Karl Fischer titration 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.
Last reviewed on 2026-08-01. Where a claim depends on a specific study, the study is described rather than over-claimed.
Freeze-drying is distinct from simple evaporation and from spray drying. Evaporation removes water at temperatures above freezing, while spray drying rapidly dries droplets in a heated gas stream. Lyophilization avoids high temperatures, which can be useful for heat-sensitive materials such as proteins, vaccines, and some foods. The porous cake produced by sublimation dissolves or rehydrates more quickly than a dense dried mass. Not all materials tolerate freezing or the pH shifts that can occur as solutes concentrate during ice formation.
Lyophilization removes water from a frozen material by sublimation under reduced pressure. The process begins with freezing, which converts liquid water into ice and fixes the structure of the sample. After freezing, primary drying lowers pressure so ice changes directly to vapor without passing through a liquid phase. Secondary drying then removes bound water that remains after ice sublimation. The result is a dry, porous solid that often retains its original shape.
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.
| Property | Value | Notes |
|---|---|---|
| Primary phase change | Sublimation | Ice changes directly to vapor under reduced pressure |
| Typical chamber pressure | 0.01–0.5 mbar (1–50 Pa) | Below the triple point of water; product-specific |
| Typical product temperature during primary drying | −40 °C to −10 °C | Kept below collapse temperature |
| Typical residual moisture | 0.5–3% w/w | Target range varies by formulation and use |
| Common synonyms | Freeze-drying; lyophilisation | Lyophilization is the US spelling |
The process generally proceeds in three stages: freezing, primary drying, and secondary drying. During freezing, controlled cooling converts water into ice and may also crystallize or vitrify solutes. In primary drying, the pressure is lowered below the triple point, and heat is supplied so ice sublimes directly to vapor. Secondary drying removes water that remains bound to the solid matrix, yielding a low final water content. Product temperature must stay below the collapse or glass transition temperature to maintain structure. Cycle design therefore balances shelf temperature, chamber pressure, and time.
Freeze-drying is used for materials whose activity or structure depends on low temperature and low water content. Examples include certain biologics, diagnostic reagents, starter cultures, coffee, and porous inorganic precursors. The dried product forms a cake whose porosity aids rapid wetting and dissolution. Main drawbacks are high energy use, long cycle times, and sensitivity to formulation and equipment variation. Questions remain about how freezing rates and ice morphology affect batch uniformity, especially when moving from laboratory to production scale.
Lyophilization, also called freeze-drying, is a dehydration process in which a solvent, usually water, is frozen and then removed by sublimation under reduced pressure. The method preserves heat-sensitive materials that would degrade in conventional drying. Large-scale use grew during the mid-twentieth century for blood plasma and antibiotics, and it later expanded to vaccines, enzymes, foods, and advanced materials. The process produces a dry, porous solid that usually reconstitutes rapidly. It is distinct from simple evaporation because the solvent bypasses the liquid phase during primary removal.
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.
Freezing is the first stage and sets the ice structure that later becomes the pore network. The formulation is cooled below its freezing point, often with a controlled ramp, and solutes concentrate as ice forms. Primary drying then lowers chamber pressure and supplies heat to sublime the ice. The product temperature must stay below its collapse or eutectic temperature to prevent structural loss. Secondary drying raises the temperature modestly to remove bound water and achieve a low residual moisture.
A freeze-dryer consists of a vacuum chamber, temperature-controlled shelves, a condenser, and a vacuum pump. Vials, ampoules, or bulk trays hold the product during the cycle. The condenser traps water vapor as ice at a temperature lower than the product. Cycle development balances shelf temperature, chamber pressure, and time. Scale-up can be difficult because heat and mass transfer change with equipment size, so process analytical tools and conservative validation are often used.
Lyophilization is a dehydration technique in which a product is frozen and the solvent is removed under reduced pressure. The low pressure allows ice to sublimate directly into vapor without passing through a bulk liquid phase. This differs from conventional drying, where heat drives evaporation and can damage heat-sensitive structures. The process is used for biological materials, pharmaceutical formulations, and some foods. Its main advantage is preservation of porous structure and rapid reconstitution.
Analytical methods for lyophilized solids must account for the low moisture content and the fragile cake. Karl Fischer titration is widely used for water content, while near-infrared spectroscopy can measure moisture non-destructively in sealed containers. X-ray diffraction and modulated differential scanning calorimetry help identify crystalline or amorphous phases. Residual solvent analysis may be needed if organic solvents were used during formulation. The combination of these methods supports batch release and long-term stability assessment.
Lyophilized products are typically stored as sealed solids in vials or syringes. Moisture ingress is a major concern because many dried cakes are hygroscopic and can lose stability when exposed to humid air. Storage temperature depends on the formulation; some products are kept refrigerated, while others are stable at room temperature. Container closure integrity and headspace moisture are often monitored. Light protection may also be required for some photosensitive materials.
Quality control for lyophilized materials includes visual inspection, residual moisture measurement, and reconstitution testing. Cake appearance can reveal process problems such as collapse, shrinkage, or meltback, although appearance alone does not prove potency. Residual moisture is commonly measured by Karl Fischer titration or by loss on drying. Reconstitution time is checked because a slow or incomplete dissolve can indicate a change in pore structure. Stability studies track these attributes over time under defined temperature and humidity conditions.
The aim of the partnership is to combine both technologies in a bio-artificial pancreas device, which releases insulin in response to blood glucose levels, to bring to clinical trial stages. The San Diego, California based biotech company ViaCyte has also developed a product aiming to provide a solution for type 1 diabetes which uses an encapsulation device made of a semi-permeable immune reaction-protective membrane. The device contains pancreatic progenitor cells that have been differentiated from embryonic stem cells. After surgical implantation in an outpatient procedure, the cells mature into endocrine cells which arrange in islet-like clusters and mimic the function of the pancreas, producing insulin and glucagon. The technology advanced from pre-clinical studies to FDA approval for phase 1 clinical trials in 2014, and presented two-year data from the trial in June 2018. They reported that their product, called PEC-Encap, has so far been safe and well tolerated in patients at a dose below therapeutic levels. The encapsulated cells were able to survive and mature after implantation, and immune system rejection was decreased due to the protective membrane. The second phase of the trial will evaluate the efficacy of the product. ViaCyte has also been receiving financial support from JDRF on this project.
=== Phase 1 === AH-001 – topical – alopecia – ubiquitin-protein ligase expression stimulant AMP-303 – intradermal – alopecia – undefined mechanism of action (polysaccharide) CKD-843 – oral, injection – alopecia – undefined mechanism of action CKR-051 – transdermal – alopecia – CXXC5 protein inhibitor, Wnt signalling pathway stimulant DR-01 – parenteral – alopecia areata – antibody-dependent cell cytotoxicity, T lymphocyte stimulant ET-02 (RS-5441) – topical – alopecia, hair disorders – undefined mechanism of action (targets and restores hair follicle stem cells) FOL-100 – topical – alopecia – undefined mechanism of action OLX-72021 – intradermal injection – alopecia – RNA interference QY-201 – oral – alopecia areata – Janus kinase 1 inhibitor, TYK2 kinase inhibitor SCO-240 – oral – alopecia – somatostatin receptor 5 modulator Squaric acid dibutyl ester (SQX-770) – topical – alopecia areata – immunomodulator VDAA – topical – alopecia areata – undefined mechanism of action
We have no involvement in the operations you were referring to." United Kingdom officials refused to comment on an 11 November CNN report that the UK had suspended intelligence sharing with the US about suspected drug trafficking vessels over the risks of being complicit in the strikes, which it reportedly believes are illegal. A spokesperson for Prime Minister Keir Starmer stated that "the US is our closest partner on defense, security, intelligence", while declining to comment on intelligence matters. Rubio denied the CNN report, calling it a "false story". Yvette Cooper, the UK foreign secretary, responded that intelligence sharing continues, and referenced Rubio's comment about the "false story". Amid increasing tensions, many European high-level leaders canceled their planned participation in a November summit held in Colombia between the European Union and the Community of Latin American and Caribbean States (CELAC), in contrast to the 2023 EU–CELAC summit attended by numerous heads of state. According to Pino Arlacchi, the former head of the UN Office on Drugs and Crime, the portrayal of Venezuela as a "drug state" is a "geopolitically motivated smear campaign" by the US government; he refers to the World Drug Report 2025 and states that the Venezuelan government's cooperation in the fight against drug trafficking is among the best in South America. His view is that the US has taken an interest in Venezuelan oil reserves, which are among the largest in the world.
== Formal scientific review == In 2006, the U.S. National Academy of Sciences released the report of a study of molecular manufacturing (not molecular assemblers per se) as part of a longer report, A Matter of Size: Triennial Review of the National Nanotechnology Initiative The study committee reviewed the technical content of Nanosystems, and in its conclusion states that no current theoretical analysis can be considered definitive regarding several questions of potential system performance, and that optimal paths for implementing high-performance systems cannot be predicted with confidence. It recommends funding for experimental research to produce experimental demonstrations in this area: "Although theoretical calculations can be made today, the eventually attainable range of chemical reaction cycles, error rates, speed of operation, and thermodynamic efficiencies of such bottom-up manufacturing systems cannot be reliably predicted at this time. Thus, the eventually attainable perfection and complexity of manufactured products, while they can be calculated in theory, cannot be predicted with confidence. Finally, the optimum research paths that might lead to systems which greatly exceed the thermodynamic efficiencies and other capabilities of biological systems cannot be reliably predicted at this time. Research funding that is based on the ability of investigators to produce experimental demonstrations that link to abstract models and guide long-term vision is most appropriate to achieve this goal."
=== 2011–2017: The Only Way Is Essex, I'm a Celebrity...Get Me Out of Here! and Celebrity Big Brother === In January 2011, Julie Childs, mother of Collins' friend Amy, suggested to producers of the ITV2 reality series The Only Way Is Essex that Collins would be an appropriate subject. They visited Collins' house and subsequently filmed her and her friends for two weeks. After returning to work as a car sales executive for a week, she was cast in the programme and began appearing in The Only Way Is Essex from its second series beginning in March 2011. Her first scene saw her attempting to sell a car to Kirk Norcross and taking him for a test drive. Collins ultimately quit her job to appear on the programme full time, and was paid £50 a day for her early appearances on the show, which she described as a "massive risk". Her mother Joan joined the programme during the fifth series in April 2012. From September 2011 until March 2013, Collins wrote a regular column in the tabloid magazine Closer. In April 2013, she released her debut autobiography Basically...: My Life as a Real Essex Girl, which became a bestseller in its first week of release. In January 2014, Collins took part in the second series of the ITV diving competition Splash!. During training, Collins suffered severe bruising and admitted she had to overcome a fear of water. She became the third celebrity to be eliminated after losing the splash-off to Michaela Strachan in the first heat. In November 2014, she took part in the fourteenth series of I'm a Celebrity...Get Me Out of Here! on ITV.
Sources: en.wikipedia.org
==== Wars with Assyria and Babylonia ==== The Kingdom of Israel was conquered by the Neo-Assyrian Empire around 720 BCE. The records of Sargon II of Assyria indicate that he deported part of the population to Assyria. Some Israelites migrated to the southern kingdom of Judah, while those that remained in Samaria, concentrated mainly around Mount Gerizim, developed a new ethnic identity as Samaritans. Foreign groups were also settled by the Assyrians in the territories of the conquered kingdom. Research indicates that only a portion of the surviving Israelite population intermarried with Mesopotamian settlers. In their native Samaritan Hebrew, the Samaritans identify as "Israel", "B'nai Israel" or "Shamerim/Shomerim" (i.e. "Guardians/Keepers/Watchers"). Despite this, belief in the Ten Lost Tribes of Israel emerged because of the heavy assimilation faced by Samarian deportees. Towards the end of the same century, the Neo-Babylonian Empire emerged victorious over the Assyrians, leading to Judah's subjugation as a vassal state. In the early 6th century BC, a series of revolts in Judah prompted the Babylonian king Nebuchadnezzar II to lay siege to and destroy Jerusalem along with the First Temple, marking the kingdom's demise. Subsequently, a segment of the Judahite populace was exiled to Babylon in several waves. Judeans were progenitors of the Jewish people, who practised Second Temple Judaism during the Second Temple period.
=== Phase III === Study 2000162 (Randomized, double-blind, placebo-controlled). Intended to evaluate Palifermin efficacy in reducing oral mucositis in subjects with hematologic malignancy undergoing chemotherapy with autologous peripheral blood progenitor cell transplantation. Patients were administered with 3 daily, consecutive IV doses (or placebo) of Palifermin (60 micrograms/kg) before chemotherapy and Filgrastim (60 micrograms/kg) was administered after transplantation for three days consecutively. Efficacy was demonstrated in the drug versus the placebo.
28 October 2014: Wilkinson A/L Primus, a Malaysian convicted of trafficking heroin in 2008 and sentenced to death in 2009. When changes to the law took effect in 2013, he applied for re-sentencing and was re-sentenced to life imprisonment in 2014 on the grounds that he was intellectually challenged and suffering from depression at the time of the crime. 20 April 2015: Cheong Chun Yin, a Malaysian convicted of trafficking heroin in 2008 and sentenced to death in 2010. He lost his appeal to the Court of Appeal in 2010. When changes to the law took effect in 2013, he applied for re-sentencing and was re-sentenced in 2015 to life imprisonment and 15 strokes of the cane. His boss and accomplice, Pang Siew Fum, was also re-sentenced to life imprisonment on the same day, due to Pang suffering from depression at the time of the crime. 1 July 2015: Kester Ng Wei Ren, a 47-year-old Singaporean caught trafficking in 23.38g of heroin on 12 August 2008. He tried to argue that he only meant to import only 9.92g of heroin while the rest of his drug supply was only meant for his own consumption. Ng was given the mandatory death penalty in 2010 and he also lost his appeal in the same year. After changes to the law took effect in 2013, Ng applied for re-sentencing but he did not meet the criteria to be re-sentenced to life imprisonment. Hence he lost his appeal to be re-sentenced on 1 July 2015 since he was not certified as a courier. He was presumably executed sometime following the loss of his re-sentencing application.
Using cells in culture Pre-treating cells in a hypotonic solution, which swells them and spreads the chromosomes Arresting mitosis in metaphase by a solution of colchicine Squashing the preparation on the slide forcing the chromosomes into a single plane Cutting up a photomicrograph and arranging the result into an indisputable karyogram. It took until 1956 for it to be generally accepted that the karyotype of man included only 46 chromosomes. The great apes have 48 chromosomes. Human chromosome 2 was formed by a merger of ancestral chromosomes, reducing the number.
Sources: en.wikipedia.org
Conversely, venlafaxine robustly inhibited the SERT but only inhibited the NET at high doses. Atomoxetine has been found to act as an NMDA receptor antagonist in rat cortical neurons at therapeutic concentrations (IC50Tooltip half-maximal inhibitory concentration = ~3,000 nM). It causes a use-dependent open-channel block and its binding site overlaps with the Mg2+ binding site. Atomoxetine's ability to increase prefrontal cortex firing rate in anesthetized rats could not be blocked by D1 or α1-adrenergic receptor antagonists, but could be potentiated by NMDA or an α2-adrenergic receptor antagonist, suggesting a glutaminergic mechanism. In Sprague Dawley rats, atomoxetine reduces NR2B protein content without altering transcript levels. Aberrant glutamate and NMDA receptor function have been implicated in the etiology of ADHD. Atomoxetine also reversibly inhibits G protein-coupled inwardly rectifying potassium channel (GIRK) currents in Xenopus oocytes in a concentration-dependent, voltage-independent, and time-independent manner. Kir3.1/3.2 ion channels are opened downstream of M2, α2, D2, and A1 stimulation, as well as other Gi-coupled receptors. Therapeutic concentrations of atomoxetine are within range of interacting with GIRKs, especially in CYP2D6 poor metabolizers. It is not known whether this contributes to the therapeutic effects of atomoxetine in ADHD. It has been found to inhibit voltage-gated sodium channels.
==== Increased limit for tax deductions for state and local taxes ==== From January 1, 2025, to December 31, 2029, individuals may take a tax deduction for up to $40,000 of state and local taxes ($20,000 if married filing separately), which is an increase from $10,000 previously. There is a reduction to the limit for the tax deduction for individuals whose modified adjusted gross income is over $500,000 ($250,000 for married filing separately) but it never goes below $10,000. This provision has an estimated cost of $142 billion. Republican representatives Elise Stefanik, Mike Lawler, Nick LaLota, and Andrew Garbarino of New York, Representative Young Kim of California, and Representative Tom Kean Jr. of New Jersey cut this deal with House speaker Mike Johnson in exchange for their votes.
=== Charities === Many charities use TikTok for fundraising and education, especially with younger audiences, charities using TikTok include; Oregon Zoo, Shelter, Battersea Dogs and Cats Home, British Red Cross, American Heart Association, United Way, Catskill Animal Sanctuary and the Black Country Living Museum. Some TikTok influencers run their own events to raise money for charitable causes e.g. Mercury Stardust runs the TikTok-A-Thon for Trans Healthcare. 'TikTok For Good' was created by TikTok to support fundraising on the platform. In 2019, TikTok announced the #EduTok Mentorship program, a live workshop series in the Indian states of Bihar, Andhra Pradesh, Telangana, Rajasthan, Jharkhand and Jammu inspired by the hashtag #EduTok, in which video creators present factually for purposes of education. In 2022, TikTok banned fundraising for political accounts.
Sources: en.wikipedia.org
Lyophilization relies on sublimation, so water moves from solid ice to vapor without becoming liquid. The material is frozen, pressure is reduced, and controlled heat is supplied. Vapor is captured on a cold condenser, leaving a dry porous solid.
The process has three main stages: freezing, primary drying, and secondary drying. Freezing sets the ice structure, primary drying removes free ice, and secondary drying removes bound water. Each stage uses specific temperature, pressure, and time settings.
No, it is a drying method rather than a sterilization method. Removing water can limit microbial growth, but it does not reliably kill microorganisms. Sterility must come from separate steps such as filtration, heat treatment, or aseptic processing.
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.