If you have been reading about Method validation 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 2025-11-13. Where a claim depends on a specific study, the study is described rather than over-claimed.
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.
Method validation establishes that an HPLC procedure is suitable for its intended purpose. Typical parameters include accuracy, precision, specificity, linearity, range, limit of detection, limit of quantitation, robustness, and solution stability. Accuracy reflects closeness to a reference value, while precision reflects agreement among repeated measurements. Specificity shows whether the method can measure the analyte without interference from matrix components. Validation is documented through protocols and reports, and the required extent depends on the method's use and regulatory context.
Routine quality control uses system suitability, blank injections, check standards, and control samples to detect drift or contamination. System suitability criteria may specify minimum resolution, maximum tailing factor, and a permitted range for repeated injections. Blank injections reveal carryover or solvent contamination, while check standards confirm calibration accuracy over a batch. Control samples with known analyte levels can show whether results remain within statistical limits. When a control result falls outside limits, the analyst investigates the cause and may invalidate affected results before repeating the batch.
| 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 |
HPLC testing separates dissolved compounds by passing a liquid sample through a column packed with stationary phase. A pump delivers mobile phase at controlled flow, and the sample components interact differently with stationary and mobile phases. Compounds that spend more time in mobile phase elute earlier; those retained by stationary phase elute later. Detectors record elution as peaks, and peak area or height relates to amount. This mechanism underpins quantitative analysis of mixtures.
Most routine HPLC testing uses reversed-phase columns, where the stationary phase is nonpolar and the mobile phase is a polar mixture such as water with an organic solvent. Analytes partition between the two phases according to polarity, size, and charge. Gradients that change solvent composition over time can separate compounds with broad retention ranges. Isocratic conditions keep solvent composition constant and suit simpler mixtures. The choice of column chemistry, pH, and temperature affects selectivity and peak shape.
Detection in HPLC testing commonly relies on ultraviolet-visible absorbance, fluorescence, refractive index, or mass spectrometry. UV detection is widely used because many organic compounds absorb light, but it requires a chromophore. Mass spectrometry provides mass-based identification and high sensitivity for trace analytes. Each detector has trade-offs in selectivity, cost, and compatibility with mobile phases. Quantification typically uses calibration curves prepared from reference standards. Results are reported as concentration, purity, or presence above a limit.
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.
Detection commonly uses ultraviolet-visible absorbance, fluorescence, refractive index, or mass spectrometry. Ultraviolet detection depends on molecular chromophores that absorb light at specific wavelengths. Mass spectrometry provides mass information and sensitive quantification, often after electrospray ionization. Before sample batches, performance checks examine resolution, elution time repeatability, peak symmetry, and plate count. Matrix effects and co-elution remain recognized uncertainties; formal validation studies and orthogonal detection help address them. Detector choice depends on analyte properties and required sensitivity.
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.
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.
=== Effects on the liver === Long-term use of kava has been associated with potential hepatotoxicity; however, the evidence remains inconclusive. Some kava extracts have demonstrated to be hepatotoxic. Concerns about this prompted warnings from health authorities in the United States, Australia, and Canada and led to kava being omitted from the US Pharmacopeia. The potential causes include contamination with toxic alkaloids from kava leaves and stems, differences in traditional versus commercial preparations, drug interactions affecting liver enzymes, and genetic variations in metabolism among populations. While kava appears safe in traditional South Pacific use, caution is advised, especially during pregnancy, for people with preexisting liver conditions, or when combined with alcohol consumption, prescription drugs or dietary supplements. The risk is higher with alcoholic or acetonic extracts, or concentrated forms like pills. Water-based kava extracts in moderate doses are considered safer, but should not be consumed with alcohol, particularly by those with a history of liver issues.
Duterte and Zimmerman have been on good terms in recent years, with Zimmerman stating: "Yes, [Rodrigo] is really a very good leader. That is all he is. But when it comes to family, he is not capable of taking care of it." His daughter, Sara, characterized her family as "broken", calling her relationship with her father as "not very close" up to the time she became mayor in 2010. Prior to his arrest, Duterte had been living with his common-law wife Cielito "Honeylet" Avanceña, a businesswoman and former nurse, with whom he has one daughter named Veronica ("Kitty"), an American by birth. Duterte has eleven grandchildren, half of whom are Muslims and the other half Christian, and two great-grandchildren. Since 2022, a child named Mira ("Mimi", born 2019) is seen being raised by Duterte and Avanceña alongside Veronica, though there are conflicting reports on whether she is a child or a grandchild of Duterte. Veronica attributes her rose tattoo to Mira. On his paternal side, Duterte shares familial ties with some of the prominent families of the Visayas, particularly the Almendrases and Duranos of Danao, Cebu. His distant uncle, former Senator Alejandro Almendras, was one of his original supporters when he first ran for mayor of Davao City in 1988.
Language models with hundreds of billions of parameters, such as GPT-4 or PaLM, typically run on datacenter computers equipped with arrays of GPUs (such as NVIDIA's H100) or AI accelerator chips (such as Google's TPU). These very large models are typically accessed as cloud services over the Internet. In 2022, the United States New Export Controls on Advanced Computing and Semiconductors to China imposed restrictions on exports to China of GPU and AI accelerator chips used for generative AI. Chips such as the NVIDIA A800 and the Biren Technology BR104 were developed to meet the requirements of the sanctions. There is free software on the market which attempts to recognizing text generated by generative artificial intelligence (such as GPTZero), as well as images, audio or video coming from it. Potential mitigation strategies for detecting generative AI content include digital watermarking, content authentication, information retrieval, and machine learning classifier models. Despite claims of accuracy, both free and paid AI text detectors have frequently produced false positives, mistakenly accusing students of submitting AI-generated work.
Sources: en.wikipedia.org
Edelin (1961), physician known for his support of abortion rights; former chairman of Planned Parenthood Eugene Milone (1961), astronomer, professor at the University of Calgary Robert Pollack (1961), biologist who studies the intersections between science and religion Samuel Strober (1961), immunologist at Stanford Medical School, co-founder of Dendreon Charles Cantor (1962), molecular geneticist; chief science officer at Sequenom Armando Favazza (1962), author and psychiatrist at the University of Missouri Stephen Larsen (1962), psychologist and founding board member of the Joseph Campbell Foundation Robert Lefkowitz (1962), winner of the Nobel Prize in Chemistry Jeffrey Mandula (1962), physicist known for the Coleman–Mandula theorem Allen Neuringer (1962), psychologist, prominent in the field of the experimental analysis of behavior Farhad Ardalan (1963), Iranian high energy physicist and professor at Sharif University and the Institute for Studies in Theoretical Physics and Mathematics. Harvey Cantor (1963), immunologist, professor of microbiology & immunobiology at Harvard Medical School David B. Cohen (1963), psychologist, professor at the University of Texas at Austin Allen Frances (1963), psychiatrist at Duke University; founding editor of the Journal of Personality Disorders and Journal of Psychiatric Practice David George Hitlin (1963), physicist at the California Institute of Technology Michael Lubell (1963), physicist, professor of the City College of New York Kenneth X.
=== Reopening Chicago Public Schools === While SHIELD Illinois provided free SARS-CoV-2 testing to most school districts throughout Illinois and submitted a proposal to test Chicago Public Schools ("CPS"), CPS ultimately chose Massachusetts-based Thermo Fisher Scientific as its testing vendor. Despite this, when logistical issues related to the Omicron surge led to test result delays, 25,000 specimens rejected as invalid, and a vote by the Chicago Teachers Union ("CTU") to postpone the start of school in January 2022, SHIELD Illinois provided CPS with SHIELD's entire stockpile of over 300,000 rapid antigen tests. This allowed CPS to achieve testing levels at which CTU felt comfortable returning to the classroom and get the 340,000 students in CPS back into the classroom.
== Overdose == Symptoms of overdose are due to excessive pharmacodynamic actions on β1-receptors, and with loss of cardioselectivity at high concentrations, β2-receptors. These include bradycardia (slow heartbeat), severe hypotension with shock, acute heart failure, hypoglycemia and bronchospastic reactions. Treatment is largely symptomatic. Hospitalization and intensive monitoring is indicated. Activated charcoal is useful to absorb the drug. Atropine will counteract bradycardia, glucagon helps with hypoglycemia, dobutamine can be given against hypotension and the inhalation of a β2-mimetic such as hexoprenalin or salbutamol will terminate bronchospasms. Blood or plasma atenolol concentrations may be measured to confirm a diagnosis of poisoning in hospitalized patients or to assist in a medicolegal death investigation. Plasma levels are usually less than 3 mg/L during therapeutic administration, but can range from 3–30 mg/L in overdose victims.
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.
Validation establishes suitability for a new method, while verification confirms that a method works in a specific laboratory. Verification is often used when a validated method is adopted with existing equipment and staff. Both rely on documented acceptance criteria.