Quality control 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 2026-03-27. Where a claim depends on a specific study, the study is described rather than over-claimed.
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.
Method validation demonstrates that an analytical procedure is suitable for its intended purpose. Typical validation characteristics include accuracy, precision, specificity, linearity, range, limit of detection, limit of quantitation, and robustness. Regulatory guidance from bodies such as the International Council for Harmonisation and the United States Pharmacopeia outlines expectations, though specific criteria depend on the product and method. System suitability tests are run before sample analysis to confirm resolution, peak symmetry, column efficiency, and injection repeatability. Failure of these checks can invalidate a batch of measurements.
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.
| Parameter | Typical acceptance criterion | Notes |
|---|---|---|
| Resolution | ≥ 1.5 | Baseline separation of adjacent peaks |
| Tailing factor | ≤ 2.0 | Peak symmetry measure |
| Theoretical plates | > 2000 | Column efficiency indicator |
| Injection repeatability | ≤ 2% RSD | Relative standard deviation for replicate injections |
| Linearity | r² ≥ 0.995 | Calibration curve over the working range |
Detection in HPLC testing commonly relies on ultraviolet-visible absorbance, fluorescence, refractive index, or mass spectrometry. UV detection is widely used because many organic compounds absorb light, but it requires a chromophore. Mass spectrometry provides mass-based identification and high sensitivity for trace analytes. Each detector has trade-offs in selectivity, cost, and compatibility with mobile phases. Quantification typically uses calibration curves prepared from reference standards. Results are reported as concentration, purity, or presence above a limit.
HPLC testing separates dissolved compounds by passing a liquid sample through a column packed with stationary phase. A pump delivers mobile phase at controlled flow, and the sample components interact differently with stationary and mobile phases. Compounds that spend more time in mobile phase elute earlier; those retained by stationary phase elute later. Detectors record elution as peaks, and peak area or height relates to amount. This mechanism underpins quantitative analysis of mixtures.
Most routine HPLC testing uses reversed-phase columns, where the stationary phase is nonpolar and the mobile phase is a polar mixture such as water with an organic solvent. Analytes partition between the two phases according to polarity, size, and charge. Gradients that change solvent composition over time can separate compounds with broad retention ranges. Isocratic conditions keep solvent composition constant and suit simpler mixtures. The choice of column chemistry, pH, and temperature affects selectivity and peak shape.
As blood sugar testing for diagnosis of diabetes became more widespread, a curious side effect occurred: because blood sugar testing is not absolutely definitive in diagnoses of diabetes, more people were receiving borderline tests regarding their glycemic status. These borderline persons could be considered as being at risk for diabetes – prediabetic. Prediabetic patients have elevated blood sugar, but normal levels of sugar in their urine (glycosuria). Upjohn saw an opportunity to benefit and definitely market to a yet-greater expansion of the diabetic population, beyond even the "hidden diabetics" revealed by earlier public health campaigns. Upjohn also found a new use for Orinase: as a diagnostic. Orinase Diagnostic was added to the Orinase product line and, by 1962, was being sold as means of detecting prediabetes in that an abnormal response to Orinase following administration of cortisone in a "stress test" could be taken to indicate prediabetes. Orinase thus not only served to detect a previously hidden patient population, but also detected a patient population most likely to be interested in Orinase as a treatment for their newly diagnosed prediabetes. By the late 1960s, Orinase Diagnostic was withdrawn and the drug reverted to its therapeutic purpose. By that point, prediabetes had become a diagnosable and treatable condition which had dramatically increased the market for Orinase.
====== Order Proboscidea ====== Family Elephantidae (Elephants) Elephas maximus, Asian elephant, (2015, 2024) † Mammuthus primigenius, Wooly mammoth, (2015) Loxodonta africana, African bush elephant, (2009, 2024) Loxodonta cyclotis, African forest elephant, (2018)
A white blood cell differential is a medical laboratory test that provides information about the types and amounts of white blood cells in a person's blood. The test, which is usually ordered as part of a complete blood count (CBC), measures the amounts of the five normal white blood cell types – neutrophils, lymphocytes, monocytes, eosinophils and basophils – as well as abnormal cell types if they are present. These results are reported as percentages and absolute values, and compared against reference ranges to determine whether the values are normal, low, or high. Changes in the amounts of white blood cells can aid in the diagnosis of many health conditions, including viral, bacterial, and parasitic infections and blood disorders such as leukaemia. White blood cell differentials may be performed by an automated analyzer – a machine designed to run laboratory tests – or manually, by examining blood smears under a microscope. The test was performed manually until white blood cell differential analyzers were introduced in the 1970s, making the automated differential possible. In the automated differential, a blood sample is loaded onto an analyzer, which samples a small volume of blood and measures various properties of white blood cells to produce a differential count. The manual differential, in which white blood cells are counted on a stained microscope slide, is now performed to investigate abnormal results from the automated differential, or upon request by the healthcare provider.
The α-Ketoacid-Hydroxylamine (KAHA) Amide-Forming Ligation is a chemical reaction that is used to join two unprotected fragments in peptide synthesis. It is an alternative to the Native Chemical Ligation (NCL). KAHA Ligation was developed by Jeffrey W. Bode group at ETH Zürich (previously University of Pennsylvania).
Sources: en.wikipedia.org
Osteoblasts (from the Greek combining forms for "bone", ὀστέο-, osteo- and βλαστάνω, blastanō "germinate") are cells with a single nucleus that synthesize bone. However, in the process of bone formation, osteoblasts function in groups of connected cells. Individual cells cannot make bone. A group of organized osteoblasts together with the bone made by a unit of cells is usually called the osteon. Osteoblasts are specialized, terminally differentiated products of mesenchymal stem cells. They synthesize dense, crosslinked collagen and specialized proteins in much smaller quantities, including osteocalcin and osteopontin, which compose the organic matrix of bone. In organized groups of disconnected cells, osteoblasts produce hydroxyapatite, the bone mineral, that is deposited in a highly regulated manner, into the inorganic matrix forming a strong and dense mineralized tissue, the mineralized matrix. Hydroxyapatite-coated bone implants often perform better as those not coated with this material. For instance, in patients with fatty liver disease hydroxyapatite-coated titanium implants perform better as those not-coated with this material. The mineralized skeleton is the main support for the bodies of air breathing vertebrates. It is also an important store of minerals for physiological homeostasis including both acid–base balance and calcium or phosphate maintenance.
=== Invertebrate cartilage === Cartilage tissue can also be found among some arthropods such as horseshoe crabs, some mollusks such as marine snails and cephalopods, and some annelids like sabellid polychaetes.
Collagen VI (ColVI) is a type of collagen primarily associated with the extracellular matrix of skeletal muscle. ColVI maintains regularity in muscle function and stabilizes the cell membrane. It is synthesized by a complex, multistep pathway that leads to the formation of a unique network of linked microfilaments located in the extracellular matrix (ECM). ColVI plays a vital role in numerous cell types, including chondrocytes, neurons, myocytes, fibroblasts, and cardiomyocytes. ColVI molecules are made up of three alpha chains: α1(VI), α2(VI), and α3(VI). It is encoded by 6 genes: COL6A1, COL6A2, COL6A3, COL6A4, COL6A5, and COL6A6. The chain lengths of α1(VI) and α2(VI) are about 1,000 amino acids. The chain length of α3(VI) is roughly a third larger than those of α1(VI) and α2(VI), and it consists of several spliced variants within the range of 2,500 to 3,100 amino acids. The first two alpha chains subunits of ColVI have a molecular weight of 140-150 KDa and the third polypeptide chain is larger with a molecular weight of 250-300kDa. ColVI is also found in the skin, lungs, blood vessels, cornea and intervertebral disc. It also forms part of the peripheral nerves, brain, myocardium and adipose tissue.
=== Etymology === First attested in English in the late 14th century, the word scar derives from a conflation of Old French escharre, from Late Latin eschara, which is the Latinisation of the Greek ἐσχάρα (eskhara), meaning "hearth, fireplace", but in medicine "scab, eschar on a wound caused by burning or otherwise", and Middle English skar ("cut, crack, incision"), which is from Old Norse skarð ("notch, gap"). The conflation helped to form the English meaning. Compare the place name Scarborough for evolution of skarð to scar.
Flerovium is a synthetic chemical element; it has symbol Fl and atomic number 114. It is an extremely radioactive, superheavy element, named after the Flerov Laboratory of Nuclear Reactions of the Joint Institute for Nuclear Research in Dubna, Russia, where the element was discovered in 1999. The lab's name, in turn, honours Russian physicist Georgy Flyorov (Флёров in Cyrillic, hence the transliteration of "yo" to "e"). IUPAC adopted the name on 30 May 2012. The name and symbol had previously been proposed for element 102 (nobelium) but were not accepted by IUPAC at that time. It is a transactinide in the p-block of the periodic table. It is in period 7 and is the heaviest known member of the carbon group. Initial chemical studies in 2007–2008 indicated that flerovium was unexpectedly volatile for a group 14 element. More recent results show that flerovium's reaction with gold is similar to that of copernicium, showing it is very volatile and may even be gaseous at standard temperature and pressure. Nonetheless, it also seems to show some metallic properties, consistent with it being the heavier homologue of lead. Very little is known about flerovium, as it can only be produced one atom at a time, either through direct synthesis or through radioactive decay of even heavier elements, and all known isotopes are short-lived.
Sources: en.wikipedia.org
This local processing is especially important in image processing, where the early CNN layers typically identify simple local patterns such as edges and curves, with subsequent layers detecting more complex patterns like textures, and eventually whole objects.
Humboldt intended to perform trigonometric measurements on the plateau of Sisgun, but fog obscured the summit, preventing accurate results. The ascent began from the house of the mayor of Calpi, with Humboldt, Bonpland, and Montúfar proceeding on foot after the terrain became too difficult for mules. The group advanced slowly along a narrow ridge, exposed to steep drops and sharp rocks, without specialized climbing equipment. Increasing altitude brought symptoms of altitude sickness such as nausea, dizziness, and nosebleeds, while the temperature dropped and their clothing provided little protection. Despite these challenges, the party continued to conduct scientific observations. At the snow line, all but one of their Indigenous porters turned back. When the mist cleared, the summit appeared close, encouraging the climbers onward. Their progress was halted by a deep, wide crevasse filled with soft snow, which could not be crossed. Weak from the ascent and the cold, they were forced to stop. Humboldt measured their altitude at 6,428.707 yards (5,878.410 m) about 432 yards (395 m) below the summit. The group experienced a sense of isolation above the clouds, recognizing the significance of their achievement. During the descent, they encountered hail and a snowstorm that temporarily concealed the trail. As the weather improved, they observed lichen, a fly, and a butterfly above the snow line, marking the first recorded sightings of insects at such heights. The party returned to their mules shortly after two in the afternoon, concluding their attempt on Chimborazo.
After around 8 weeks customised foot orthoses can offer short-term relief. Other treatments have little supportive evidence and studies. These include rest, massage, heat, ice, and calf-strengthening exercises, weight reduction in the overweight or obese, and nonsteroidal anti-inflammatory drugs (NSAIDs) such as aspirin or ibuprofen. NSAID use is common, but fails to resolve pain in 20% of people. Corticosteroid injections are sometimes used for cases resistant to more conservative measures. Tentative evidence supports their use for short-term pain relief up to one month (only). Comparative evidence suggests that short- and long-term treatment effects vary. Corticosteroid injections may provide greater short-term pain relief, but their benefits then fade. In contrast, therapies such as platelet-rich plasma (PRP) and ESWT are associated with improved pain and functional outcomes over longer follow-up periods. However, studies remain inconsistent, and evidence quality is limited by variability in study design, treatment protocols, and outcome measures. As a result, no single treatment is established as universally superior. Another treatment technique is plantar iontophoresis. This technique involves applying anti-inflammatory substances such as dexamethasone or acetic acid topically to the foot and transmitting these substances through the skin with an electric current. Some evidence supports the use of night splints for 1–3 months to relieve pain after six months.
Sugar used in commercial chocolate milk serves as a preservative, and the energy from the sugar also makes it a convenience food. It can also be made at home by blending milk with cocoa powder and a sweetener (such as sugar or a sugar substitute), melted chocolate, chocolate syrup, or a pre-made powdered chocolate milk mix. Other ingredients, such as starch, salt, carrageenan, vanilla, or artificial flavoring are sometimes added. To add nutritional value to the product, sometimes some minerals like zinc oxide or iron are added. In New York City, school food officials report that nearly 60 percent of the 100 million cartons served each year contain fat-free chocolate milk.
In Malaysia, the F&N or Fraser and Neave brand makes a clear ice cream soda that sold in a blue packaging. A popular brand in Pakistan is Pakola Ice Cream Soda, which is green in color. In Sri Lanka, Elephant House Cream Soda is the most popular soft drink. Coca-Cola Beverages Sri Lanka launched their newest flavor, Fanta Cream Soda, in July 2009. In Thailand, Hale's Trading produces Hale's Blue Boy Brand Cream Soda Flavoured Syrup, a green colored, rose/floral flavored cordial. This is mixed 1 part water to 4 parts soda water to get a cream soda drink, very similar to the South African Creme Soda, or can be used as a flavoring in shaved-ice desserts. This syrup is sold worldwide in some Asian food stores. PepsiCo's division in Thailand produces a green, cream-flavored soda under their brand name Mirinda. In some Arabian countries, Canada Dry offers a cream soda flavor.
Sources: en.wikipedia.org
Method validation is the documented process of confirming that an HPLC procedure is suitable for its intended use. It evaluates accuracy, precision, specificity, linearity, range, detection limits, and robustness. Validation criteria depend on the regulatory context and the sample type.
System suitability tests are short checks performed before or during an HPLC run to verify instrument and method performance. They often include resolution, tailing factor, theoretical plates, and injection precision. Results must meet predefined limits for sample data to be accepted.
HPLC retention time alone cannot definitively identify an unknown substance. A match with a reference standard under identical conditions provides supporting evidence. Confirmation typically requires mass spectrometry, nuclear magnetic resonance, or another orthogonal technique.
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.