precision 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 2026-03-29 and is reviewed periodically as new material appears.
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.
Method validation evaluates accuracy, precision, specificity, linearity, range, detection limit, quantitation limit, and robustness. Regulatory guidance for pharmaceuticals, foods, and environmental testing defines expected documentation and acceptance criteria. Verification confirms that a validated method works in a specific laboratory with its own instruments and reagents. Calibration curves use reference standards with known purity and traceability, while measurement uncertainty is estimated from validation data, control charts, and collaborative studies. The scope of validation depends on the method's intended use.
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.
| 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 |
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.
Instrumentation includes a solvent delivery system, an autosampler, a column oven, and one or more detectors. Reversed-phase columns with chemically modified silica are widely used, but normal-phase, ion-exchange, size-exclusion, and affinity modes exist for specific separations. Detectors may rely on ultraviolet absorbance, fluorescence, refractive index, or mass spectrometry. Column temperature, mobile phase composition, and flow rate are adjusted to improve resolution. System pressure is monitored because rising pressure can indicate column blockage or deteriorating packing.
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.
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.
In the late 1970s and, particularly, during the early 1980s under U.S. President Ronald Reagan, the United States renewed its commitment to a more powerful military, which required a large increase in spending on U.S. military programs. These programs, which were originally part of the defense budget of U.S. President Jimmy Carter, included spending on conventional and nuclear weapons systems. Under Reagan, defensive systems like the Strategic Defense Initiative were emphasized as well. Another major shift in nuclear doctrine was the development and the improvement of the submarine-launched, nuclear-armed, ballistic missile, or SLBM. It was hailed by many military theorists as a weapon that would make nuclear war less likely. SLBMs—which can move with "stealth" (greatly lessened detectability) virtually anywhere in the world—give a nation a "second strike" capability (i.e., after absorbing a "first strike"). Before the advent of the SLBM, thinkers feared that a nation might be tempted to initiate a first strike if it felt confident that such a strike would incapacitate the nuclear arsenal of its enemy, making retaliation impossible. With the advent of SLBMs, no nation could be certain that a first strike would incapacitate its enemy's entire nuclear arsenal. To the contrary, it would have to fear a near-certain retaliatory second strike from SLBMs. Thus, a first strike was a much less feasible (or desirable) option, and a deliberately initiated nuclear war was thought to be less likely to start.
He has received 17 honorary degrees from institutions including Johns Hopkins and Yale University. In 1987 Hood shared the Albert Lasker Award for Basic Medical Research with Philip Leder and Susumu Tonegawa for studies of the mechanism of immune diversity. He subsequently was awarded the Dickson Prize in 1988. In 1987, Hood also received the Golden Plate Award of the American Academy of Achievement. He won the 2002 Kyoto Prize for Advanced Technology for developing automated technologies for analyzing proteins and genes; the 2003 Lemelson-MIT Prize for Innovation and Invention for inventing "four instruments that have unlocked much of the mystery of human biology" by helping decode the genome; the 2004 Biotechnology Heritage Award; the 2004 Association for Molecular Pathology Award for Excellence in Molecular Diagnostics the 2006 Heinz Award in Technology, the Economy and Employment, for breakthroughs in biomedical science on the genetic level; inclusion in the 2007 Inventors Hall of Fame for the automated DNA sequencer; the 2008 Pittcon Heritage Award for helping to transform the biotechnology industry; and the 2010 Kistler Prize for contributions to genetics that have increased knowledge of the human genome and its relationship to society. Leroy Hood won the 2011 Fritz J. and Dolores H.
In organic chemistry, a nitrile is any organic compound that has a −C≡N functional group. The name of the compound is composed of a base, which includes the carbon of the −C≡N, suffixed with "nitrile", so for example CH3CH2C≡N is called "propionitrile" (or propanenitrile). The prefix cyano- is used interchangeably with the term nitrile in industrial literature. Nitriles are found in many useful compounds, including methyl cyanoacrylate, used in super glue, and nitrile rubber, a nitrile-containing polymer used in latex-free laboratory and medical gloves. Nitrile rubber is also widely used as automotive and other seals since it is resistant to fuels and oils. Organic compounds containing multiple nitrile groups are known as cyanocarbons. For the organic compounds of the form R−N+≡C− instead of R−C≡N, they are referred to as isonitriles, or isocyanides. Inorganic compounds containing the −C≡N group are not called nitriles, but cyanides instead. Though both nitriles and cyanides can be derived from cyanide salts, most nitriles are not nearly as toxic.
== Classification of amines == Amines can be classified according to the nature and number of substituents on nitrogen. Aliphatic amines contain only H and alkyl substituents. Aromatic amines have the nitrogen atom connected to an aromatic ring.
Sources: en.wikipedia.org
== History == In 1832, H.A.L. Wiggers discovered trehalose in an ergot of rye, and in 1859 Marcellin Berthelot isolated it from Trehala manna, a substance made by weevils and named it trehalose. Trehalose has long been known as an autophagy inducer that acts independently of mTOR. In 2017, research was published showing that trehalose induces autophagy by activating TFEB, a protein that acts as a master regulator of the autophagy-lysosome pathway.
== Risk factors == There is limited research on LADA and its etiology. As with both T1D and T2D, the risk of developing LADA depends on both genetic and environmental factors. Genetic risk factors for LADA are similar to T1D, e.g. it is affected by the HLA complex, but also genetic variants associated with T2D have been identified in LADA. LADA has several lifestyle risk factors in common with T2D, such as obesity, physical inactivity, smoking and consumption of sweetened beverages, all of which are linked to insulin resistance. Obesity has been shown to increase the risk of LADA in several studies, and one study showed that the risk was particularly high in combination with having diabetes in the family. Less physical activity increases the risk of developing LADA. A Swedish study showed that low birth weight, in addition to increasing the risk of T2D, increases the risk of LADA. Although smoking has been shown to increase the risk of T2D and coffee consumption to decrease it, the results regarding these products and LADA are unclear. However, results from two studies based on the same population seem to indicate that coffee consumption increases the risk of LADA. Sweetened beverages and processed red meat have been shown to increase the risk of LADA, while consumption of fatty fish has been shown to have a protective effect.
Architecture of the nucleus – Interaction of actin with alpha II-spectrin and other proteins are important for maintaining proper shape of the nucleus. Transcription – Actin is involved in chromatin reorganization, transcription initiation and interaction with the transcription complex. Actin takes part in the regulation of chromatin structure, interacting with RNA polymerase I, II and III. In Pol I transcription, actin and myosin (MYO1C, which binds DNA) act as a molecular motor. For Pol II transcription, β-actin is needed for the formation of the preinitiation complex. Pol III contains β-actin as a subunit. Actin can also be a component of chromatin remodelling complexes as well as pre-mRNP particles (that is, precursor messenger RNA bundled in proteins), and is involved in nuclear export of RNAs and proteins. Regulation of gene activity – Actin binds to the regulatory regions of different kinds of genes. Actin's ability to regulate gene activity is used in the molecular reprogramming method, which allows differentiated cells return to their embryonic state. Translocation of the activated chromosome fragment from under membrane region to euchromatin where transcription starts. This movement requires the interaction of actin and myosin. Integration of different cellular compartments. Actin is a molecule that integrates cytoplasmic and nuclear signal transduction pathways. An example is the activation of transcription in response to serum stimulation of cells in vitro.
Sources: en.wikipedia.org
== Indication == Opiates with opioid activity are mainly used for pain management with the premise that there will be benefits for both pain & function that will outweigh the risks to the patient. Another indication is symptomatic relief of shortage of breath, both in the acute setting (for example, pulmonary edema) and in terminally ill patients. In spite of scarce, often conflicting, evidence, at times studies showing no benefit at all, opioids such as codeine, hydrocodone, and hydromorphone have been traditionally used for treatment of acute viral cough (aka "acute bronchitis"), cough due to COPD exacerbation, chronic post-viral cough, chronic idiopathic cough, and cough from other causes. Given the abuse potential, the frequent GI side effects, and several studies showing no discernable benefit, recommendations are against use of opioids for cough in children. In spite of widespread use, the science supporting use of opioids for cough in adults is most notable for the small sample size, poor study design, and inconclusive results which suggest that there may be a small reduction in the amount of coughing when it is precisely measured. Actual evidence of patient-oriented outcomes, e.g. do the patients feel any better than when given a placebo, is elusive. The use of codeine as the "gold-standard" for which other drugs can be compared has been called into question, as showing that a drug is as good as, or at least not worse than, a drug with no benefit and only noxious side effects and a potential for abuse leaves much to be desired.
In June 2020, HHS announced an unusual agreement with Gilead in which HHS agreed to Gilead's wholesale acquisition price, HHS would continue to work together with state governments and drug wholesaler AmerisourceBergen to allocate shipments of remdesivir vials to American hospitals through the end of September 2020, and in exchange, during that three-month timeframe (July, August, and September), American patients would be allocated over 90% of Gilead's projected remdesivir output of more than 500,000 treatment courses. Absent from these announcements was any discussion of allocation of remdesivir production to the approximately 70 countries omitted from Gilead's generic drug licensing agreements—including much of Europe and countries as populous as Brazil, China, and Mexico—or the 127 countries listed on those agreements (during the time it will take for Gilead's generic licensees to ramp up their own production). As the implications of this began to sink in, several countries publicly confirmed the next day that they already had adequate supplies of remdesivir to cover current needs, including Australia, Germany, and the United Kingdom. In August 2020, the FDA broadened the Emergency Use Authorization (EUA) for remdesivir to include all hospitalized patients with suspected or laboratory-confirmed COVID‑19, irrespective of the severity of their disease. The Fact Sheet was updated to reflect the new guidance.
=== Regulatory gaps and the absence of statutory safeguards === A central criticism of UK AI policy is that its light-touch, pro-innovation regulatory stance leaves the public inadequately protected from AI-related harms. The Ada Lovelace Institute, an independent research body, has argued that the UK "lacks a comprehensive legal framework to govern AI systems" and that many harmful AI capabilities "arise during the design and development of AI systems — where few rules apply and few regulators have oversight". The Institute has called for a statutory AI Bill that mandates pre-deployment testing for general-purpose AI systems, empowers regulators to withdraw unsafe models from the UK market, and requires developers to disclose known risks, environmental impacts, and mitigation measures. Research published by the Ada Lovelace Institute in December 2025, based on a nationally representative poll, found that 89% of the UK public support the establishment of an independent regulator for AI equipped with enforcement powers, and that 91% believe it is important that AI systems are developed and used in ways that treat people fairly. Critically, 84% of respondents feared that the government would prioritise its partnerships with large technology companies over the public interest when regulating AI. The Institute's UK Public Policy Lead, Nuala Polo, stated: "Our research is clear: there is a major misalignment between what the UK public want and what the government is offering in terms of AI regulation."
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.
System suitability is typically performed before each batch or according to the validated method and laboratory procedure. Some long runs include periodic checks during analysis. The required frequency depends on regulatory expectations and method performance.