The short version of precision fits in a sentence. The long version — which is the one that helps — is below.
This page was last updated on 2026-08-01 and is reviewed periodically as new material appears.
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. |
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.
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.
Key performance measures include retention time, peak area, peak height, resolution, tailing factor, and plate count. Retention time helps identify a peak under fixed conditions, but confirmation often requires a second method or detector. Peak area and height relate to concentration through calibration curves, which may be linear or nonlinear depending on the detector response. Resolution describes separation between adjacent peaks, while tailing factor and plate count describe peak shape and column efficiency. Performance checks verify these values before and during a run to confirm that the instrument is performing within limits.
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.
and the total load P in general case. They gave those formulas in two forms: in the basic and using standardized variables. If one assumes that N asperities covers a rough surface, then the expected number of contacts is
== History == In the historical era, the area of the Willamette Valley that makes up modern-day Albany was inhabited by one of the tribes of the Kalapuya, a Penutian-speaking, Native American people. The Kalapuya had named the area Takenah, a Kalapuyan word used to describe the deep pool at the confluence of the Calapooia and Willamette rivers. A variation of the place name can also be written as Tekenah. The Kalapuya population in the valley was between 4,000 and 20,000 before contact with Europeans, but they suffered high mortality from new infectious diseases introduced shortly afterward. The tribes were devastated by a smallpox epidemic that raged through the Pacific Northwest in 1782–83. A malaria outbreak swept through the region between 1830 and 1833. It is estimated that as many as 90 percent of the Kalapuya population died during this period. That, coupled with the treaties signed during the 1850s by the Kalapuya to cede land to the United States, left the area nearly free for European Americans to settle.
=== Aftermath === Sunny's family remained convinced that her husband had tried to murder her and was upset that Cosima had chosen to take her father's side. As a result, in 1981, Sunny's mother, Annie Laurie Aitken, disinherited Cosima, denying her share of the estate upon Aitken's death on May 4, 1984. In July 1985, ten days after Claus von Bülow was acquitted at his second trial, Ala and Alexander filed a $56 million civil lawsuit against him, on their mother's behalf. On December 24, 1987, this case was settled out of court when Claus von Bülow agreed to divorce her, give up all claims to her fortune, then estimated between $25 million and $40 million, and leave the country. In exchange, Cosima was reinstated in Aitken's will and received $30 million as her one-third share of the estate. After the trials, Ala and Alexander founded the Sunny von Bülow National Victim Advocacy Center in Fort Worth, Texas, now the National Center for Victims of Crime in Washington, DC, and the Sunny von Bülow Coma and Head Trauma Research Foundation in New York.
== Structure == hPL molecular mass is 22 125 Da and contains single chain consisting of 191 amino acid residues that are linked by two disulfide bonds and the structure contains 8 helices. A crystal structure of hPL was determined by X-ray diffraction to a resolution of 2.0 Å.
The technique was first described by Semisotnov et al. (1991) using 1,8-ANS and quartz cuvettes. 3 Dimensional Pharmaceuticals were the first to describe a high-throughput version using a plate reader and Wyeth Research published a variation of the method with SYPRO Orange instead of 1,8-ANS. SYPRO Orange has an excitation/emission wavelength profile compatible with qPCR machines which are almost ubiquitous in institutions that perform molecular biology research. The name differential scanning fluorimetry (DSF) was introduced later but Thermofluor is preferable as Thermofluor is no longer trademarked and differential scanning fluorimetry is easily confused with differential scanning calorimetry. SYPRO Orange binds nonspecifically to hydrophobic surfaces, and water strongly quenches its fluorescence. When the protein unfolds, the exposed hydrophobic surfaces bind the dye, resulting in an increase in fluorescence by excluding water. Detergent micelles will also bind the dye and increase background noise dramatically. This effect is lessened by switching to the dye ANS; however, this reagent requires UV excitation. The stability curve and its midpoint value (melting temperature, Tm also known as the temperature of hydrophobic exposure, Th) are obtained by gradually increasing the temperature to unfold the protein and measuring the fluorescence at each point. Curves are measured for protein only and protein + ligand, and ΔTm is calculated.
Sources: en.wikipedia.org
The likelihood of ionization is a function of the filament temperature, the work function of the filament substrate and the ionization energy of the element. This is summarised in the Saha–Langmuir equation:
Under President John F. Kennedy, US troop levels in Vietnam grew from just under a thousand in 1959 to 16,000 in 1963. South Vietnamese President Ngo Dinh Diem's heavy-handed crackdown on Buddhist monks in 1963 led the US to endorse a deadly military coup against Diem. The war escalated further in 1964 following the controversial Gulf of Tonkin incident, in which a US destroyer was alleged to have clashed with North Vietnamese fast attack craft. The Gulf of Tonkin Resolution gave President Lyndon B. Johnson broad authorization to increase US military presence, deploying ground combat units for the first time and increasing troop levels to 184,000. Soviet leader Leonid Brezhnev responded by reversing Khrushchev's policy of disengagement and increasing aid to the North Vietnamese, hoping to entice the North from its pro-Chinese position. The USSR discouraged further escalation of the war, however, providing just enough military assistance to tie up American forces. From this point, the People's Army of Vietnam (PAVN) engaged in more conventional warfare with US and South Vietnamese forces. The Tet Offensive of 1968 proved to be the turning point of the war. Despite years of American tutelage and aid, the South Vietnamese forces were unable to withstand the communist offensive and the task fell to US forces instead. At the same time, in 1963–1965, American domestic politics saw the triumph of liberalism. According to historian Joseph Crespino:
October 24, 2008: Iceland Iceland receives a £1.3 billion (US$2.06 billion, €1.63 billion) bailout package from the International Monetary Fund as the first European country to require an emergency loan with the aim of stabilising the collapsed currency and strengthening the tax system as well as the nationalised banks.
=== Manufacturing of biotextiles === Before the production of biotextiles, monofilament structures were typically produced using extrusion techniques, where a single continuous filament was drawn from a polymer melt. These monofilaments can then be used directly or further processed into various biomedical devices, such as sutures, meshes, and vascular grafts. Biotextiles are created using multiple techniques, such as knitting, weaving, and braiding, to form the fabric-like structures used in biomedical applications. The three primary spinning techniques traditionally employed in fiber manufacturing are wet-spinning, dry-spinning, and melt-spinning.
==== Specialized soy sauces and seasonings ==== Since the 2000s, dozens of soy sauces specifically designed for TKG have been marketed by various companies in Japan. These are typically less salty than regular soy sauce and often contain dashi (like kombu or katsuobushi extract) and mirin (sweet rice wine) to complement the egg and rice flavour. Notable examples include:
Sources: en.wikipedia.org
====== Cytokines ====== Sendai virus can induce the production of many cytokines that enhance cellular immune responses. Some evidence that demonstrates that SeV activates the transcription factor NF-κB and this activation helps in protection against SeV infection. SeV can stimulate the production of macrophage inflammatory protein-1α (MIB-1α) and –β (MIB-1β), RANTES (CCL5), tumor necrosis factor-alpha (TNF-alpha), tumor necrosis factor-beta (TNF-beta), interleukin-6 (IL-6 ), interleukin-8 (IL-8), interleukin-1 alpha (IL1A), interleukin-1 beta (IL1B), platelet-derived growth factor (PDGF-AB) and small concentrations of interleukin-2 (IL2) and GM-CSF. Sendai virus can trigger production of interleukin 12 (IL12) and interleukin 23 (IL23) in human macrophages. Even plasmids that deliver the F-coding gene of SeV to tumor cells in model animals trigger the production of RANTES (CCL5) in tumor-infiltrated T-lymphocytes. SeV induces the production of B cell-activating factor by monocytes and by some other cells. Heat-inactivated SeV virus induces the production of IL-10 and IL-6 cytokines by dendritic cells (DC). Most likely, F protein is responsible for this induction because reconstituted liposomes containing F protein can stimulate IL-6 production by DC. The production of IL-6 in response to SeV infection is restricted to conventional dendritic cells (DCs]) subsets, such as CD4+ and double negative (dnDC).
Anatomical pathology (Commonwealth) or anatomic pathology (United States) is a medical specialty that is concerned with the diagnosis of disease based on the gross, microscopic, chemical, immunologic and molecular examination of organs, tissues, and whole bodies (as in a general examination or an autopsy). Anatomical pathology is itself divided into subfields, the main divisions being surgical pathology, cytopathology, and forensic pathology. Anatomical pathology is one of two main divisions of the medical practice of pathology, the other being clinical pathology, the diagnosis of disease through the laboratory analysis of bodily fluids and tissues. Sometimes, pathologists practice both anatomical and clinical pathology, a combination known as general pathology.
The goal of protein design is to find a protein sequence that will fold to a target structure. A protein design algorithm must, thus, search all the conformations of each sequence, with respect to the target fold, and rank sequences according to the lowest-energy conformation of each one, as determined by the protein design energy function. Thus, a typical input to the protein design algorithm is the target fold, the sequence space, the structural flexibility, and the energy function, while the output is one or more sequences that are predicted to fold stably to the target structure. The number of candidate protein sequences, however, grows exponentially with the number of protein residues; for example, there are 20100 protein sequences of length 100. Furthermore, even if amino acid side-chain conformations are limited to a few rotamers (see Structural flexibility), this results in an exponential number of conformations for each sequence. Thus, in our 100 residue protein, and assuming that each amino acid has exactly 10 rotamers, a search algorithm that searches this space will have to search over 200100 protein conformations. The most common energy functions can be decomposed into pairwise terms between rotamers and amino acid types, which casts the problem as a combinatorial one, and powerful optimization algorithms can be used to solve it. In those cases, the total energy of each conformation belonging to each sequence can be formulated as a sum of individual and pairwise terms between residue positions.
== Medical uses == Sertraline has been approved for major depressive disorder, obsessive–compulsive disorder (OCD), post-traumatic stress disorder (PTSD), premenstrual dysphoric disorder, panic disorder, social anxiety disorder (SAD), and generalized anxiety disorder (GAD). Sertraline is approved for use in children with OCD.
Pegylated interferon alfa-2b is a drug used to treat melanoma, as an adjuvant therapy to surgery. Also used to treat hepatitis C (typically, in combination with ribavirin), it is no longer recommended due to poor efficacy and adverse side-effects. Subcutaneous injection is the preferred delivery method. Belonging to the alpha interferon family of medications, the molecule is PEGylated to prevent breakdown. Approval for medical use in the United States was granted in 2001. It is on the World Health Organization's List of Essential Medicines as a therapy for chronic hepatitis C.
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.