A practical reference on Calibration curve: what it is, how it behaves, what the literature reports, and where the honest uncertainties sit.
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.
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.
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.
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.
| 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. |
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.
Martín-Francés et al. (2026) interpret the molar wear in the Sima de los Huesos hominins as suggestive of a mixed diet including similar proportions of meat and plant foods. Parfitt & Bello (2026) describe a 480,000-years-old knapping tool made on an elephant bone from the Boxgrove Palaeolithic site (United Kingdom), representing the oldest case of an elephant bone being used as a raw material in Europe reported to date. Nicoud et al. (2026) study the chronology of bifacial occurrences from Valle Giumentina (Italy), reporting evidence of shifts in the biface structure within two levels from Marine Isotope Stage 12, and interpret evidence from the studied site as consistent with repeated reinventions of the biface in Europe during the Lower Paleolithic. A study on the Acheulean handaxe variability in southeastern Britain, interpreted as consistent with presence of distinct regional cultural groups during the Marine Isotope Stage 11, is published by White et al. (2026). García-Martínez et al. (2026) provide the first proteomics-based sex identification of a hominin tooth from the Middle Pleistocene of western Europe, using the analysis of the presence of amelogenin to attribute a hominin molar from the Middle Pleistocene site of Ruidera (Spain) to a male individual. Rosas et al.
Connective tissue disorders predispose women to developing cystocele and other pelvic organ prolapses. The tissues tensile strength of the vaginal wall decreases when the structure of the collagen fibers change and become weaker.
In the BG system the pound is a basic unit from which the unit of mass (the slug) is defined by Newton's second law, whereas in the EE system the units of force and mass (the pound-force and pound-mass respectively) are defined independently through the second law using the proportionality constant gc. Kinematic viscosity has units of square feet per second (ft2/s) in both the BG and EE systems. Nonstandard units include the reyn (lbf·s/in2), a British unit of dynamic viscosity. In the automotive industry the viscosity index is used to describe the change of viscosity with temperature. The reciprocal of viscosity is fluidity, usually symbolized by
== Complete proteins in non-human animals == Scientists had known since the early 20th century that rats could not survive on a diet whose only protein source was zein, which comes from maize (corn), but recovered if they were fed casein from cow's milk. This led William Cumming Rose to the discovery of the essential amino acid threonine. Through manipulation of rodent diets, Rose was able to show that ten amino acids are essential for rats: threonine, lysine, tryptophan, histidine, phenylalanine, leucine, isoleucine, methionine, valine, and arginine, the last of which is non-essential for humans. Rose's later work showed that eight amino acids are essential for adult human beings, with histidine also being essential for infants. Longer-term studies established histidine as also essential for adult humans.
When ε = 0, then R∗ is identically zero: flow is always in the smooth pipe regime. The data for these points lie to the left extreme of the abscissa and are not within the frame of the graph. When R∗ < 5, the data lie on the line B(R∗) = R∗; flow is in the smooth pipe regime. When R∗ > 100, the data asymptotically approach a horizontal line; they are independent of Re, fD, and ε/D. The intermediate range of 5 < R∗ < 100 constitutes a transition from one behavior to the other. The data depart from the line B(R∗) = R∗ very slowly, reach a maximum near R∗ = 10, then fall to a constant value. Afzal's fit to these data in the transition from smooth pipe flow to rough pipe flow employs an exponential expression in R∗ that ensures proper behavior for 1 < R∗ < 50 (the transition from the smooth pipe regime to the rough pipe regime):
Sources: en.wikipedia.org
The Christian and Druze communities have a long history of interaction dating back roughly a millennium, particularly in Mount Lebanon. Over the centuries, they have peacefully interacted and lived together, sharing common social and cultural landscapes, although occasional exceptions have occurred. This interaction been marked by shared economic activities, cultural exchange, and even political alliances in some cases. The two communities lived among each other and interacted socially on an everyday basis. The close bonds between Christian and Druze neighbors led to Christian communities thriving in some Druze towns. According to some scholars, historically, Druze communities had better relationships with Christians than with Muslims. They also points out that Christians tended to show more tolerance towards the Druze community and their religion compared to Muslims. Traditionally, Druze settlements in the Levant often included Christian families and communities, while Muslim presence was rare.
=== Post-marketing drug safety monitoring === The widely publicized recall of Vioxx, a non-steroidal anti-inflammatory drug (NSAID) now estimated to have contributed to fatal heart attacks in thousands of Americans, played a strong role in driving a new wave of safety reforms at both the FDA rulemaking and statutory levels. The FDA approved Vioxx in 1999, and initially hoped it would be safer than previous NSAIDs due to its reduced risk of intestinal tract bleeding. However, a number of pre and post-marketing studies suggested that Vioxx might increase the risk of myocardial infarction, and results from the APPROVe trial in 2004 conclusively demonstrated this. Faced with numerous lawsuits, the manufacturer voluntarily withdrew it from the market. The example of Vioxx has been prominent in an ongoing debate over whether new drugs should be evaluated on the basis of their absolute safety, or their safety relative to existing treatments for a given condition. In the wake of the Vioxx recall, there were widespread calls by major newspapers, medical journals, consumer advocacy organizations, lawmakers, and FDA officials for reforms in the FDA's procedures for pre- and post-market drug safety regulation. In 2006, a Congressional committee was appointed by the Institute of Medicine to review pharmaceutical safety regulation in the U.S. and to issue recommendations for improvements.
==== Deuteron mass and radius ==== The deuterium nucleus is called a deuteron. It has a mass of 2.013553212544(15) Da (1875.61294500(58) MeV/c2). The charge radius of a deuteron is 2.12778(27)×10−15 m. Like the proton radius, measurements using muonic deuterium produce a smaller result: 2.12562(78) fm.
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=== Economic status === Prescription opioids are considered a better financial choice for treating pain than surgery. This resulted in an increased use of prescription opioids by individuals living in communities that were underserved medically or did not have health insurance. Overdose death rates increased across most racial and ethnic groups due to county-level income inequality, particularly among Black and Hispanic individuals. In 2020, overdose rates were more than twice as high in counties with greater inequality compared to counties with lower inequality.
Sources: en.wikipedia.org
== Cause == Mutations in the UGT1A1 gene lead to Gilbert syndrome. The gene provides instructions for making the bilirubin uridine diphosphate glucuronosyltransferase (bilirubin-UGT) enzyme, which can be found in the liver cells and is responsible for preparing bilirubin for removal from the body. The bilirubin-UGT enzyme performs a chemical reaction called glucuronidation. Glucuronic acid is transferred to unconjugated bilirubin, which is a yellowish pigment made when your body breaks down old red blood cells, and then being converted to conjugated bilirubin during the reaction. Conjugated bilirubin passes from the liver into the intestines with bile. It's then excreted in stool. People with Gilbert syndrome have approximately 30% of normal bilirubin-UGT enzyme function, which contributes to a lower rate of glucuronidation of unconjugated bilirubin. This substance then accumulates in the body, causing mild hyperbilirubinemia.
Accelerator mass spectrometry (AMS) is a form of mass spectrometry that accelerates ions to extraordinarily high kinetic energies before mass analysis. The special strength of AMS among the different methods of mass spectrometry is its ability to separate a rare isotope from an abundant neighboring mass ("abundance sensitivity", e.g. 14C from 12C). The method suppresses molecular isobars completely and in many cases can also separate atomic isobars (e.g. 14N from 14C). This makes possible the detection of naturally occurring, long-lived radio-isotopes such as 10Be, 36Cl, 26Al and 14C. (Their typical isotopic abundance ranges from 10−12 to 10−18.) AMS can outperform the competing technique of decay counting for all isotopes where the half-life is long enough. Other advantages of AMS include its short measuring time as well as its ability to detect atoms in extremely small samples.
is the dosing interval, ss means steady state and 1 stands for a single-dose application. Another definition sets Rac to the ratio of the average drug concentration during one day under steady state conditions to the concentration after a single dose.
== Further reading == Serafini M, Cargnin S, Massarotti A, Pirali T, Genazzani AA (September 2020). "Essential Medicinal Chemistry of Essential Medicines". Journal of Medicinal Chemistry. 63 (18): 10170–10187. doi:10.1021/acs.jmedchem.0c00415. PMC 8007110. PMID 32352778. Stuart MC, Kouimtzi M, Hill SR, eds. (2009). WHO Model Formulary 2008. World Health Organization. hdl:10665/44053. ISBN 978-92-4-154765-9. The selection and use of essential medicines. Twentieth report of the WHO Expert Committee 2015 (including 19th WHO Model List of Essential Medicines and 5th WHO Model List of Essential Medicines for Children). Geneva: World Health Organization. 2015. hdl:10665/189763. ISBN 978-92-4-069494-1. ISSN 0512-3054. WHO technical report series; no. 994. The selection and use of essential medicines: report of the WHO Expert Committee, 2017 (including the 20th WHO Model List of Essential Medicines and the 6th Model List of Essential Medicines for Children). Geneva: World Health Organization. 2017. hdl:10665/259481. ISBN 978-92-4-121015-7. ISSN 0512-3054. WHO technical report series; no. 1006. The selection and use of essential medicines: report of the WHO Expert Committee on Selection and Use of Essential Medicines, 2019 (including the 21st WHO Model List of Essential Medicines and the 7th WHO Model List of Essential Medicines for Children). Geneva: World Health Organization. 2019. hdl:10665/330668. ISBN 978-92-4-121030-0. ISSN 0512-3054. WHO technical report series;1021. Organization WH (2019).
== Additives == Mobile phase pH and electrostatic interactions, as well as analyte polarity, are regulated by the addition of ionic additives. These additives improve separation efficiency, including more symmetric peaks, less peak tailing, and better recovery from the stationary phase. Ammonium acetate and ammonium formate are commonly used, as they have good solubility in high organic. When considering additive addition, compatibility with detectors is important to consider. HILIC is often used with a mass spectrometry (MS), which cannot handle non-volatile salts like sodium perchlorate, which may suppress ion signal in the instrument, though it may increase mobile phase polarity and assist with elution in HILIC.
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 separates components in a liquid sample and measures their amounts using a detector. Results can indicate concentration, purity, or identity based on retention time and detector response. The technique works for mixtures that can be dissolved and filtered.