noted 1982 Bowery mural. This was followed by a mural by the Brazilian twin-brother duo Os Gêmeos, which they dedicated to artist Dash Snow, who had recently died from a drug overdose; this was presented from July 2009 to March 2010. The next mural, by Shepard Fairey, was on exhibit from April through August 2010, and was followed by a mural by Barry McGee which celebrated the role of graffiti tagging in the history of New York City street art; it was on display from August to November 2010. This was followed by a tribute to Dash Snow by Irak, which ran from November 24–26, 2010. Other artists to have murals presented include the twins How & Nosm (2012), Crash (2013), Martha Cooper (2013), Revok and Pose (2013), Swoon (2014), and Maya Hayuk.
Sources: en.wikipedia.org
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.
The porous cake readily absorbs water vapor from air, which can reduce stability or cause collapse. Vials are sealed with stoppers and crimp seals, sometimes under vacuum or inert gas. Packaging also protects against oxygen and mechanical damage.
Collapse occurs when the product temperature rises above its collapse threshold during primary drying. The ice matrix loses structure, and the cake may shrink or melt back. Formulation excipients and freezing rate influence collapse threshold.
Karl Fischer titration is widely used because it is specific for water and works at low levels. Loss on drying is simpler but less specific, since volatile solvents or decomposition products can also be lost.