calibration curve raises a handful of sensible questions. This page answers them in order, starting with the fundamentals and moving to applications.
This page was last updated on 2026-02-05 and is reviewed periodically as new material appears.
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 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.
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.
| Property | Value | Notes |
|---|---|---|
| Validation parameter | Accuracy | Closeness of measured value to accepted reference value |
| Validation parameter | Precision | Agreement among repeated measurements under specified conditions |
| System suitability check | Resolution ≥ 1.5 | Baseline separation between critical peak pair |
| System suitability check | Tailing factor ≤ 2.0 | Common target for peak symmetry |
| Documentation | Validation report | Summarizes experiments, acceptance criteria, and conclusions |
Separation performance depends on particle size, pore size, column length, and the chemistry of the stationary phase. Smaller particles generally improve efficiency but require higher pressure and suitable instrumentation. The mobile phase often contains buffers and organic solvents that influence retention and selectivity. Testing labs select conditions based on the analytes, sample matrix, and required sensitivity. Method development frequently involves screening several columns and solvent mixtures before a final set of conditions is chosen.
High-performance liquid chromatography is an analytical technique that separates components in a liquid sample by passing them 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 how analytes partition between the mobile phase and the stationary phase cause them to exit the column at different times. Detection then records a signal proportional to the amount of each separated substance. The resulting chromatogram provides retention times and peak areas for identification and quantification.
Separation in HPLC depends on the chemistry of the stationary phase, the composition of the mobile phase, and the physical properties of the column. Reverse-phase separations use a nonpolar stationary phase and a polar mobile phase, and they are common for many organic compounds. Ion-exchange, size-exclusion, and normal-phase modes serve other classes of analytes. Gradient elution changes solvent strength over time, while isocratic elution holds it constant. Flow rate, temperature, particle size, and column length all influence peak shape and resolution. Detection may use ultraviolet absorbance, fluorescence, refractive index, or mass spectrometry, depending on the analyte and the required sensitivity.
Routine HPLC testing compares a sample result with a calibration curve prepared from known reference standards. Peak area or peak height is plotted against concentration, and the curve is used to estimate unknown amounts. Retention time supports tentative identification when compared with a standard, though mass spectrometry or another confirmatory method may be needed for definitive identification. Pre-run checks verify repeatability, resolution, and peak symmetry before sample analysis. Limits of detection and quantification describe the smallest amounts that can be reliably observed or measured. Sample preparation, filtration, and degassing help prevent column damage and inconsistent results.
Routine quality control monitors retention time shifts, baseline noise, system pressure, and peak shape. Trends can reveal column aging, mobile phase preparation errors, detector drift, or sample degradation. Corrective actions may include replacing the column, preparing fresh mobile phase, or recalibrating the detector. Stability testing often uses HPLC to measure parent compound loss and degradation product formation. Open questions remain about how accelerated stability results extrapolate to long-term storage under varied conditions.
Quality control for HPLC testing combines scheduled checks, documented procedures, and review of results. Before sample analysis, system suitability testing confirms that the instrument, column, and method meet predefined criteria. Common criteria include resolution between critical peaks, retention time precision, peak tailing, and theoretical plate count. Failure triggers investigation before results are reported. Records link raw data, calculations, instrument logs, and analyst identity to each batch, supporting audits and repeat analysis.
Generative AI models are used by chatbots such as ChatGPT, programming tools such as GitHub Copilot, text-to-image programs such as Midjourney, and text-to-video programs such as Runway Gen-2. Generative AI features have been added to existing commercially available services such as Microsoft Office (Microsoft Copilot), Google Photos, and the Adobe Suite (Adobe Firefly). Many generative AI models are also available as open-source software, including Stable Diffusion and the LLaMA language model. Smaller generative AI models with up to a few billion parameters can run on smartphones, embedded devices, and personal computers. For example, LLaMA-7B (a version with 7 billion parameters) can run on a Raspberry Pi 4 and one version of Stable Diffusion can run on an iPhone 11. Larger models with tens of billions of parameters can run on laptop or desktop computers. To achieve an acceptable speed, models of this size may require accelerators such as the GPU chips produced by NVIDIA and AMD or the Neural Engine included in Apple silicon products. For example, the 65 billion parameter version of LLaMA can be configured to run on a desktop PC. The advantages of running generative AI locally include protection of privacy and intellectual property, and avoidance of rate limiting and censorship. The subreddit r/LocalLLaMA in particular focuses on using consumer-grade gaming graphics cards through such techniques as compression.
=== Volatile acidity === While volatile acidity (VA) is usually measured in terms of acetic acid content, its sensory perception is a combination of acetic (vinegary aromas) and ethyl acetate (nail polish remover and model airplane glue aromas). High levels of VA can inhibit wine yeast and may lead to a sluggish or stuck fermentation. Several microbes can be a source for VA, including Acetobacter, Brettanomyces, and film yeast such as Candida, as well as LAB. However, while LAB usually only produce acetic acid, these other microbes often produce ethyl acetate, as well as acetic acid. Most wine-producing countries have laws regulating the amount volatile acidity permitted for wine available for sale and consumption. In the United States, the legal limit is 0.9 g/L for foreign wine exported to the United States, 1.2 g/L for white table wine, 1.4 g/L for red wine, 1.5 g/L for white dessert wine, and 1.7 g/L for red dessert wine. European Union wine regulations limit VA to 1.08 g/L for white table wines and 1.20 g/L for red table wines. Heterofermenting species of Oenococcus and Lactobacillus have the potential to produce high levels of acetic acid through the metabolism of glucose, though with most strains of O. oeni, the amount is usually only 0.1 to 0.2 g/L. Several species of Pediococcus can also produce acetic acid through other pathways. Wines starting out with a high pH levels (above 3.5) stand the greatest risk of excessive acetic acid production due to the more favorable conditions for Lactobacillus and Pediococcus species. L.
The only CK1 in Plasmodium, PfCK1 (PF3D7_1136500), presents 69% of identity with human CK1 within the kinase domain and is essential for completion of the asexual intra-erythrocytic cycle. Similar to other CK1s, also PfCK1 has multiple binding partners and thus potentially regulates multiple pathways, including those regulating transcription, translation, and protein trafficking. Finally, PfCK1 seems to be essential for parasite proliferation in erythrocytes. From the six CK1 paralogues in Leishmania donovani only two paralogs, LdBPK_351020.1 and LdBPK_351030.1 (LmCK1.2), are closely related to human CK1. The only paralog described as having a function in the host cell. LdBPK_351030.1 is active in both promastigotes and amastigotes. LmCK1.2 can be inhibited by the CK1-specific inhibitor D4476 and is important for intracellular parasite survival. So far, only few substrates for LmCK1.2 have been identified and the functions of LmCK1.2 in the parasite are poorly studied. Although LmCK1.2 is highly identic to human CK1, several small molecules have been identified to specifically target Leishmania CK1, thereby providing opportunities for new therapeutic strategies.
Spironolactone is rapidly and extensively metabolized in the liver upon oral administration and has a very short terminal half-life of 1.4 hours. The major metabolites of spironolactone are 7α-thiomethylspironolactone (7α-TMS), 6β-hydroxy-7α-thiomethylspironolactone (6β-OH-7α-TMS), and canrenone (7α-desthioacetyl-δ6-spironolactone). These metabolites have much longer elimination half-lives than spironolactone of 13.8 hours, 15.0 hours, and 16.5 hours, respectively, and are responsible for the therapeutic effects of the medication. As such, spironolactone is a prodrug. The 7α-thiomethylated metabolites of spironolactone were not known for many years and it was originally thought that canrenone was the major active metabolite of the medication, but subsequent research identified 7α-TMS as the major metabolite. Other known but more minor metabolites of spironolactone include 7α-thiospironolactone (7α-TS), which is an important intermediate to the major metabolites of spironolactone, as well as the 7α-methyl ethyl ester of spironolactone and the 6β-hydroxy-7α-methyl ethyl ester of spironolactone. Spironolactone is hydrolyzed or deacetylated at the thioester of the C7α position into 7α-TS by carboxylesterases. Following formation of 7α-TS, it is S-oxygenated by flavin-containing monooxygenases to form an electrophilic sulfenic acid metabolite. This metabolite is involved in the CYP450 inhibition of spironolactone, and also binds covalently to other proteins. 7α-TS is also S-methylated into 7α-TMS, a transformation catalyzed by thiol S-methyltransferase.
Sources: en.wikipedia.org
The transcription factor p63, which prevents epidermal stem cells from differentiating into keratinocytes. Mutations in the p63 DNA-binding domain are associated with ectrodactyly, ectodermal dysplasia, and cleft lip/palate (EEC) syndrome. The transcriptome of p63 mutant keratinocytes deviated from the normal epidermal cell identity. Vitamin A and its analogues. Epidermal growth factor. Transforming growth factor alpha. Cholera toxin.
Elagolix is taken by the oral route of administration, in contrast to other GnRH modulators. The oral bioavailability of elagolix in humans is not described in the Food and Drug Administration (FDA) label for the medication, but in animal research elagolix showed a low oral bioavailability of 5.8% in rats and 11% in monkeys. Following administration, elagolix is rapidly absorbed, with peak concentrations occurring after 0.5 to 1.5 hours. The drug accumulation ratio of elagolix at 150 mg once per day is 0.98 and at 200 mg twice per day is 0.89, indicating that it is not accumulated in the body with continuous administration. At steady state, peak levels of elagolix at 150 mg once per day are 574 ng/mL and at 200 mg twice per day are 774 ng/mL while area-under-the-curve levels of elagolix at 150 mg once per day are 1,292 ng•hour/mL and at 200 mg twice per day are 1,725 ng•hour/mL. A toxicology study found that levels of elagolix in women after a single dose of 1,200 mg were 17 times higher than in women taking 200 mg twice daily. Taking elagolix with a high-fat meal has been found to decrease its peak levels by 36% and its area-under-the-curve levels by 24%. In terms of distribution, the plasma protein binding of elagolix is 80% and its blood-to-plasma ratio is 0.6. The volume of distribution at steady state is 1,674 L at 150 mg once per day and 881 L at 200 mg twice per day. Elagolix is metabolized in the liver, with the major pathway being by CYP3A and minor pathways including by CYP2D6, CYP2C8, and UDP-glucuronosyltransferases.
15 January – Train passengers using the South West Main Line are warned to expect major disruptions after a section of the track north of Hook railway station in Hampshire collapsed due to a landslide. 16 January – At London's Southwark Crown Court, former Metropolitan Police Parliamentary and Diplomatic Protection officer David Carrick admits over 40 offences including over 20 rapes. 23 January – Salisbury Crown Court in Wiltshire convicts Lawangeen Abdulrahimzai, an Afghan who committed a double murder in Serbia before moving to the UK as an asylum seeker, by pretending to be a 14-year-old refugee, of a murder he committed in Bournemouth, Dorset, in 2022. 25 January – Lawangeen Abdulrahimzai is sentenced to life imprisonment with a minimum of 29 years for the March 2022 murder of Thomas Roberts.
In March 1916 (BR.23–BR.26), Robertson announced the results of a series of experiments that he and his assistant, Louis Adolph Ray, had conducted with the white mice — chosen as his "experimental animal" because of their "hardiness, rapid growth, smallness, and fecundity" (BR.23, p.366) — wherein the oral administration of tethelin, a "growth-controlling principle" (which they later described as "the ether-precipitable fraction of an alcoholic extract of the anterior lobe of the pituitary body"), produced precisely "the same effects on their growth" as those "which [had] accompan[ied] the [oral] administration of the whole tissue of the anterior lobe of the pituitary body" to his control group (BR.25, p.397). As Everitt (AE.2, p.63) notes — having distinguished (p.66) Robertson and Ray's "growth controlling principle" of the pituitary (BR.35) from Moon, et al.'s "growth stimulating principle" (HM.2) — it was not until the (1921) work of Herbert Evans and Joseph Long (HE.1; HE.2) that "[it was] conclusively proved that the pituitary contained a growth-stimulating hormone". Evans and Long also discovered that, whilst the oral administration of their "pituitary principle" had no effect, administration per medium of an intraperitoneal injection was effective: which led them to the conclusion that whatever the pituitary's 'active principle' might be, it was "digested in the alimentary canal".
== Early life and education == Ingram Cecil Connor III was born in Winter Haven, Florida, to Ingram Cecil Connor II, aka "Coon Dog", and Avis Snively Connor. He had one sibling, a sister. Connor II was a World War II flying ace, decorated with the Air Medal, who worked at his father-in-law's company and was a local Boy Scout official. Both parents were alcoholics and both suffered from depression; Cecil II shot and killed himself on December 23, 1958. Avis then married Robert Parsons, whose surname was adopted by Gram and his sister. Avis and Robert would have one child, Parsons's half-sister. Avis was the daughter of citrus fruit magnate John A. Snively, who held extensive properties in Winter Haven, Florida and Waycross, Georgia, where the Connors normally lived. Parsons attended The Bolles School in Jacksonville before transferring to the public Winter Haven High School; after failing his junior year there, he returned to Bolles. On his graduation day, June 5, 1965, his mother died of complications from alcoholism. Robert Parsons had been having an affair with Gram's half-sister's nanny; they married shortly after Avis's death. Gram went on to Harvard University, which he attended for one semester. At age 21, he began to receive his annual trust fund income of $30,000 ($289,671 in 2025).
Sources: en.wikipedia.org
Boli or bole is the term used for roasted plantain in Nigeria. The plantain is usually grilled and served with roasted fish, ground peanuts and a hot palm oil sauce. It is a dish native to the Yoruba people of Western Nigeria. It is popular among the working class as an inexpensive midday meal. Plantain is popular in West and Central Africa, especially Cameroon, Democratic Republic of Congo, Bénin, Ghana and Nigeria; when ripe plantain is fried, it is generally called dodo ("dough-dough"). The ripe plantain is usually sliced diagonally for a large oval shape, then fried in oil to a golden brown color. The diagonal slice maximizes the surface area, allowing the plantain to cook evenly. Fried plantain can be eaten as such, or served with stew or sauce. In Ikire, a town in Osun State in southwestern Nigeria, there is a special way of preparing fried plantain known as Dodo Ikire. This variation of Dodo (Fried Plantain) is made from overripe plantain, chopped into small pieces, sprinkled with chili pepper and then fried in boiling point palm oil until the pieces turn blackish. The fried plantains are then stuffed carefully into a plastic funnel and then pressed using a wooden pestle to compress and acquire a conical shape when removed. In Ghana, the dish is called kelewele and can be found as a snack sold by street vendors. Though sweeter and spicier variations exist, kelewele is often flavored with nutmeg, chili powder, ginger and salt.
=== Contamination === Melamine-formaldehyde resin tableware was evaluated by the Taiwan Consumers' Foundation to have 20 parts per million of free melamine that could migrate out of the plastic into acidic foods if held at 160 °F (71 °C) for two hours, such as if food were kept heated in contact with it in an oven.
Thymus is a preferred tissue for viral replication of feline immunodeficiency virus, which results in lesions and dysfunction. In 1983 scientists succeeded in cloning epithelial cell lines from the thymus of various species and began to biochemically and biologically characterize these thymus derived regulatory factors. A protein with a molecular weight of about 50,000 daltons was subsequently described and shown to augment the immune responses of both immature and mature T-cells. This protein came to be known as lymphocyte T-cell immunomodulator.
Metandienone, also known as methandienone or methandrostenolone and sold under the brand name Dianabol (D-Bol) among others, is an androgen and anabolic steroid (AAS) medication which is mostly no longer prescribed. It is also used non-medically for physique- and performance-enhancing purposes. It is often taken by mouth. Side effects of metandienone include symptoms of masculinization like acne, increased hair growth, voice changes, and increased sexual desire, estrogenic effects like fluid retention and breast enlargement, and liver damage. The drug is an agonist of the androgen receptor (AR), the biological target of androgens like testosterone and dihydrotestosterone (DHT), and has strong anabolic effects and moderate androgenic effects. It also has moderate estrogenic effects. Metandienone was originally developed in 1955 by CIBA and marketed in Germany and the United States. As the CIBA product Dianabol, metandienone quickly became the first widely used AAS among professional and amateur athletes, and remains the most common orally active AAS for non-medical use. It is currently a controlled substance in the United States and United Kingdom and remains popular among bodybuilders. Metandienone is readily available without a prescription in certain countries such as Mexico, and is also manufactured in some Asian countries.
Sources: en.wikipedia.org
It is a set of checks performed before or during an HPLC run to confirm the system works as expected. Parameters may include resolution, tailing factor, theoretical plates, and retention time precision. Failure can trigger maintenance, method adjustment, or repeat analysis.
Validation follows a planned protocol that tests accuracy, precision, specificity, linearity, range, detection limits, quantitation limits, and robustness. Results are compared against predefined acceptance criteria. The validation report supports regulatory filing or routine use.
Revalidation may be needed after changes to column chemistry, mobile phase, detection, sample preparation, or instrument type. It can also follow a pattern of out-of-specification results. The scope depends on whether the change affects method performance.
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.