If you have been reading about precision 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 2026-02-03. 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. 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.
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.
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.
| Property | Value | Notes |
|---|---|---|
| Validation parameter | Accuracy | Closeness to a reference value. |
| Validation parameter | Precision | Repeatability or intermediate precision. |
| Validation parameter | Linearity | Proportional response across a range. |
| System suitability check | Resolution | Separation between adjacent peaks. |
| Quality control tool | Control chart | Tracks results over time for trends. |
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.
High-performance liquid chromatography testing separates components of a liquid sample by forcing a mobile phase through a packed column. The stationary phase inside the column interacts with analytes to different degrees, so each compound exits at a characteristic retention time. A pump delivers solvent at controlled flow and pressure, while an injector introduces a precise sample volume. Detectors such as ultraviolet-visible, fluorescence, refractive index, or mass spectrometric instruments record the separated bands. The resulting chromatogram provides qualitative and quantitative information about the mixture.
Separation modes differ by the chemistry of the stationary phase and the composition of the mobile phase. Reversed-phase testing uses a nonpolar column and polar solvents, making it common for pharmaceutical, environmental, and food analytes. Normal-phase testing uses a polar column and nonpolar solvents for compounds that are poorly retained in reversed-phase systems. Ion-exchange and ion-pair methods separate charged species, while size-exclusion methods sort molecules by hydrodynamic volume. Gradient elution changes solvent strength over time to resolve complex mixtures, and isocratic elution holds solvent composition constant for simpler assays.
DART can be used for the analysis of solid, liquid or gaseous samples. Liquids are typically analyzed by dipping an object (such as a glass rod) into the liquid sample and then presenting it to the DART ion source. Vapors are introduced directly into the DART gas stream.
=== Pharmacodynamics === Myristicin interferes with multiple signaling pathways and enzyme processes in the body. It is known to be a weak inhibitor of monoamine oxidase (MAO), an enzyme in humans that metabolizes neurotransmitters (for example, serotonin, dopamine, epinephrine, and norepinephrine). It lacks the basic nitrogen atom that is typical of monoamine oxidase inhibitors (MAOIs), potentially explaining a weaker inhibitory effect. While smaller concentrations of MAOIs may not cause problems, there are additional warnings regarding drug interactions. Those taking antidepressants that are MAOIs (such as phenelzine, isocarboxazid, tranylcypromine or selegiline) or taking selective serotonin reuptake inhibiting (SSRI) antidepressants should avoid essential oils rich in myristicin, such as that of nutmeg and anise. Myristicin does not produce the head-twitch response, a behavioral proxy of psychedelic effects, in rodents. In laboratory studies, myristicin is cytotoxic. Specifically, it stimulates cytochrome c release, which activates caspase cascades and induces early apoptosis in the cells. Myristicin has also been shown to inhibit cytochrome P450 enzymes, which are responsible for metabolizing a variety of substrates including hormones and toxins, allowing these substrates to accumulate. The pharmacology of myristicin and other nutmeg constituents has been reviewed.
A survey in 2007 showed 63% of Americans were overweight or obese, with 26% in the obese category (a BMI of 30 or more). "By 2014, 37.7% of adults in the United States were obese, 35% of men and 40.4% of women (BMI over 40) values were 7.7% for men and 9.9% for women." However, according to world statistics, "American Samoans have the highest BMI (75.6) While Egypt has 43% and Iraq has a BMI of 37.4%." According to the WHO (World Health Organization), obesity has tripled since 1975 and research has shown that obesity is linked to health issues, and high cost of medical care. The Pacific Islands dominate the top obese countries and factors contributed to this problem include dietary change, fast foods, and possible genetic predispositions. The least obese countries include Madagascar, Ethiopia, and Japan. Factors involve a more healthy diet, famine and poverty. WHO and GOO research reports that obesity rates vary by country because of lifestyle, diet and also obesity rates depend on its economic status as well. However, the wealthier the country is, the more educated their citizens tend to be. Promoting a healthier lifestyle is encouraged. The United States being one of the wealthiest countries has the 18th highest obesity rate in the world at 42.7% and researchers attribute that to diet, environment and cultural factors.
Prior to this, 2D-LC was performed using components from 1D-LC instruments, and would lead to results of varying degrees in both accuracy and precision. The reduced stress on instrumental engineering has allowed for pioneering work in the field and technique of 2D-LC. The purpose of employing this technique is to separate mixtures that one-dimensional liquid chromatography otherwise cannot separate effectively. Two-dimensional liquid chromatography is better suited to analyzing complex mixtures samples such as urine, environmental substances and forensic evidence such as blood. Difficulties in separating mixtures can be attributed to the complexity of the mixture in the sense that separation cannot occur due to the number of different effluents in the compound. Another problem associated with one-dimensional liquid chromatography involves the difficulty associated to resolving closely related compounds. Closely related compounds have similar chemical properties that may prove difficult to separate based on polarity, charge, etc. Two-dimensional liquid chromatography provides separation based on more than one chemical or physical property. Using an example from Nagy and Vekey, a mixture of peptides can be separated based on their basicity, but similar peptides may not elute well. Using a subsequent LC technique, the similar basicity between the peptides can be further separated by employing differences in apolar character.
Cocaine is delivered daily in containers to the Port of Antwerp, before it is distributed throughout Europe by Dutch and Belgian-Moroccan drug traffickers. The Port of Antwerp, which is considered to be the largest port for cocaine import in Europe, is dominated and controlled by 5 Moroccan drug clans who export these large quantities of cocaine to the European mainland. Gangs preferred to use the Port of Antwerp as a trafficking destination for drugs due to the lawlessness within the port. Additionally, with an area of 12,068 hectares (~24,000 football fields), the scale of the port is what makes it attractive to criminals. Within a single cargo ship, it is possible to place up to 15,000 containers. Customs officers use scanners, that are only able to scan a single container in 5 minutes, which makes full control over the entire cargo pretty much impossible. This makes drug trafficking easier for gangs operating in the port. What also attracted the gangs, is the fact that the Port of Antwerp is considered to be an "open port". This is not the case for the Port of Rotterdam, which is closed off daily and under high surveillance. Bart De Wever, at the time mayor of Antwerp (since 2025 Prime Minister of Belgium), declared in 2017 that dozens of surveillance cameras are destroyed daily by young people between the age of 13 and 15 from neighbourhoods in Antwerp. They receive in exchange a sum of up to €5,000 from traffickers to prevent the police from investigating the drug trade that takes place in these neighbourhoods.
Sources: en.wikipedia.org
=== In classical mechanics === In classical mechanics, discrete spectra are often associated to waves and oscillations in a bounded object or domain. Mathematically they can be identified with the eigenvalues of differential operators that describe the evolution of some continuous variable (such as strain or pressure) as a function of time and/or space. Discrete spectra are also produced by some non-linear oscillators where the relevant quantity has a non-sinusoidal waveform. Notable examples are the sound produced by the vocal cords of mammals. and the stridulation organs of crickets, whose spectrum shows a series of strong lines at frequencies that are integer multiples (harmonics) of the oscillation frequency. A related phenomenon is the appearance of strong harmonics when a sinusoidal signal (which has the ultimate "discrete spectrum", consisting of a single spectral line) is modified by a non-linear filter; for example, when a pure tone is played through an overloaded amplifier, or when an intense monochromatic laser beam goes through a non-linear medium. In the latter case, if two arbitrary sinusoidal signals with frequencies f and g are processed together, the output signal will generally have spectral lines at frequencies |mf + ng|, where m and n are any integers.
==== Ghana ==== Ghana's first president, Kwame Nkrumah, set up various state-supported think tanks in the 1960s. By the 1990s, a variety of policy research centers sprang up in Africa set up by academics who sought to influence public policy in Ghana. One such think tank was The Institute of Economic Affairs, Ghana, which was founded in 1989 when the country was ruled by the Provisional National Defence Council. The IEA undertakes and publishes research on a range of economic and governance issues confronting Ghana and Sub-Saharan Africa. It has also been involved in bringing political parties together to engage in dialogue. In particular it has organised Presidential debates every election year since the Ghanaian presidential election, 1996. Notable think tanks in Ghana include:
Kidnapping for extortion and political purposes Simple kidnapping According to data from the Directorate of Justice and Security of the DNP, this phenomenon shows an increasing trend. With respect to the costs of sequestration, the sources suggest an increasing behavior between 1996 and 2003, such that "the average annual growth rate is 9.3%, the highest rate is observed in 1998 (46.2%), and in 2000 (37.2%) year in which the number of kidnappings also it is significantly high [...] reaching its peak in the year 2000 with 1,938 cases." From then on, the trend decreases, except for a peak in 2002 with 1,542 cases, until reaching 350 kidnappings in 2005 (the lowest figure since 1996). Within these costs, 64.4% are direct, representing US$167.4 million. 35.6% of the remaining costs are indirect, and represent US$92.7 million. In 2004, the costs of sequestration were reduced to $109,519 million, representing 0.27% of GDP in 2003.
Lipedema is a chronic medical condition that is almost exclusively found in women and results in enlargement of both legs due to deposits of fat under the skin. It is characterized by bilateral, symmetrical buildup of fat in the legs, and sometimes arms and lower trunk (includes hips, buttocks, and abdomen). Women of any weight may be affected and the fat is resistant to traditional weight-loss methods like nutritional intervention, exercise, elevation, diuretics or bariatric surgery. The feet/hands are typically spared, presenting with a raised ridge or fold of fat, possibly a "cuff" at the wrists and ankles. In earlier stages, there may be a subtle, raised ridge or fold of fat instead of distinct cuffing and sometimes in the later stages, this increased adipose above the ankle/wrist can cause the appearance of a "cuff". Approximately 50% of people with Lipedema report pain in their fat. Other common symptoms include swelling, feelings of heaviness, and easy bruising in the affected areas. Over time mobility may be reduced, and due to reduced quality of life, people often experience depression. The cause is unknown but is believed to involve genetic and hormonal factors, lipedema onset is typically associated with periods of hormonal flux like puberty, pregnancy, or menopause and it often runs in families. Other conditions that may present similarly include lipohypertrophy, chronic venous insufficiency, and lymphedema. It is commonly misdiagnosed.
Sources: en.wikipedia.org
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.
System suitability is a set of checks run on the chromatographic system before sample analysis. It confirms that resolution, peak shape, retention time, and response meet predefined limits. Failure can invalidate the run and trigger corrective action.
Blank injections reveal peaks or baseline disturbances that come from solvents, reagents, or the instrument rather than the sample. They help distinguish contamination from actual analyte signals. Comparing blanks with sample runs supports accurate interpretation.
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.