A practical reference on Method validation: what it is, how it behaves, what the literature reports, and where the honest uncertainties sit.
This page was last updated on 2025-11-25 and is reviewed periodically as new material appears.
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.
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.
| Property | Value | Notes |
|---|---|---|
| Separation principle | Differential partitioning | Analytes distribute between mobile and stationary phases. |
| Mobile phase | Liquid solvent mixture | Composition controls retention and selectivity. |
| Stationary phase | Packed column particles | Often chemically bonded silica. |
| Typical detector | UV-Vis or photodiode array | Mass spectrometry is also common. |
| Common synonym | High-performance liquid chromatography | Abbreviated as HPLC. |
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.
Method validation demonstrates that an HPLC procedure is suitable for its intended purpose. Common validation parameters include accuracy, precision, specificity, linearity, range, limit of detection, limit of quantification, and robustness. Accuracy reflects agreement with a reference value, while precision describes repeatability under defined conditions. Specificity shows whether the method can measure the analyte in the presence of impurities or matrix components. Validation documents are reviewed before a method is used for routine testing or regulatory submissions.
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.
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.
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.
== Risk factors == Although it is difficult to predict which individuals will be affected from drug-induced long QT syndrome, there are general risk factors that can be associated with the use of certain medications. Generally, as the dose of a drug increases, the risk of QT prolongation increases as well. In addition, factors such as rapid infusion, concurrent use of more than one drug known to prolong QT interval, diuretic treatment, electrolyte derangements (hypokalemia, hypomagnesemia, or hypocalcemia), advanced age, bradyarrhythmias, and female sex have all been shown to be risk factors for developing drug-induced QT prolongation. TdP has been shown to occur up to three times more often in female patients compared with males, likely as a result of post-pubertal hormonal influence on cardiac ion channels. The QTc interval is longer in females, as well as having a stronger response to IKr-blocking agents. In males, the presence of testosterone upregulates IKr channels and therefore decreases QT interval. Stated otherwise, estrogens prolong the QT interval, while androgens shorten it and decrease the response to IKr-blocking agents. Structural heart disease, such as heart failure, myocardial infarction, and left ventricular hypertrophy, are also risk factors. Diuretic-induced hypokalemia and/or hypomagnesemia taken for heart failure can induce proarrthymia. The ischemia that results from myocardial infarctions also induce QT prolongation.
== Metabonomics == Metabonomics is defined as "the quantitative measurement of the dynamic multiparametric metabolic response of living systems to pathophysiological stimuli or genetic modification". The word origin is from the Greek μεταβολή meaning change and nomos meaning a rule set or set of laws. This approach was pioneered by Jeremy Nicholson at Murdoch University and has been used in toxicology, disease diagnosis and a number of other fields. Historically, the metabonomics approach was one of the first methods to apply the scope of systems biology to studies of metabolism. There has been some disagreement over the exact differences between 'metabolomics' and 'metabonomics'. The difference between the two terms is not related to choice of analytical platform: although metabonomics is more associated with NMR spectroscopy and metabolomics with mass spectrometry-based techniques, this is simply because of usages amongst different groups that have popularized the different terms. While there is still no absolute agreement, there is a growing consensus that 'metabolomics' places a greater emphasis on metabolic profiling at a cellular or organ level and is primarily concerned with normal endogenous metabolism. 'Metabonomics' extends metabolic profiling to include information about perturbations of metabolism caused by environmental factors (including diet and toxins), disease processes, and the involvement of extragenomic influences, such as gut microflora.
Preservation techniques are needed to prevent fish spoilage and lengthen shelf life. They are designed to inhibit the activity of spoilage bacteria and the metabolic changes that result in the loss of fish quality. Spoilage bacteria are the specific bacteria that produce the unpleasant odours and flavours associated with spoiled fish. Fish normally host many bacteria that are not spoilage bacteria, and most of the bacteria present on spoiled fish played no role in the spoilage. To flourish, bacteria need the right temperature, sufficient water and oxygen, and surroundings that are not too acidic. Preservation techniques work by interrupting one or more of these needs. Preservation techniques can be classified as follows.
In 2010, the US government began cracking down on pharmacists and doctors who were overprescribing opioid painkillers. An unintended consequence of this was that those addicted to prescription opiates turned to heroin, a significantly more potent but cheaper opioid, as a substitute. A 2017 survey in Utah of heroin users found about 80 percent started with prescription drugs. In 2010, the Controlled Substances Act was amended with the Secure and Responsible Drug Disposal Act, which allows pharmacies to accept controlled substances from households or long-term care facilities in their drug disposal programs or "take-back" programs. In 2011, the federal government released a white paper describing the administration's plan to deal with the crisis. Its concerns have been echoed by numerous medical and government advisory groups around the world. In July 2016, President Barack Obama signed into law the Comprehensive Addiction and Recovery Act, which expands opioid addiction treatment with buprenorphine and authorizes millions of dollars in funding for opioid research and treatment. In 2011, the Obama administration began to deal with the crisis, and in 2016, President Barack Obama authorized millions of dollars in funding for opioid research and treatment, followed by CDC director Thomas Frieden stating that "America is awash in opioids; urgent action is critical." Soon after, many state governors declared a "state of emergency" to combat the opioid epidemic in their own states, and undertook major efforts to stop it.
Sources: en.wikipedia.org
Bayesian inference of phylogeny combines the information in the prior and in the data likelihood to create the so-called posterior probability of trees, which is the probability that the tree is correct given the data, the prior and the likelihood model. Bayesian inference was introduced into molecular phylogenetics in the 1990s by three independent groups: Bruce Rannala and Ziheng Yang in Berkeley, Bob Mau in Madison, and Shuying Li in University of Iowa, the last two being PhD students at the time. The approach has become very popular since the release of the MrBayes software in 2001, and is now one of the most popular methods in molecular phylogenetics.
=== The telomerase complex === The full human telomerase complex (the holoenzyme) consists of: one copy each of telomerase RNA (TR or TERC, 452 nucleotides), TERT, and TCAB1, plus two copies of the H/ACA ribonucleoprotein subcomplex. The H/ACA subcomplex consists of two copies each of dyskerin (DKC1), NHP2, NOP10 and GAR1. Each copy of the H/ACA subcomplex binds to a hairpin structure on the telomerase RNA, a feature specific to vertebrates. There is also a histone H2A-H2B dimer wrapping around the telomeric DNA as it operates and its presence is essential for the functioning of the telomerase complex. The presence of TPP1 and POT1 is not detected in the cryo-EM study, but based on previous studies they should be attached to TERT's TEN domain in a way analogous to p50 and Teb1 of Tetrahymena. Previous experiments on catalytically active complex extracted from immortal cells indicated two molecules each of human TERT, telomerase RNA, and dyskerin (DKC1). For comparison, the Tetrahymena telomerase complex consists of: one copy each of TR (TER), TERT, p65 in the core; one copy of p50 (homolog of human TPP1) as the connection to the rest of the structure; one copy each of Teb1 (paralogous to human RPA70), Teb2, and Teb3 (altogether a RPA-like complex); and one copy each of p75, p45, p19 (a CST complex).
=== 2000s === 2000: Venezuelan astrophysicist Kathy Vivas presented her discovery of approximately 100 "new and very distant" RR Lyrae stars, providing insight into the structure and history of the Milky Way galaxy. 2000: Russian gynaecologist Galina Savelyeva founded the Department of Obstetrics and Gynaecology at Moscow State University. Savelyeva was one of the first scientists in the world to demonstrate the feasibility of using craniocerebral hypothermia in the treatment of babies born with asphyxia, which formed the basis for the Russian Ministry of Health's order on the primary resuscitation of babies born with asphyxia. 2001: Danish physicist Lene Hau led a Harvard University team who used a Bose–Einstein condensate to slow down a beam of light to about 17 metres per second, then were able to stop a beam completely. 2003: Danish structural chemist and crystallographer Sine Larsen became the first female scientific research director at the European Synchrotron Radiation Facility (ESRF), where she was responsible for research in the fields of structural biology and structural chemistry. 2003: American geophysicist Claudia Alexander oversaw the final stages of Project Galileo, a space exploration mission that ended at the planet Jupiter. 2004: American biologist Linda B. Buck received the Nobel Prize in Physiology or Medicine along with Richard Axel "for their discoveries of odorant receptors and the organization of the olfactory system". 2004: American astrophysicist and radio astronomer Naomi McClure-Griffiths identified a new spiral arm of the Milky Way galaxy.
=== October === 1 October – HM Coastguard's Search and Rescue unit suspends landings at most of Scotland's hospital helipads amod safety concerns. 2 October – Scottish gangland boss Jamie "Iceman" Stevenson is sentenced to 20 years in prison after admitting to orchestrating a plot to smuggle £100m worth of cocaine from South America in boxes of bananas. Data from the Scottish Government has indicated that 57 of the 477 prisoners released early to ease prison overcrowding were back in custody before the date of their original release, including 12 who were back in prison within ten days. 4 October – Data from Police Scotland indicates that instances of recorded hate crime have increased by 63% since the Hate Crime and Public Order Act became law in April. 5 October – Four people are treated in hospital after being struck by a taxi in central Glasgow. 6 October – A man is killed and three other people taken to hospital following an explosion at a block of flats in Alloa, Clackmannanshire. 8 October – MSPs back a nonbinding SNP motion by 99 votes to 14 calling on the UK government to reconsider their policy on winter fuel payments. 9 October – Transport Secretary Fiona Hyslop announces that the public will be consulted on reducing speed limits in Scotland following an increase in the number of deaths on the roads. The Crown Office announces it has dropped charges of human trafficking against businesswoman Ann Gloag.
=== Physical properties === Adipose tissue has a density of ~0.9 g/ml. Thus, a person with more adipose tissue will float more easily than a person of the same weight with more muscular tissue, since muscular tissue has a density of 1.06 g/ml.
Sources: en.wikipedia.org
The first reliably documented report of Psilocybe semilanceata intoxication involved a British family in 1799, who prepared a meal with mushrooms they had picked in London's Green Park. According to the chemist Augustus Everard Brande, the father and his four children experienced typical symptoms associated with ingestion, including pupil dilation, spontaneous laughter and delirium. The identification of the species responsible was made possible by James Sowerby's 1803 book Coloured Figures of English Fungi or Mushrooms, which included a description of the fungus, then known as Agaricus glutinosus (originally described by Moses Ashley Curtis in 1780). According to German mycologist Jochen Gartz, the description of the species is "fully compatible with current knowledge about Psilocybe semilanceata." In the early 1960s, the Swiss scientist Albert Hofmann—known for the synthesis of the psychedelic drug LSD—chemically analyzed P. semilanceata fruit bodies collected in Switzerland and France by the botanist Roger Heim. Using the technique of paper chromatography, Hofmann confirmed the presence of 0.25% (by weight) psilocybin in dried samples. Their 1963 publication was the first report of psilocybin in a European mushroom species; previously, it had been known only in Psilocybe species native to Mexico, Asia and North America. This finding was confirmed in the late 1960s with specimens from Scotland and England, Czechoslovakia (1973), Germany (1977), Norway (1978), and Belgium and Finland (1984).
The eRF1 also has the ability to recognize codons, which is one of the important processes carried out by tRNA molecules. Since both tRNA and eRF1 both have the ability to bind with the mRNA and the peptidyl transferase center, they have similar dimensions with eRF1 having a width of 71 Å to the 70 Å of phenylalanine tRNA. Both molecules interact with GTPases: eEF-1α (EF-Tu in prokaryotes) with tRNA and eRF3 with eRF1. The motif in physiological biology between structure and functional relatedness is very much present between eRF1 and tRNA molecules. The GGQ site in the eRF1 is the equivalent to the aminoacyl group attached to the tRNA. Both structures contribute to recognition and binding of the peptidy-transferase site in the ribosome. Both structures orientate the highly specialized site distant from the rest of the molecule to ensure an isolated interaction. Furthermore Domain 2 of eRF1 is structurally similar to the aminoacyl stem of the tRNA. The T stem of the tRNA and Domain 3 of eRF1 both serve the purpose of interacting with a GTPase proteins.
=== Desorption ionization === Desorption ionization (DI) is a family of ionization techniques. The main examples are secondary-ion mass spectrometry (SIMS), fast atom bombardment (FAB), and matrix-assisted laser desorption ionization (MALDI). In DI, the sample is dissolved or dispersed in a matrix, and bombarded by a high-energy (1-10 keV) beam of ions (SIMS), neutral atoms (FAB), or photons (MALDI). The beam ionizes and expels (desorbs) some sample molecules off the matrix. The ion is then accelerated electrostatically, as in EI. The matrix should be nonvolatile and relatively inert, so that it would not react with the analyte. It should also be a good electrolyte to allow ion formation. Ionized fragments of the matrix itself forms usually have
Supercritical drying Supercritical drying is reputed to be the most efficient drying technique but is rather expensive and difficult to implement. It was first implemented by Canham in 1994 and involves superheating the liquid pore above the critical point to avoid interfacial tension.
Sources: en.wikipedia.org
HPLC separates and detects individual compounds in a liquid sample, producing peaks at characteristic retention times. Peak area or height can be used to estimate concentration when calibrated with known standards. It does not identify unknown compounds with certainty unless additional detectors or reference materials are used.
Pressure drives the liquid mobile phase through a column packed with small particles. Without pressure, flow would be very slow or stop because the packed bed resists liquid movement. Modern pumps maintain a steady flow despite the resistance.
A chromatogram is a plot of detector signal against time after sample injection. Each peak represents a compound or group of compounds eluting from the column. Retention time and peak area are the main measurements read from the plot.
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.