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 2026-06-06 and is reviewed periodically as new material appears.
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 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.
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.
| Property | Value | Notes |
|---|---|---|
| Accuracy | Closeness to true value | Often assessed by recovery of spiked samples |
| Precision | Agreement among repeated measurements | Often reported as relative standard deviation |
| Specificity | Ability to measure analyte without interference | Must separate analyte from impurities and matrix |
| Linearity | Proportional detector response | Evaluated across a defined concentration range |
| Robustness | Resistance to small method changes | Tests flow rate, pH, temperature, and mobile phase composition |
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.
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.
The reaction proceeds in three oxidations, each catalysed by the enzyme, which is a cytochrome P450 protein containing heme, isolated from Artemisia annua. It requires a partner cytochrome P450 reductase for functional expression. This uses nicotinamide adenine dinucleotide phosphate. The product is used by the plant in the biosynthesis of artemisinin.
As of 2019, the pathophysiology is largely not understood, although it is increasingly becoming accepted that calcium dysregulation plays a role. Calpain 3 is unique from other calpain proteases in that it is relatively specific to muscle. Calpain 3 is both a protease and a structural protein. As a protease, it cleaves proteins of the sarcomere and cytoskeleton, designating them to be degraded by proteasomes, a part of muscle remodeling. The structural role of calpain 3 is stabilization of the triad protein complexes. A triad protein complex plays a role converting electrical excitation into calcium release, and it is composed of two calcium channels, the ryanodine receptor (RYR1), and the dihydropyridine receptor (DHPR). With calpain 3 mutation, proteins typically found at the triad are reduced, including CaMKII (Ca2+/calmodulin-dependent protein kinase II). Decreased CaMKII activity impairs induction of slow oxidative gene expression, which in turn impairs genes involving the mitochondria and lipid metabolism.
== Early life and education == Gabe Logan Newell was born on November 3, 1962, at Aspen Valley Hospital in Aspen, Colorado, as the son of Donald Newell. He attended Davis Senior High School in Davis, California. He began computer programming in high school, at a time when programming was not an established career path, and imagined he would become a doctor. He worked as a paperboy, and later a telegram messenger for Western Union. In 1980, Newell enrolled at Harvard University to study programming.
Sources: en.wikipedia.org
XCMS Online is a cloud version of the original eXtensible Computational Mass Spectrometry (XCMS) technology (a bioinformatics software designed for statistical analysis of mass spectrometry data), created by the Siuzdak Lab at Scripps Research. XCMS introduced the concept of nonlinear retention time alignment that allowed for the statistical assessment of the detected peaks across LCMS and GCMS datasets. XCMS Online was designed to facilitate XCMS analyses through a cloud portal and as a more straightforward (non command driven) way to analyze, visualize and share untargeted metabolomic data. Further to this, the combination of XCMS and METLIN with 960,000 authentic standards, allows for the identification of known molecules using METLIN's tandem mass spectrometry data, and enables the identification of unknown (uncharacterized molecules) via similarity searching of tandem mass spectrometry data. XCMS Online has also become a systems biology tool for integrating different omic data sets. As of January 2021, the XCMSOnline - METLIN platform has over 44,000 registered users. XCMS - METLIN was recognized in 2023 as the year's top analytical innovation. XCMS Online works by comparing groups of raw or preprocessed metabolomic data to discover metabolites using methods such as nonlinear retention time alignment and feature detection & matching. Once analysis is complete the data can be viewed several different ways including via bubble plots, heat maps, chromatograms, and box plots. In addition, XCMS Online is integrated with METLIN, a large metabolite database.
In Lao cuisine, Lao coriander is used extensively in traditional Lao dishes such as 'mok pa' (steamed fish in banana leaf) and several coconut milk curries that contain fish or prawns. In China dill is called colloquially, 'huíxiāng' (茴香, perfume of Hui people), or more properly 'shíluó' (莳萝/蒔蘿). It is a common filling in 'baozi', 'jiaozi' and 'xianbing' and may be used as vegetarian with rice vermicelli, or combined with either meat or eggs. Vegetarian dill baozi are a common part of a Beijing breakfast. In baozi and xianbing, it often is interchangeable with non-bulbing fennel and the term 茴香 also may refer to fennel, similarly to caraway and coriander leaf, sharing a name in Chinese as well. Dill also may be stir fried as a potherb, often with egg, in the same manner as Chinese chives. In Northern China, Beijing, Inner-Mongolia, Ningxia, Gansu, and Xinjiang, dill seeds commonly are called 'zīrán' (孜然), but also 'kūmíng' (枯茗), 'kūmíngzi' (枯茗子), 'shíluózi' (莳萝子/蒔蘿子), 'xiǎohuíxiāngzi' (小茴香子) and are used with pepper for lamb meat. In the whole of China, 'yángchuàn' (羊串) or 'yángròu chuàn' (羊肉串), lamb brochette, a speciality from Uyghurs, uses cumin and pepper. In Cantonese-speaking regions such as Hong Kong and Macau, the leaves are more colloquially known as 刁草 (diu1 cou2), a partial calque of the English 'dillweed'; 'dill' transliterated into the otherwise unrelated 刁 diu1 and 'weed' translated as 草 cou2. In Taiwan, it is also commonly used as a filling in steamed buns (baozi) and dumplings (jiaozi). In Vietnam, the use of dill in cooking is regional.
Drostanolone propionate, or drostanolone 17β-propionate, is a synthetic androstane steroid and a derivative of DHT. It is the C17β propionate (propanoate) ester of drostanolone, which itself is 2α-methyl-4,5α-dihydrotestosterone (2α-methyl-DHT) or 2α-methyl-5α-androstan-17β-ol-3-one.
The reason is simple: no recognition, no normalisation. Just boycott, divestment and sanctions, until the apartheid state is defeated. I never debate with Israelis nor speak to their media. If they want to speak about Palestine – the address is the PLO. Galloway later said on his Twitter feed that he had been "misled", writing that "Christ Church never informed us that the debate would be with an Israeli. Simple." The organiser, Mahmood Naji, denied Galloway's allegations in an open letter, explaining: "At no point during my email exchange with Mr Galloway's secretary was Eylon's nationality ever brought up or mentioned ... nor do I expect to have to tell the speaker what his opponent's nationality is." Galloway's behaviour was criticised by Julian Huppert, the Liberal Democrat MP for Cambridge, and The Times. The Palestinian Boycott, Divestment and Sanctions (BDS) National Committee subsequently released a statement indicating that, while it does support a "boycott of Israel", the campaign rejects boycotting an individual "because she or he happens to be Israeli or because they express certain views." In a debate at The Oxford Union the following October, Galloway compared the support of debating Israeli Zionists with that of supporting South African apartheid. Referring indirectly to his encounter with Aslan-Levy, Galloway said that he had worked with Jewish anti-apartheid activists in South Africa, adding "So Jews don't have to be on the side of apartheid".
Sources: en.wikipedia.org
Keller tasks Cross and Green with activating this set of prototype equipment, a displacement beacon, which through the satellite may be able to seal the dimensional rift. However, after activating the beacon, both characters are caught up in a "harmonic reflux", a distortion caused by the rift. Despite this, Cross and Green are able to return safely and Keller congratulates them on their success. An unlockable bonus level, Xen Attacks, provides background information that explains how the orange crystals used by the rift-sealing machine in Half-Life: Decay are acquired and used by the Nihilanth during the final boss battle in Half-Life. In the level, two player-controlled vortigaunts battle through Marines and Black Ops in the underground Black Mesa complex to find the orange crystals in the back of a military van. After the crystals are recovered, the screen fades to black and the mission is declared a success; it is presumed that the Nihilanth warps the vortigaunts back to Xen and installs the crystals in his cave.
It requires the smallest sample size (typically ~200 ng) relative to other methods and has a high precision of 1~5 ‰. But this method is relatively slow and limited to the samples which can be applied in GC system.
=== Mitochondrial Ca2+ uniporter (MCU) === The mitochondrial calcium uniporter (MCU) is a protein complex located in the inner mitochondrial matrix that functions to take up calcium ions (Ca2+) into the matrix from the cytoplasm. The transport of calcium ions is specifically used in cellular function for regulating energy production in the mitochondria, cytosolic calcium signaling, and cell death. The uniporter becomes activated when cytoplasmic levels of calcium rise above 1 uM. The MCU complex comprises 4 parts: the port-forming subunits, regulatory subunits MICU1 and MICU2, and an auxiliary subunit, EMRE. These subunits work together to regulate the uptake of calcium in the mitochondria. Specifically, the EMRE subunit functions for the transport of calcium, and the MICU subunit functions in tightly regulating the activity of MCU to prevent the overload of calcium concentrations in the cytoplasm. Calcium is fundamental for signaling pathways in cells, as well as for cell death pathways. The function of the mitochondrial uniporter is critical for maintaining cellular homeostasis. The MICU1 and MICU2 subunits are a heterodimer connected by a disulfide bridge. When there are high levels of cytoplasmic calcium, the MICU1-MICU2 heterodimer undergoes a conformational change. The heterodimer subunits have cooperative activation, which means Ca2+ binding to one MICU subunit in the heterodimer induces a conformational change on the other MICU subunits. The uptake of calcium is balanced by the sodium-calcium exchanger.
=== Use of blockhouses === The British were forced to revise their tactics. They concentrated on restricting the freedom of movement of the Boer commandos and depriving them of local support. The railway lines had provided vital lines of communication and supply, and as the British had advanced across South Africa, they had used armoured trains and established fortified blockhouses at key points along most lines. They built additional blockhouses (each housing between six to eight soldiers under a non-commissioned officer) at bridges and beside major roads connecting rural towns, and fortified these to protect supply routes against Boer raiders. Eventually over 8,000 such blockhouses were built across the republics, radiating from the larger towns along principal roads and railways. Each blockhouse cost £800-£1,000 and took three months to build. Despite this, they proved effective; not one bridge or any section of railway line at which an occupied blockhouse was blown up. The blockhouse system required many troops to garrison. Well over 50,000 British troops, or 50 battalions, were involved in blockhouse duty, greater than the approximately 30,000 Boers in the field during the guerrilla phase. In addition, up to 16,000 local Africans were used as armed guards and to patrol the line at night. The Army linked the blockhouses with barbed wire fences to parcel up the wide veld into smaller areas.
== History == From the time of Hippocrates it has been known that bone has considerable potential for regeneration and repair. Nicholas Senn, a surgeon at Rush Medical College in Chicago, described the utility of antiseptic decalcified bone implants in the treatment of osteomyelitis and certain bone deformities. Pierre Lacroix proposed that there might be a hypothetical substance, osteogenin, that might initiate bone growth. The biological basis of bone morphogenesis was shown by Marshall R. Urist. Urist made the key discovery that demineralized, lyophilized segments of bone induced new bone formation when implanted in muscle pouches in rabbits. This discovery was published in 1965 by Urist in Science. Urist proposed the name "Bone Morphogenetic Protein" in the scientific literature in the Journal of Dental Research in 1971. Bone induction is a sequential multistep cascade. The key steps in this cascade are chemotaxis, mitosis, and differentiation. Early studies by Hari Reddi unraveled the sequence of events involved in bone-matrix-induced bone morphogenesis. On the basis of the above work, it seemed likely that morphogens were present in the bone matrix. Using a battery of bioassays for bone formation, a systematic study was undertaken to isolate and purify putative bone morphogenetic proteins. A major stumbling block to purification was the insolubility of demineralized bone matrix. To overcome this hurdle, Hari Reddi and Kuber Sampath used dissociative extractants, such as 4M guanidine HCL, 8M urea, or 1% SDS.
Sources: en.wikipedia.org
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.
Validation demonstrates that a method produces reliable results for a defined purpose. It documents performance limits and acceptance criteria. Regulated industries require validation before routine testing of products or samples.
Retention time shifts can arise from changes in mobile phase composition, pH, temperature, column age, or flow rate. Contamination or worn seals may also alter pressure and delivery. Systematic checks of these factors help identify the cause.
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.