If you have been reading about accuracy and want a single page that covers the useful parts, this is it: definitions, context, how it is studied, and the questions that come up repeatedly.
Last reviewed on 2025-10-25. Where a claim depends on a specific study, the study is described rather than over-claimed.
System suitability testing is performed before and during analytical runs to confirm that the instrument and method are working as expected. Common checks include retention time, peak area, resolution between critical pairs, tailing factor, and theoretical plate count. Results are compared with predefined limits, and a failed check requires investigation before sample results are reported. Quality control samples at low, middle, and high concentrations are injected at intervals to monitor accuracy and precision. Blank injections detect carryover and contamination, while control charts track performance over time.
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.
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.
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.
| Property | Value | Notes |
|---|---|---|
| Validation parameter | Accuracy | Measured value compared with true or accepted value |
| Precision type | Repeatability | Same analyst, instrument, and short time interval |
| Linearity range | 50–150% of target concentration | Common for assay methods; method-dependent |
| Limit of quantitation | Signal-to-noise ratio of 10:1 | Lowest concentration with acceptable precision |
| Common synonyms | Method validation, analytical validation | Documented confirmation that a method is suitable |
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.
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.
Method validation establishes that an HPLC procedure is suitable for its intended purpose. Typical parameters include accuracy, precision, specificity, linearity, range, limit of detection, limit of quantitation, robustness, and solution stability. Accuracy reflects closeness to a reference value, while precision reflects agreement among repeated measurements. Specificity shows whether the method can measure the analyte without interference from matrix components. Validation is documented through protocols and reports, and the required extent depends on the method's use and regulatory context.
Routine quality control uses system suitability, blank injections, check standards, and control samples to detect drift or contamination. System suitability criteria may specify minimum resolution, maximum tailing factor, and a permitted range for repeated injections. Blank injections reveal carryover or solvent contamination, while check standards confirm calibration accuracy over a batch. Control samples with known analyte levels can show whether results remain within statistical limits. When a control result falls outside limits, the analyst investigates the cause and may invalidate affected results before repeating the batch.
Documentation and traceability are central to regulated HPLC testing. Records typically include instrument logs, column history, mobile-phase preparation, sample preparation, injection sequences, raw chromatograms, and audit trails. Electronic systems may require user access controls, time-stamped changes, and backup procedures. Training records show that analysts are qualified for assigned methods. Audits and inspections check whether written procedures match actual practice and whether deviations are documented. These controls support reproducibility and allow results to be reconstructed if questions arise later.
Validation establishes that a method is suitable for its intended purpose. Typical parameters include accuracy, precision, specificity, linearity, range, limit of detection, limit of quantification, robustness, and stability of standards and samples. Acceptance criteria are defined in advance, and results are documented in a validation report. Regulatory guidance for pharmaceuticals, foods, and environmental testing differs, so the applicable framework must be identified. Ongoing verification uses control samples and trend charts after validation. Method transfer to another laboratory may require partial revalidation.
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.
=== Differentiation from other species === Joshi et al. have used fluorescent microscopy and gas chromatography to distinguish the species, while Lederer et al. employed thin layer chromatography with HPLC-MS/MS.
Protriptyline acts by decreasing the reuptake of norepinephrine and to a lesser extent serotonin (5-HT) in the brain. Its affinity for the human norepinephrine transporter (NET) is 1.41 nM, 19.6 nM for the serotonin transporter and 2,100 nM for the dopamine transporter. TCAs act to change the balance of naturally occurring chemicals in the brain that regulate the transmission of nerve impulses between cells. Protriptyline increases the concentration of norepinephrine and serotonin (both chemicals that stimulate nerve cells) and, to a lesser extent, blocks the action of another brain chemical, acetylcholine. The therapeutic effects of protriptyline, like other antidepressants, appear slowly. Maximum benefit is often not evident for at least two weeks after starting the drug. Protriptyline is a TCA. It was thought that TCAs work by inhibiting the reuptake of the neurotransmitters norepinephrine and serotonin by neurons. However, this response occurs immediately, yet mood does not lift for around two weeks. It is now thought that changes occur in receptor sensitivity in the cerebral cortex and hippocampus. The hippocampus is part of the limbic system, a part of the brain involved in emotions. TCAs are also known as effective analgesics for different types of pain, especially neuropathic or neuralgic pain. A precise mechanism for their analgesic action is unknown, but it is thought that they modulate anti-pain opioid systems in the central nervous system via an indirect serotonergic route.
The Analytical Information Markup Language (AnIML) is an open ASTM XML standard for storing and sharing analytical chemistry and biological data. A main reason of using AnIML is that FAIR data (Findable, Accessible, Interoperable and Reusable) standards are automatically implemented. As AnIML's structure is human-readable, Accessibility is given. Interoperability, Reusability and Findability are secured by the AnIML Core and AnIML Technique Definitions. AnIML has been continuously worked on starting from 2003 up to 2020. The last AnIML Core Version update happened in 2010. So far, no standardisation document nor public example files have been published. The standard exists only in pre-release form. AnIML is a XML standard which consists of two logical layers:
Sources: en.wikipedia.org
Some mycoviruses also contain toxin genes expressed by host fungal species upon viral infection. While these toxins are classified as mycotoxins, the role of mycoviruses is also of interest to researchers in terms of fungal virulence. Examples include the mycoviruses ScV-M1, ScV-M2, and ScV-M28 in the Totiviridae family that contain "killer toxin" genes K1, K2, and K3, respectively. These "killer toxins" are produced by yeast, namely of the Saccharomyces cerevisiae species, that destroy neighboring yeast cells. Recently, researchers discovered that it is only the yeasts infected with either ScV-M1, ScV-M2, or ScV-M28 mycoviruses that have the ability to produce a "killer toxin".
Giochi per il mio computer called the first episode professional product and an extremely compelling horror adventure. PCZeta said They Hunger has masterful use of lighting, creepy sound effects and ingenious level design. PC Player said They Hunger is the most acclaimed single-player Half-Life mod among the fan community. CNET Gamecenter placed it on its list of top 10 Half-Life mods, writing: "They Hunger is the best horror-themed first-person shooter since the original Blood." Planet Half-Life wrote about the first episode in 2000: "In short, the dark atmosphere is there, the weapon balance is right on, and the immersion is near-total." In 2006, they wrote: "Its sweet blend of ambience, satisfyingly intense close-quarters zombie combat (or SICQZC for short), and slick manner of horror panache make it a must-download." MegaGame noted the second episode as an excellent sequel to a remarkable game. .NetGamer called the map design and gameplay of They Hunger 2 spectacular and said it's a must-have for every Half-Life fan. GameSpot noted They Hunger 2 as Manke's current magnum opus. Level liked the second episode more than the first one. They said it's longer and more visually appealing. The levels were noted as very well crafted. Planet Half-Life said the second episode has "a tangibly different feel" and more emphasis on gunplay.
== Comparison == The following table compares some common anti-diabetic agents, generalizing classes, although there may be substantial variation in individual drugs of each class. When the table makes a comparison such as "lower risk" or "more convenient" the comparison is with the other drugs on the table.
He was arrested and pleaded not guilty to all charges. His trial opened in April 2023. The Specialist Prosecutor's Office sought a sentence of 45 years imprisonment for war crimes and persecution of Serb and Roma minorities. In September 2026, he was convicted and sentenced to 25 years in prison for war crimes including the murder of 96 people and the torture of 303 people. The Trial Panel found Thaçi not guilty of crimes against humanity. There have been controversies regarding Thaçi's role in the KLA and allegations about him being involved in organized crime.
Sources: en.wikipedia.org
These are usually hydroxyapatite- or tricalcium phosphate-based granules formed into a coralline or trabecular structure to mimic the structure of cancellous bone. They act solely as an osteoconductive matrix. Some manufacturers have recently begun supplying these products with soluble bone-forming factors such as bone morphogenetic protein to attempt to create a synthetic product with osteoinductive properties. Titanium alloy implants (plates and screws) can be attached to the two bones to hold them together in a position which favors bone growth. A combination of the above methods is also commonly employed to facilitate bony fusion. At the completion of surgery and healing, which takes place over a period of several weeks to over a year, the two adjoining bones are fused and no motion takes place between them. This can have the effect of strengthening the bones, as in anterior cervical fusion.
1 November The Foreign Office reports that the departure of British nationals from Gaza will likely take place "in stages over the coming days." The BBC reports that 200 are believed to be in the region. The 2023 AI Safety Summit takes place at Bletchley Park. The UK government announces a "world first agreement" between 28 countries on how to manage the riskiest forms of AI. Gail Bradbrook, a co-founder of Extinction Rebellion, is convicted of causing £27,000 of damage to the Department for Transport at a demonstration in 2019. Figures published by Nationwide Building Society indicate a 0.9% rise in house prices in October, the largest for a year, which Nationwide says was likely due to demand being greater than availability of properties for sale. The 2024 British Soap Awards are cancelled for an undisclosed reason. Storm Ciarán hits Great Britain, bringing winds of up to 100 mph and widespread disruption. 2 November The Bank of England keeps interest rates unchanged at 5.25% for a second consecutive month. The Beatles release "Now and Then", likely the band's last ever song, featuring restored vocals by John Lennon (1940–1980), as well as guitar tracks by George Harrison (1943–2001), based on a home demo recorded by Lennon in the late 1970s. The sale of tickets for the 2024 Glastonbury Festival is delayed for two weeks "out of fairness" to customers who did not realise their registration had expired. 3 November Jordan McSweeney, the killer of Zara Aleena, wins a Court of Appeal challenge to have his minimum sentence of 38 years reduced to a minimum of 33 years.
=== 1880s === 1880: Self-taught German chemist Agnes Pockels began investigating surface tension, becoming a pioneering figure in the field of surface science. The measurement equipment she developed provided the basic foundation for modern quantitative analyses of surface films. 1880: Norwegian zoologist and malacologist Birgitte Esmark's publication on mollusks becomes the first time in Norway that a woman had a scientific work published. 1881: Italian scientists Evangelina Bottero and Carolina Magistrelli became the first women to achieve doctoral degrees in science in unified Italy. 1883: American ethnologist Erminnie A. Smith, the first female field ethnographer, published her collection of Iroquois legends Myths of the Iroquois. 1884: English zoologist Alice Johnson's paper on newt embryos became the first paper authored by a woman to appear in the Proceedings of the Royal Society. 1885: British naturalist Marian Farquharson became the first female Fellow of the Royal Microscopical Society. 1886: American botanist Emily Lovira Gregory became the first female member of the American Society of Naturalists. 1887: Rachel Lloyd became the first American woman to receive a PhD in chemistry, completing her research at the Swiss University of Zurich. 1888: Russian scientist Sofia Kovalevskaya discovered the Kovalevskaya top, one of a brief list of known rigid body motion examples that are tractable by manipulating equations by hand. 1888: Scottish astronomer Williamina Fleming discovered the Horsehead Nebula on a telescope-photogrammetry plate.
Sources: en.wikipedia.org
System suitability is a set of checks that confirm the instrument and method perform within limits before sample analysis. It typically includes resolution, tailing factor, retention time, and peak area reproducibility. If a check fails, the run is invalidated until the cause is resolved.
QC samples are usually injected at the beginning, at intervals during the run, and at the end. The exact frequency depends on the method, sample count, and regulatory requirements. Results outside acceptance limits can require rejection of the affected samples and investigation.
Method validation demonstrates that an HPLC procedure produces reliable results for its intended purpose. It provides documented evidence for accuracy, precision, specificity, and other performance characteristics. Regulators and quality systems require validation before a method is used for release or stability testing.
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.