A practical reference on accuracy: what it is, how it behaves, what the literature reports, and where the honest uncertainties sit.
Reviewed 2026-03-08. Anything still debated is marked as such rather than presented as settled.
Several separation modes exist, including reversed-phase, normal-phase, ion-exchange, size-exclusion, and hydrophilic interaction liquid chromatography. Reversed-phase uses a nonpolar stationary phase with a polar mobile phase and is widely applied to small organic molecules. Gradient elution changes mobile phase composition during the run, while isocratic elution keeps it constant. Column chemistry, particle size, temperature, flow rate, and mobile phase pH all influence retention and resolution. Method development selects conditions that separate analytes from matrix components and from each other.
Detection commonly uses ultraviolet-visible absorbance, fluorescence, refractive index, or mass spectrometry. Ultraviolet detection depends on molecular chromophores that absorb light at specific wavelengths. Mass spectrometry provides mass information and sensitive quantification, often after electrospray ionization. Before sample batches, performance checks examine resolution, elution time repeatability, peak symmetry, and plate count. Matrix effects and co-elution remain recognized uncertainties; formal validation studies and orthogonal detection help address them. Detector choice depends on analyte properties and required sensitivity.
High-performance liquid chromatography, or HPLC, separates dissolved compounds by passing a liquid mobile phase through a packed column. Components distribute differently between the stationary phase and the moving liquid, so they travel at different speeds and exit at different times. A detector records these eluting bands as peaks, and peak area or height relates to amount. The technique supports testing in pharmaceuticals, foods, environmental samples, and industrial chemicals. Quantification usually depends on calibration with known standards.
High-performance liquid chromatography is an analytical technique that separates components of a liquid sample by passing it through a packed column under pressure. A pump delivers a mobile phase at a controlled flow rate, and an injector introduces the sample into the stream. Differences in interaction with the stationary phase cause analytes to migrate at different rates. Detectors record elution as peaks, and a data system converts signals into a chromatogram. The method is suited to compounds that dissolve in a liquid and are not volatile enough for gas chromatography.
Reversed-phase chromatography dominates modern HPLC testing, using a nonpolar stationary phase such as chemically bonded octadecyl groups and a polar mobile phase of water mixed with organic solvent. Analytes partition between the mobile and stationary phases according to hydrophobicity. Gradient elution changes the mobile phase composition over time to separate compounds with a wide range of retention. Isocratic elution keeps the composition constant and is simpler for routine assays. Column temperature, pH, and flow rate influence selectivity, peak shape, and retention time, so these parameters are controlled during a validated method.
| Property | Value | Notes |
|---|---|---|
| Column particle size | 3–5 µm for conventional HPLC; sub-2 µm for UHPLC | Smaller particles increase backpressure and efficiency. |
| Typical flow rate | 0.5–2.0 mL/min for a 4.6 mm internal diameter column | Flow scales with column diameter and particle size. |
| UV detection wavelength | 190–400 nm | Selection depends on analyte chromophore. |
| Column temperature | 25–40 °C | Temperature affects retention, selectivity, and pressure. |
| Injection volume | 1–20 µL | Larger volumes may distort early-eluting peaks. |
Validation demonstrates that a method is suitable for its intended use. Typical performance characteristics include accuracy, precision, specificity, linearity, range, limit of detection, limit of quantitation, and robustness. Regulators and standards organizations provide frameworks, but specific requirements depend on the application and jurisdiction. System suitability tests are run before sample analysis to confirm resolution, peak symmetry, retention time repeatability, and sensitivity. A validated method is not permanently fixed; changes may require partial or full revalidation.
Routine HPLC testing depends on controlled reagents, calibrated instruments, and documented procedures. Columns degrade over time, so retention times and peak shapes are monitored for drift. Mobile phases are filtered and degassed to prevent pump damage and detector noise. Reference standards must be traceable and stored under suitable conditions. Data handling systems record injections, calculations, and audit trails. Quality control samples interspersed with unknowns help detect errors during a run.
Developing an HPLC method begins with defining the purpose, such as quantifying a main component, measuring impurities, or confirming identity. Analysts select separation mode, column, mobile phase, detection, and sample preparation based on analyte properties and matrix. Experiments vary solvent strength, pH, buffer type, and temperature to achieve resolution between critical peaks. The goal is a robust method that produces reliable results across instruments and operators. Method development often involves trial runs and statistical optimization.
== Education == Wigler graduated from Princeton University in 1970, majoring in mathematics, and in 1978 received his PhD from Columbia University in microbiology, and has spent the remainder of his career at Cold Spring Harbor Laboratory (CSHL).
=== First allegation of domestic abuse === In October 2020, Zverev's ex-girlfriend Olga Sharypova, in an article in Racquet magazine by journalist Ben Rothenberg, accused Zverev of physically and emotionally abusing her over the course of their relationship. Sharypova named multiple instances where Zverev allegedly became violent towards her, including punching her in the face during an argument that took place in the pair's hotel room while Zverev was competing at the 2019 Laver Cup. Zverev denied the allegations and issued a statement after Sharypova's initial accusations: "I very much regret that she makes such statements. Because the accusations are simply not true." A second article by Rothenberg about the allegations was released in August 2021, this time in Slate magazine. The second article picked up Sharypova's story where the first left off. It includes this description of the alleged violence escalating in October 2019:
By the end of the 19th century, Cossack communities enjoyed a privileged tax-free status in the Russian Empire, although they had a 20-year military service commitment (reduced to 18 years from 1909). They were on active duty for five years, but could fulfill their remaining obligation with the reserves. At the beginning of the 20th century, the Russian Cossacks numbered 4.5 million. They were organized as independent regional hosts, each comprising a number of regiments. The need for the government to call up Cossack men to serve either with the Army or a mounted police force caused many social and economic problems, which compounded by the growing impoverishment the communities of the Hosts. Treated as a separate and elite community by the Tsar, the Cossacks rewarded his government with strong loyalty. His administration frequently used Cossack units to suppress domestic disorder, especially during the Russian Revolution of 1905. The Imperial Government depended heavily on the perceived reliability of the Cossacks. By the early 20th century, their decentralized communities and semi-feudal military service were coming to be seen as obsolete. The Russian Army Command, which had worked to professionalize its forces, considered the Cossacks less well disciplined, trained, and mounted than the hussars, dragoons, and lancers of the regular cavalry. The Cossack qualities of initiative and rough-riding skills were not always fully appreciated. As a result, Cossack units were frequently broken up into small detachments for use as scouts, messengers, or picturesque escorts.
Sources: en.wikipedia.org
In 2022, Schmitt reiterated his position on the attorney general's role in innocence proceedings and attempted to dismiss hearings on Michael Politte's conviction for the 1998 murder of his mother in Washington County, after a Washington County prosecutor filed a motion for exoneration on the grounds that 2002 chromatography analysis from case had been "scientifically proven false" after a review by the Missouri State Highway Patrol. The case continued under his successor, Andrew Bailey.
== Research == Gene therapy is currently being studied as a possible treatment for chronic granulomatous disease. CGD is well-suited for gene therapy since it is caused by a mutation in single gene which only affects one body system (the hematopoietic system). Viruses have been used to deliver a normal gp91 gene to rats with a mutation in this gene, and subsequently the phagocytes in these rats were able to produce oxygen radicals. In 2006, two human patients with X-linked chronic granulomatous disease underwent gene therapy and blood cell precursor stem cell transplantation to their bone marrow. Both patients recovered from their CGD, clearing pre-existing infections and demonstrating increased oxidase activity in their neutrophils. However, long-term complications and efficacy of this therapy were unknown. In 2012, a 16-year-old boy with CGD was treated at the Great Ormond Street Hospital, London with an experimental gene therapy that temporarily reversed the CGD and allowed him to overcome a life-threatening lung disease. In 2024, Prime Medicine began a Phase 1/2 open-label clinical trial to evaluate PM359, an investigational gene therapy, in patients with CGD caused by NCF1 mutations. The treatment involves transplantation of autologous CD34+ stem cells modified by prime editing ex vivo. Following an announcement of preliminary results in May 2025, Prime Medicine and its clinical collaborators reported in December 2025 that two CGD patients treated with PM359 had been "effectively cured" of the disease.
Team Fortress 2 is a multiplayer team-based first-person shooter that was first available as part of The Orange Box as one of its three original new games. The game is a sequel to the original Quake modification, Team Fortress, and Valve's Half-Life modification, Team Fortress Classic. Its focus is on two competing teams that attack each other in order to achieve varying objectives, including capturing control points or defending them from attack, or capturing a flag. Players can choose to play as one of nine classes in these teams, each with different strengths and weaknesses. Unlike most other Source-powered games, Team Fortress 2 features a cartoon art style and non-realistic graphics. Team Fortress 2 was very well received by critics; it was particularly praised for its unique artistic direction and graphics. In June 2011, the Steam version of Team Fortress 2 became free-to-play.
The median age of menarche for a population may be an index of the proportion of undernourished females in the population, and the width of the spread may reflect unevenness of wealth and food distribution in a population. Researchers have identified an earlier age of the onset of puberty. However, they have based their conclusions on a comparison of data from 1999 with data from 1969. In the earlier example, the sample population was based on a small sample of white females (200, from Britain). The later study identified as puberty as occurring in 48% of African-American females by age nine, and 12% of white females by that age. One possible cause of a delay in the onset of puberty past the age 14 in females and 15 in males is Kallmann syndrome, a form of hypogonadotropic hypogonadism (HH). Kallmann syndrome is also associated with a lack of sense of smell (anosmia). Kallmann syndrome and other forms of HH affect both men and women. It is caused by a failure in HPG axis at puberty which results in low or zero gonadotropin (LH and FSH) levels with the subsequent result of a failure to commence or complete puberty, secondary hypogonadism and infertility.
Sources: en.wikipedia.org
HPLC separates and quantifies compounds in a liquid sample. Detectors produce a response proportional to the amount of a compound passing through the flow cell. Identification by retention time requires comparison with a known standard.
UHPLC uses columns with smaller particles and operates at higher pressures than conventional HPLC. These conditions can improve speed, resolution, and sensitivity. Both techniques use the same fundamental separation principles.
Validation shows that a method performs reliably for its intended purpose across a defined range. It assesses accuracy, precision, specificity, linearity, and robustness. Regulated testing often requires documented validation before routine use.
HPLC testing separates and quantifies components in a liquid sample. It is used to check identity, purity, concentration, or stability. The technique works best for compounds that dissolve and are not easily vaporized.