method validation comes up often in conversation and rarely with the context attached. Here we lay out the basics in order, then work through the practical considerations.
Updated 2026-02-22. Numbers and descriptions here follow the published literature rather than marketing material.
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.
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.
| 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 |
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.
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.
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.
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.
=== Other ventures === Around 2013, Newell co-founded and funded Foundry10, an educational research organization. In 2018, Newell donated $20 million to the American artificial intelligence company OpenAI and acted as an informal advisor. In 2022, with Philip Sabes, Newell co-founded the neuroscience company Starfish Neuroscience to develop neural interfaces. In May 2025, Starfish announced that their first chip would be released late that year. Newell is the owner of the marine research organization Inkfish, which owns several ships and submarines. In November 2022, Inkfish purchased the Hadal Exploration System, a private deep-sea exploration platform, from the undersea explorer Victor Vescovo. In August 2025, Newell acquired the privately owned yacht manufacturer Oceanco.
== Discovery == In 1839, the German anatomist Hermann Friedrich Stannius discovered a pair of novel structures inside the kidneys of sturgeon and bony fishes. He believed that they were a kind of adrenal gland (found in mammals) in these fishes. In 1896, the French physiologist A. Petit demonstrated that removal of one of the structures led to degeneration of the other. He suggested that these structures were endocrine organs. In 1908, the Italian zoologist Ercole Giacomini was the first to describe that these structures were present only in fishes which lack a parathyroid gland. He distinguished and named them "posterior interrenal" from the anterior portion of the kidney, which he named "anterior interrenal". A French Physiologist M. Fontaine reported that the corpuscles were responsible for controlling calcium level in the blood. In 1971 Peter K.T. Pang of Yale University showed in the male killifish, Fundulus heteroclitus, that the corpuscles control calcium metabolism. He found that removal of the corpuscle led to development of kidney stone and increase in serum calcium level. By the mid 1970s, it was confirmed that the corpuscles secrete a factor that can reduce calcium level, similar to calcitonin but completely different. and Pang gave the prospective name "hypocalcin". The chemical compound was isolated in 1986 from sockeye salmon (Oncorhynchus nerka), and since it was from a teleost, it was called "teleocalcin". A better isolation was reported in 1988 from different species, including European eel, tilapia, goldfish, and carp.
Another consequence of the famine was the dramatic rise of the Marxist-Leninist-Maoist New People’s Army (NPA) presence on Negros island, with Bishop Fortich stating in 1985 that "the NPA has doubled in strength the last year, principally because of the poverty and hunger here."
== Bowfin body-shape evolution and development == The first fish lacked jaws and used negative pressure to suck their food in through their mouths. The jaw in the bowfin is a result of its evolutionary need to be able to catch and eat bigger and more nutritious prey. As a result of being able to gather more nutrients, the bowfin is able to live a more active lifestyle. The jaw of a bowfin has several adaptations. The maxilla and premaxilla are fused and the posterior chondrocranium articulates with the vertebra, which allows the jaw freedom to rotate. The suspensorium includes several bones and articulates with the snout, brain case, and mandible. When the jaw opens, epaxial muscles lift the chondrocranium, which is attached to the upper jaw, while adductor muscles act to close the lower jaw. This ability to open and close the jaw helps the bowfin to be an active predator that can catch bigger prey and digest them. The vertebral column in bowfin is ossified and in comparison to earlier fish, the centra are the major support for the body, whereas in earlier fish, the notochord was the main form of support. In the bowfin, neural spines and ribs also increase in prominence, an evolutionary aspect that helps provide additional support and stabilize unpaired fins. The evolution of the vertebral column allows the bowfin to withstand lateral bending that puts the column under compression without breaking. This, in turn, allows the bowfin to have more controlled and powerful movements, in comparison to fish that have only a notochord.
Sources: en.wikipedia.org
An umbrella review and a continuing education article differ as to whether it is effective in the treatment of AD. Atypical antipsychotics are modestly useful in reducing aggression and psychosis in people with AD, but their advantages are offset by serious adverse effects, such as stroke, movement difficulties, or cognitive decline. They are recommended in dementia only after first-line therapies such as behavior modification have failed, and due to the risk of adverse effects, they should be used for the shortest amount of time possible. Stopping antipsychotic use in this group of people appears to be safe.
However, creatine kinase-MB isoform and myoglobin levels circulating in the blood are increased after exercising. Excessive cooling may impede the recovery process by keeping the Creatine kinase-MB isoform and myoglobin levels increased 2–3 days post exercise. When possible, the affected limb is elevated above the level of the heart, and is compressed using adhesive tape. Evidence supporting elevation and compression is weak, but continues to be widely practiced.
In 1991, the Proceeds of Crime (Money Laundering) Act was brought into force in Canada to give legal effect to the former FATF Forty Recommendations by establishing record keeping and client identification requirements in the financial sector to facilitate the investigation and prosecution of money laundering offences under the Criminal Code and the Controlled Drugs and Substances Act. In 2000, the Proceeds of Crime (Money Laundering) Act was amended to expand the scope of its application and to establish a financial intelligence unit with national control over money laundering, namely FINTRAC. In December 2001, the scope of the Proceeds of Crime (Money Laundering) Act was again expanded by amendments enacted under the Anti-Terrorism Act with the objective of deterring terrorist activity by cutting off sources and channels of funding used by terrorists in response to 9/11. The Proceeds of Crime (Money Laundering) Act was renamed the Proceeds of Crime (Money Laundering) and Terrorist Financing Act. In December 2006, the Proceeds of Crime (Money Laundering) and Terrorist Financing Act was further amended, in part, in response to pressure from the FATF for Canada to tighten its money laundering and financing of terrorism legislation.
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.
HPLC testing measures the presence and amount of one or more compounds in a liquid sample. It separates mixture components and records detector responses as peaks, which are compared with reference standards. Results are usually reported as concentrations or relative percentages.