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 2026-03-06 and is reviewed periodically as new material appears.
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.
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.
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.
Developing an HPLC test begins with defining the analytes, matrix, and required reporting limits. Chemists select a separation mode, column chemistry, mobile phase composition, flow rate, and detection wavelength or mass transition. Experiments then adjust these variables to achieve adequate retention, resolution, and peak shape. System suitability tests confirm that the instrument and method perform consistently before sample analysis. Without suitable resolution, quantitative results may be unreliable. Preliminary runs often use scouting gradients to locate retention windows.
| Property | Value | Notes |
|---|---|---|
| Validation parameter | Accuracy | Closeness of measured value to accepted reference value |
| Validation parameter | Precision | Agreement among repeated measurements under specified conditions |
| System suitability check | Resolution ≥ 1.5 | Baseline separation between critical peak pair |
| System suitability check | Tailing factor ≤ 2.0 | Common target for peak symmetry |
| Documentation | Validation report | Summarizes experiments, acceptance criteria, and conclusions |
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.
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.
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.
Quality control for HPLC testing combines scheduled checks, documented procedures, and review of results. Before sample analysis, system suitability testing confirms that the instrument, column, and method meet predefined criteria. Common criteria include resolution between critical peaks, retention time precision, peak tailing, and theoretical plate count. Failure triggers investigation before results are reported. Records link raw data, calculations, instrument logs, and analyst identity to each batch, supporting audits and repeat analysis.
== Procedure == Two populations of cells are cultivated in cell culture. One of the cell populations is fed with growth medium containing normal amino acids. In contrast, the second population is fed with growth medium containing amino acids labeled with stable (non-radioactive) heavy isotopes. For example, the medium can contain arginine labeled with six carbon-13 atoms (13C) instead of the normal carbon-12 (12C). When the cells are growing in this medium, they incorporate the heavy arginine into all of their proteins. Thereafter, all peptides containing a single arginine are 6 Da heavier than their normal counterparts. Alternatively, uniform labeling with 13C or 15N can be used. Proteins from both cell populations are combined and analyzed together by mass spectrometry as pairs of chemically identical peptides of different stable-isotope composition can be differentiated in a mass spectrometer owing to their mass difference. The ratio of peak intensities in the mass spectrum for such peptide pairs reflects the abundance ratio for the two proteins.
=== Use of methylene chloride === Merck & Co. once used methylene chloride, a "priority pollutant" on the United States Environmental Protection Agency's list of pollutants and an animal carcinogen. It was used as a solvent in the manufacturing process for imipenem, an ingredient of the antibiotic Primaxin. Merck chemists and engineers subsequently replaced the compound with others having fewer negative environmental effects. Merck has also modified its equipment to provide greater control over its manufacturing process. Biological oxygen demand was reduced by 75%.
=== Signaling networks === Elucidating complex signaling pathway phosphorylation events can be difficult. In cellular signaling pathways, protein A phosphorylates protein B, and B phosphorylates C. However, in another signaling pathway, protein D phosphorylates A, or phosphorylates protein C. Global approaches such as phosphoproteomics, the study of phosphorylated proteins, which is a sub-branch of proteomics, combined with mass spectrometry-based proteomics, have been utilised to identify and quantify dynamic changes in phosphorylated proteins over time. These techniques are becoming increasingly important for the systematic analysis of complex phosphorylation networks. They have been successfully used to identify dynamic changes in the phosphorylation status of more than 6,000 sites after stimulation with epidermal growth factor. Another approach for understanding Phosphorylation Network is by measuring the genetic interactions between multiple phosphorylating proteins and their targets. This reveals interesting recurring patterns of interactions – network motifs. Computational methods have been developed to model phosphorylation networks and predict their responses under different perturbations.
Polyamides can also be synthesized from dinitriles using acid catalysis via an application of the Ritter reaction. This method is applicable for preparation of nylon 1,6 from adiponitrile, formaldehyde and water. Additionally, polyamides can be synthesized from glycols and dinitriles using this method as well.
Sources: en.wikipedia.org
=== Lev–Ly === Phoebus Levene (1869–1940). Russian-American biochemist at the Rockefeller Institute, who discovered that DNA was composed of nucleobases and phosphate. Member Natl. Acad. Sci. USA. Cyrus Levinthal (1922–1990). American molecular biologist at Columbia, known for theoretical analysis of protein folding, and for Levinthal's paradox. Alexander Levitzki (b. 1940). Israeli biochemist at the Hebrew University of Jerusalem, known for developing specific chemical inhibitors of cancer-induced protein kinases. Member of the Israel Academy of Sciences and Humanities. Michael Levitt FRS (b. 1947). American-British-Israeli-South African biophysicist at Stanford. Nobel Prize in Chemistry (2013). Member Natl. Acad. Sci. USA. Choh Hao Li (1913–1987). Chinese-American biochemist at UC Berkeley. Known for discovering and synthesizing the human pituitary growth hormone. Academician of the Chinese Academy of Sciences (Academia Sinica). Member Natl. Acad. Sci. USA. Justus von Liebig (1803–1873). German scientist at the University of Giessen who made major contributions to agricultural and biological chemistry; one of the founders of organic chemistry. Hans Lineweaver (1907–2009). American physical chemist at the U.S. Department of Agriculture, known mainly for popularizing the double-reciprocal plot. Anthony William Linnane FRS (1930–2017). Australian biochemist at Monash University, known for work on mitochondria, and in particular for the relationship between mitochondrial damage and aging. Fellow of the Australian Academy of Science. Fritz Lipmann (1899–1986).
Coordinates were measured in grades on official French terrestrial ordnance charts from the French revolution well into the 20th century. 1 grade (or in modern symbology, 1 gon) = 0.9° or 0.01 right angle. One advantage of this measure is that the distance between latitude lines 0.01 gon apart at the equator is almost exactly 1 kilometre. It would be exactly 1 km if the original definition of 1 metre = 1⁄10,000 quarter-meridian had been adhered to. One disadvantage is that common angles like 30° and 60° are expressed by fractional values (33+1⁄3 and 66+2⁄3 respectively) so this "decimal" unit failed to displace the "sexagesimal" units equilateral-vertex – degree – minute – second invented by Babylonian astronomers.
== Hybridization-based methods == Several applications have been developed that interrogate SNPs by hybridizing complementary DNA probes to the SNP site. The challenge of this approach is reducing cross-hybridization between the allele-specific probes. This challenge is generally overcome by manipulating the hybridization stringency conditions.
== Housing and development == As governor, Moore is a member of the Maryland Board of Public Works—a constitutionally appointed body that oversees many aspects of the state's finances—along with the comptroller and the state treasurer. During his first board meeting in January 2023, Moore said the state would work to include more diverse businesses in state contracts.
Because of the botched living donor kidney transplant at UPMC, the federal Organ Procurement Transplant Network (OPTN) put UPMC's transplant program on probation, a rarely used form of discipline handed down for some of the most serious transplant errors. The OPTN said it meted out the discipline not only because of the kidney transplant error, but because UPMC's transplant program was found to have problems in its communication and documentation procedures before. In April 2009, rival West Penn Allegheny Health System filed an antitrust lawsuit against the UPMC and health insurer Highmark, claiming a conspiracy to create a monopoly. The lawsuit was later dismissed with prejudice. West Penn Allegheny filed an appeal of this judgment. Upon appeal, the case was unanimously reinstated by the US Third Circuit Court of Appeals. In October 2009, UPMC's administration decision to close UPMC Braddock hospital resulted in multiple protest and lawsuits by community groups who disputed UPMC's claims that the hospital was losing money and was underutilized. The facility, now demolished in preparation for redevelopment, closed in January 2010. In April 2013, UPMC has been criticized for paying low wages, and using unfair labor practices to thwart efforts by employees to unionize, as alleged in the Service Employees International Union's complaint to the National Labor Relations Board. In addition, critics have accused the system of using noncompete agreements, preventing workers from mobilizing, and suppressing wages.
Sources: en.wikipedia.org
=== Further reading === Philip J. Kocieński: Protecting Groups, 1st ed., Georg Thieme Verlag, Stuttgart 1994, ISBN 3-13-135601-4. Peter G.M. Wuts, Theodora W. Greene: Green's Protective Groups in Organic Synthesis, 4th Ed., John Wiley & Sons Inc., Hoboken, New Jersey, ISBN 0-471-69754-0. Michael Schelhaas, Herbert Waldmann: "Schutzgruppenstrategien in der organischen Synthese", in: Angewandte Chemie, 1996, 103, pp. 2192–2219; doi:10.1002/ange.19961081805 (in German). Krzysztof Jarowicki, Philip Kocieński: "Protecting groups", in: J. Chem. Soc., Perkin Trans. 1, 1998, pp. 4005–4037; doi:10.1039/A803688H.
Opipramol, sold under the brand name Insidon among others, is an anxiolytic and tricyclic antidepressant that is used throughout Europe. Despite chemically being a tricyclic dibenzazepine (iminostilbene) derivative similar to imipramine, opipramol is not a monoamine reuptake inhibitor like most other tricyclic antidepressants, and instead acts primarily as a sigma-1 receptor agonist. It was developed by Schindler and Blattner in 1961.
=== Process of definition === To define the IU for a substance, an international collaborative study is organized by the WHO Expert Committee on Biological Standardization using various assay systems in several laboratories. The main goal of the study is to reach a consensus regarding methods of analysis and the approach to standardization so that results can be compared. The study is performed using highly purified preparations of the substance, typically in lyophilized form, called international reference preparations, or IRPs. Each preparation is divided into precisely weighed samples, with each sample stored in its own ampoule labeled with a code corresponding to the source IRP. Assays are performed using these samples and are calibrated against the previously available IU standard. These results can be quite variable; the final IU value for samples of a given IRP are determined by consensus. The IRP that provides the best results and shows the best long term stability is selected to define the next IU. This IRP is then referred to as the international standard. When a standard sample comes close to depleting, a new standard will have to be found. A new batch of the substance in question is produced and calibrated against the old one, so that the unit still represents the same amount of biological activity. Many substances have undergone several such standard sample changes. The third international standard of prolactin has nearly run out and in 2016 replacement was proposed.
=== Human mutations === 341 mutations in human OTC have been reported. At least 259 of these mutations are considered to be disease-causing mutations. 149 of these mutations are known to cause onset of hyperammonemia during the first weeks of life. 70 manifest as hyperammonemia in male patients later in life. Most of the mutations occur in known functional motifs, such as the SMG loop or CP binding domains.
The +5 state is less stable than the +3, but relatively easier to attain than with arsenic. This is explained by the poor shielding afforded the arsenic nucleus by its 3d10 electrons. In comparison, the tendency of antimony (being a heavier atom) to oxidize more easily partially offsets the effect of its 4d10 shell. Tripositive antimony is amphoteric; pentapositive antimony is (predominately) acidic. Consistent with an increase in metallic character down group 15, antimony forms salts including an acetate Sb(CH3CO2)3, phosphate SbPO4, sulfate Sb2(SO4)3 and perchlorate Sb(ClO4)3. The otherwise acidic pentoxide Sb2O5 shows some basic (metallic) behaviour in that it can be dissolved in very acidic solutions, with the formation of the oxycation SbO+2. The oxide Sb2O3 is polymeric, amphoteric, and a glass former. Antimony has an extensive organometallic chemistry (see Organoantimony chemistry).
Sources: en.wikipedia.org
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.
Validation follows a planned protocol that tests accuracy, precision, specificity, linearity, range, detection limits, quantitation limits, and robustness. Results are compared against predefined acceptance criteria. The validation report supports regulatory filing or routine use.
Revalidation may be needed after changes to column chemistry, mobile phase, detection, sample preparation, or instrument type. It can also follow a pattern of out-of-specification results. The scope depends on whether the change affects method performance.
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.