A practical reference on precision: what it is, how it behaves, what the literature reports, and where the honest uncertainties sit.
Reviewed 2025-11-23. Anything still debated is marked as such rather than presented as settled.
System suitability testing is performed before and during analytical runs to confirm that the instrument and method are working as expected. Typical checks include retention time, peak area precision, resolution between critical pairs, tailing factor, and theoretical plate count. Acceptance criteria are set in the method or pharmacopeial monograph. If a suitability check fails, the run may be rejected and the instrument or sample preparation may need investigation. This practice helps prevent release of data from a system that has drifted out of control.
Quality control samples are inserted at intervals to monitor accuracy and precision throughout a batch. Blank samples detect contamination, while spiked samples assess recovery from the sample matrix. Calibration standards establish the relationship between detector response and concentration, and control samples are prepared independently from them whenever possible. Laboratories also participate in proficiency testing and maintain audit trails, instrument logs, and reagent records. Ongoing review of control charts can reveal trends before they cause out-of-specification results.
Method validation demonstrates that an HPLC procedure is suitable for its intended purpose. Common validation parameters include accuracy, precision, specificity, linearity, range, limit of detection, limit of quantification, and robustness. Accuracy reflects agreement with a reference value, while precision describes repeatability under defined conditions. Specificity shows whether the method can measure the analyte in the presence of impurities or matrix components. Validation documents are reviewed before a method is used for routine testing or regulatory submissions.
Routine quality control includes blanks, duplicates, spiked samples, and certified reference materials. Calibration curves are prepared with standards at several concentrations, and the detector response is checked for linearity. Carryover, column aging, mobile phase evaporation, and temperature drift can shift retention times or peak areas. Maintenance such as replacing seals, filters, and columns helps prevent failures. Records of injections, integration, and deviations support traceability. Audits may request raw data and instrument logs for each batch.
Developing an HPLC test begins with defining the analytes, matrix, and required reporting limits. Chemists select a separation mode, column chemistry, mobile phase composition, flow rate, and detection wavelength or mass transition. Experiments then adjust these variables to achieve adequate retention, resolution, and peak shape. System suitability tests confirm that the instrument and method perform consistently before sample analysis. Without suitable resolution, quantitative results may be unreliable. Preliminary runs often use scouting gradients to locate retention windows.
| Property | Value | Notes |
|---|---|---|
| Validation parameter | Accuracy | Closeness to a reference value. |
| Validation parameter | Precision | Repeatability or intermediate precision. |
| Validation parameter | Linearity | Proportional response across a range. |
| System suitability check | Resolution | Separation between adjacent peaks. |
| Quality control tool | Control chart | Tracks results over time for trends. |
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.
Method validation examines whether an HPLC procedure is suitable for its intended purpose. Common parameters include accuracy, precision, specificity, linearity, range, detection limit, quantification limit, and robustness. Accuracy describes closeness to a true or accepted value, while precision describes agreement among repeated measurements. Specificity shows whether the method can measure the analyte without interference from related substances. Robustness tests small deliberate changes in flow, temperature, or solvent composition. Validation is not a one-time event; methods may need partial revalidation after changes to instruments, columns, sample handling, or specification limits. Regulatory guidance provides frameworks, but some details remain method-specific.
Regulatory and pharmacopeial texts shape how HPLC testing is performed and documented. The International Council for Harmonisation provides validation guidance, while pharmacopeias publish general chromatography chapters and monographs for specific materials. Accreditation standards such as ISO/IEC 17025 address laboratory competence and traceability. Inspectors may review instrument qualification, analyst training, reference material control, and electronic records. Open questions include how best to validate methods for new complex products and how to handle automated data processing. Laboratories generally resolve these issues through risk assessment, method lifecycle management, and documented scientific justification.
In quality control laboratories, HPLC testing supports batch release, raw material checks, stability studies, and impurity profiling. A validated method defines sample preparation, instrument settings, calibration, and acceptance criteria. Analysts compare results with specifications and investigate out-of-specification outcomes before a batch is approved. Documentation includes chromatograms, integration records, audit trails, and reagent details. Because results influence product decisions, laboratories follow formal quality systems and data integrity rules. The exact tests and limits depend on the material, its intended use, and the applicable regulatory framework.
Data handling and documentation are central to HPLC quality control. Electronic systems should have audit trails that record changes to methods, sequences, and results. Integration parameters, such as peak baseline and threshold, can affect reported areas and must be defined in advance. Out-of-specification results trigger a structured investigation that may include reanalysis, instrument checks, and review of sample preparation. Regulatory inspections often examine raw data, audit trails, and training records to verify that reported results are traceable and reliable.
Method validation establishes that an HPLC procedure is suitable for its intended use. Key parameters include accuracy, precision, specificity, linearity, range, limit of detection, limit of quantitation, and robustness. Accuracy measures agreement with a true or accepted value, while precision describes repeatability and intermediate precision. Specificity confirms that the method measures the analyte without interference from impurities, degradants, or excipients. Validation is documented in a protocol and report, and acceptance criteria are set before experiments begin. Regulatory guidance varies by region, but the general principles are widely harmonized.
Practical HPLC testing depends on careful sample preparation and instrument maintenance. Samples may require filtration, dilution, pH adjustment, or extraction to avoid column damage and matrix interference. Mobile phases are degassed and filtered, and columns are equilibrated before injection. Common problems include peak tailing, baseline drift, ghost peaks, carryover, and co-elution of analytes. Documentation of instrument logs, calibration records, and electronic audit trails supports data integrity and traceability. Ongoing training and routine maintenance help reduce variability between analysts and laboratories.
Quality control laboratories use HPLC to check identity, purity, concentration, and stability of raw materials and finished products. A validated method specifies the column, mobile phase, flow rate, detection wavelength, injection volume, and run time. Samples are prepared and compared against reference standards of known concentration. The resulting chromatogram provides quantitative data, such as assay values and impurity levels. This approach is common in pharmaceutical, food, environmental, and industrial testing where consistent measurements are required.
The hypothalamic–pituitary–thyroid axis plays a key role in maintaining thyroid hormone levels within normal limits. Production of TSH by the anterior pituitary gland is stimulated in turn by thyrotropin-releasing hormone (TRH), released from the hypothalamus. Production of TSH and TRH is decreased by thyroxine by a negative feedback process. Not enough TRH, which is uncommon, can lead to insufficient TSH release and therefore insufficient thyroid hormone production. Pregnancy leads to marked changes in thyroid hormone physiology. The gland increases in size by 10%, thyroxine production increases by 50%, and iodine requirements increase. Many women have normal thyroid function but have immunological evidence of thyroid autoimmunity (as evidenced by autoantibodies) or are iodine-deficient, and develop evidence of hypothyroidism before or after giving birth.
=== Irritable bowel syndrome === There is evidence that a dietician-supervised low-FODMAP diet is the best available way to control IBS symptoms, though there is a lack of evidence on possible adverse effects. The beneficial effect of low-FODMAP for people with IBS may be related to reduced osmotic load in the gut or changes in gut-brain axis signaling. The low-FODMAP diet does not cause any significant change in the gut microbiota in people with IBS. The effectiveness of low-FODMAP diet in children with IBS is unclear. While restrictive diets like the low-FODMAP diet can help manage symptoms in patients with Irritable bowel syndrome, they pose a significant danger: they can increase the patient's risk of developing disordered eating. The initial success in symptom reduction may become a dangerous obsession with controlling food, potentially leading to conditions such as ARFID or Orthorexia nervosa. These issues severely impact clinical outcomes and quality of life, and worsen overall health. Early monitoring and intervention are crucial to catching and addressing these pathological eating patterns.
=== Increase in worldwide players === Wenger was one of the first managers in English football to scout abroad for talent. His double-winning team of 1998 was described by editor Jason Cowley as "a model of racial and multicultural integration. They were the first truly globalised team". Richard Jolly writing for The National added that Wenger aided the Premier League's globalisation and "showed the merit of hiring foreign managers on the basis of their record abroad". Wenger himself felt he had changed attitudes towards foreign managers in England:
== Impact on health == The primary nutritional benefits of nixtamalization arise from the alkaline processing involved. The processing renders the protein more digestible, allowing tryptophan to be absorbed by humans. Humans can convert tryptophan into niacin, thus helping to prevent pellagra. Other measures of protein quality are also improved. It was originally thought that the anti-pellagra action stems from increased availability of niacin (compared to a hemicellulose-bound form called "niacytin"), but multiple experiments have disproven this theory. Secondary benefits can arise from the grain's absorption of minerals from the alkali used or from the vessels used in preparation. These effects can increase calcium (by 750%, with 85% available for absorption), iron, copper, and zinc. Nixtamalization significantly deactivates mycotoxins which are putative carcinogens. Aflatoxins are reduced by 90–94%. Fumonisins are reduced by 82%.
=== Acidity === Thiols are easily deprotonated. Relative to the alcohols, thiols are more acidic. The conjugate base of a thiol is called a thiolate. Butanethiol has a pKa of 10.5 vs 15 for butanol. Thiophenol has a pKa of 6, versus 10 for phenol. A highly acidic thiol is pentafluorothiophenol (C6F5SH) with a pKa of 2.68. Thus, thiolates can be obtained from thiols by treatment with alkali metal hydroxides.
Sources: en.wikipedia.org
Neurofibrillary tangles in Alzheimer's disease Lewy body in Parkinson's disease Pick bodies in Pick's disease Inclusions in motor neuron disease and Huntington's disease Mallory bodies in alcoholic liver disease Rosenthal fibers in astrocytes
=== Acquired antithrombin deficiency === Acquired antithrombin deficiency occurs as a result of three distinctly different mechanisms. The first mechanism is increased excretion which may occur with renal failure associated with proteinuria nephrotic syndrome. The second mechanism results from decreased production as seen in liver failure or cirrhosis or an immature liver secondary to premature birth. The third mechanism results from accelerated consumption which is most pronounced as consequence of severe injury trauma but also may be seen on a lesser scale as a result of interventions such as major surgery or cardiopulmonary bypass.
== Premise == One decade after most members of the Justice Society of America (JSA) are killed in battle against the Injustice Society of America (ISA), Courtney Whitmore, a high school student who moved to Blue Valley, discovers the Cosmic Staff of Starman and learns that her stepfather Pat Dugan used to be his sidekick. After encountering the remnants of the ISA which now include the mysterious Dragon King and his daughter Cindy Burman, Courtney becomes the inspiration for a whole new generation of superheroes and recruits Yolanda Montez, Rick Tyler, and Beth Chapel. In the second season, Stargirl and the JSA contend with the re-emergence of former ISA member Shade and a mysterious entity known as Eclipso, who works with Cindy to create a new ISA called Injustice Unlimited. When Eclipso breaks free from Cindy's control, the JSA works to stop him and finds new allies in Jennie-Lynn Scott, Jakeem Williams, Thunderbolt, a rescued Charles McNider, a revived Starman, and former ISA members Solomon Grundy, Sportsmaster, and Tigress. In the third and final season, the heroes and villains living in Blue Valley become embroiled in a murder mystery after former ISA member Steven Sharpe is found dead, while someone has been spying on them with cameras placed all over town. It turns out that a reconstituted Icicle was responsible as he is in league with the JSA's old enemy Ultra-Humanite and a surviving Dragon King.
== History == Following World War II, Sonic founder Troy N. Smith Sr., returned to his hometown of Seminole, Oklahoma, where he became employed as a milkman. He then decided to work delivering bread, because bread is lighter than milk. Soon afterwards, Smith purchased the Cottage Cafe, a little diner in Shawnee, Oklahoma. Before long, he sold it and opened a fast-food service, Troy's Pan Full of Chicken, on the edge of town. In 1953, Smith joined with a business partner to purchase a five-acre parcel of land that had a log house and a walk-up root beer stand named the Top Hat. The two continued operating the root beer stand and converted the log house into a steak restaurant. After realizing that the stand was averaging $700 a week in the sale of root beer, hamburgers, and hot dogs, Smith decided to focus on the more-profitable root beer stand. He bought out his business partner. Initially, Top Hat customers parked their automobiles anywhere on the gravel parking lot and walked up to place orders. In Louisiana, Smith saw a drive-in that used speakers for ordering. He suspected that he could increase his sales by controlling the parking and having the customers order from speakers at their cars, with carhops delivering the food to the cars. Smith borrowed several automobiles from a friend who owned a used-car lot to establish a layout for controlled parking. He also had some so-called "jukebox boys" wire an intercom system in the parking lot. Sales immediately tripled. Charles Woodrow Pappe, an entrepreneur, was impressed by the Shawnee drive-in.
Before and during World War II, the primary role of the submarine was anti-surface ship warfare. Submarines would attack either on the surface using deck guns, or submerged using torpedoes. They were particularly effective in sinking Allied transatlantic shipping in both World Wars, and in disrupting Japanese supply routes and naval operations in the Pacific in World War II. Mine-laying submarines were developed in the early part of the 20th century. The facility was used in both World Wars. Submarines were also used for inserting and removing covert agents and military forces in special operations, for intelligence gathering, and to rescue aircrew during air attacks on islands, where the airmen would be told of safe places to crash-land so the submarines could rescue them. Submarines could carry cargo through hostile waters or act as supply vessels for other submarines. Submarines could usually locate and attack other submarines only on the surface, although HMS Venturer managed to sink U-864 with a four torpedo spread while both were submerged. The British developed a specialized anti-submarine submarine in WWI, the R class. After WWII, with the development of the homing torpedo, better sonar systems, and nuclear propulsion, submarines also became able to hunt each other effectively. The development of submarine-launched ballistic missile and submarine-launched cruise missiles gave submarines a substantial and long-ranged ability to attack both land and sea targets with a variety of weapons ranging from cluster bombs to nuclear weapons.
Sources: en.wikipedia.org
In pharmacokinetics, bioavailability generally refers to the fraction of a drug that is absorbed systemically and is thus available to produce a biological effect. This is often measured by quantifying the "AUC". In order to determine the respective AUCs, the serum concentration vs. time plots are typically gathered using C-14 labelled drugs and AMS (accelerated mass spectrometry). Bioavailability can be measured in terms of "absolute bioavailability" or "relative bioavailability". Absolute bioavailability refers to the bioavailability of a drug when administered via an extravascular dosage form (i.e. oral tablet, suppository, subcutaneous, etc.) compared with the bioavailability of the same drug administered intravenously (IV). This is done by comparing the AUC of the non-intravenous dosage form with the AUC for the drug administered intravenously. This fraction is normalized by multiplying by each dosage form's respective dose. F abs = ( AUC non-IV AUC IV ) × ( Dose IV Dose non-IV )
Phytoestrogens mainly belong to a large group of substituted natural phenolic compounds: the coumestans, prenylflavonoids and isoflavones are three of the most active in estrogenic effects in this class. The best-researched are isoflavones, which are commonly found in soy and red clover. Lignans have also been identified as phytoestrogens, although they are not flavonoids. Mycoestrogens have similar structures and effects, but are not components of plants; these are mold metabolites of Fusarium, especially common on cereal grains, but also occurring elsewhere, e.g. on various forages. Although mycoestrogens are rarely taken into account in discussions about phytoestrogens, these are the compounds that initially generated the interest on the topic.
The FDA reviews commercially available test kits and their associated medical claims to ensure safety and efficacy before products are cleared or approved for use. The regulatory landscape for laboratory developed tests (LDTs) has been evolving significantly. On May 6, 2024, the FDA issued a final rule significantly modifying its approach to oversight of laboratory-developed tests, amending regulations to clarify that in vitro diagnostic products (IVDs) are devices under the Federal Food, Drug, and Cosmetic Act, including when manufactured by a laboratory. The final rule includes a policy under which FDA would phase out enforcement discretion for LDTs over a four-year period. The phaseout policy consists of five stages, starting May 6, 2024. DTC tests are specifically noted as having never been subject to enforcement discretion, meaning compliance with FDA requirements has always been expected for consumer-facing diagnostic tests. However, on April 17, 2025, a federal court blocked FDA's final rule on LDTs, creating uncertainty about the regulatory future. LDTs continue to be governed by CMS under CLIA oversight, but the long-term regulatory framework remains unsettled.
The formation of chain structures has a direct impact on the overall strength of the whole polymer; the longer a chain is, the more differing the effects amylopectin will have on starch's morphology. Packing of chains, inter block chain length (IB-CL), also correlates with the gelatinization temperature of starch granules. In tandem, the IB-CL will increase as the length of B chains increases, meaning that as the length of individual B chains increases, so does the blocks between connections with other chains. Finally, in general, the more densely packed the resulting molecule of amylopectin, the higher the strength of the starch gel as a whole unit. Starch utilizes the density-strength correlation of amylopectin as a measure of forming dense, strong bricks as a basis for the final starch configuration. Amylopectin in starch is formed into helices to compose hexagonal structures that will subsequently be differentiated into A (cereal) and B (high-amylose; tubular) type starch. Structurally, A is more compact, while B is looser, hence the higher concentration of amylose.
Sources: en.wikipedia.org
Method validation is the documented process of showing that an HPLC procedure produces reliable results for a defined purpose. It examines parameters such as accuracy, precision, specificity, linearity, and robustness. Regulators and quality systems often require validation before routine use.
System suitability is a set of checks run on the chromatographic system before sample analysis. It confirms that resolution, peak shape, retention time, and response meet predefined limits. Failure can invalidate the run and trigger corrective action.
Blank injections reveal peaks or baseline disturbances that come from solvents, reagents, or the instrument rather than the sample. They help distinguish contamination from actual analyte signals. Comparing blanks with sample runs supports accurate interpretation.
System suitability is a set of checks performed before and during a run to confirm that the instrument, column, and method work as expected. Common checks include resolution, tailing factor, theoretical plates, and relative standard deviation of replicate injections. Failure triggers troubleshooting or method adjustment.