calibration curve 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.
Last reviewed on 2025-11-16. Where a claim depends on a specific study, the study is described rather than over-claimed.
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.
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.
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.
| 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 |
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.
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.
Regulatory and pharmacopeial texts shape how HPLC testing is performed and documented. The International Council for Harmonisation provides validation guidance, while pharmacopeias publish general chromatography chapters and monographs for specific materials. Accreditation standards such as ISO/IEC 17025 address laboratory competence and traceability. Inspectors may review instrument qualification, analyst training, reference material control, and electronic records. Open questions include how best to validate methods for new complex products and how to handle automated data processing. Laboratories generally resolve these issues through risk assessment, method lifecycle management, and documented scientific justification.
In quality control laboratories, HPLC testing supports batch release, raw material checks, stability studies, and impurity profiling. A validated method defines sample preparation, instrument settings, calibration, and acceptance criteria. Analysts compare results with specifications and investigate out-of-specification outcomes before a batch is approved. Documentation includes chromatograms, integration records, audit trails, and reagent details. Because results influence product decisions, laboratories follow formal quality systems and data integrity rules. The exact tests and limits depend on the material, its intended use, and the applicable regulatory framework.
Method validation examines whether an HPLC procedure is suitable for its intended purpose. Common parameters include accuracy, precision, specificity, linearity, range, detection limit, quantification limit, and robustness. Accuracy describes closeness to a true or accepted value, while precision describes agreement among repeated measurements. Specificity shows whether the method can measure the analyte without interference from related substances. Robustness tests small deliberate changes in flow, temperature, or solvent composition. Validation is not a one-time event; methods may need partial revalidation after changes to instruments, columns, sample handling, or specification limits. Regulatory guidance provides frameworks, but some details remain method-specific.
David Neal, the former Independent Chief Inspector of Borders and Immigration, has described the Home Office is dysfunctional and in urgent need of reform, citing problems with immigration as an example. 12 March – A spokesman for the prime minister describes the remarks allegedly made by Frank Hester about Diane Abbott as "racist and wrong". A recall petition opens in the Blackpool South constituency following Scott Benton's 35 day suspension from Parliament. 13 March – Sunak tells Prime Minister's Questions he will not return £10m donated to the Conservative Party by Frank Hester, because he has apologised and "his remorse should be accepted". The UK government announces a scheme to offer failed asylum seekers £3,000 if they agree to move to Rwanda voluntarily. The UK government announces a ban on foreign state ownership of British newspapers and news magazines following controversy over a potential purchase of The Telegraph by a consortium backed by the United Arab Emirates. Middlesbrough MP Andy McDonald regains the Labour whip. 14 March – Russia is reported to have jammed the GPS signal of an RAF plane carrying Defence Secretary Grant Shapps back to the UK from Poland the previous day for around 30 minutes as the plane flew near the border of the Russian territory of Kaliningrad. Speaking in the House of Commons, Secretary of State for Levelling Up, Housing and Communities Michael Gove outlines the UK government's new definition of extremism, and names five groups that would be assessed against the new criteria.
Albiglutide (trade names Eperzan in Europe and Tanzeum in the US) is a glucagon-like peptide-1 agonist (GLP-1 agonist) drug marketed by GlaxoSmithKline (GSK) for treatment of type 2 diabetes. In 2017 GSK announced Albiglutide's withdrawal from the worldwide market for economic reasons, and remaining stocks in the supply chain were effectively depleted by 2018. Albiglutide was used for the treatment of type 2 diabetes in adults. It can be used alone (if metformin therapy is ineffective or not tolerated) or in combination with other antidiabetic drugs, including insulins. According to a 2015 analysis, albiglutide is less effective than other GLP-1 agonists for lowering glycated hemoglobin (HbA1c, an indicator for long-term blood glucose control) and weight loss. It also seems to have fewer side effects than most other drugs of this class, except for reactions at the injection site which are more common under albiglutide than, for example, under liraglutide.
=== Other incidents === On 13 September 1999, six people tried to steal 60Co rods from a chemical plant in the city of Grozny, Chechen Republic, Russia. During the theft, the suspects opened the radioactive material container and handled it, resulting in the deaths of three of the suspects and injury of the remaining three. The suspect who held the material directly in his hands died of radiation exposure 30 minutes later. This incident is described as an attempted theft, but some of the rods are reportedly still missing.
Albumin I (PA1b) is a hormone-like peptide found in the seeds of legumes such as the pea plant (Pisum sativum) or soya bean (Glycine max) which have been shown to have insecticidal properties. It stimulates kinase activity upon binding a membrane bound 43 kDa receptor within the plant which affects cell proliferation. The structure reveals an inhibitor cystine knot (knottin)-like fold, comprising three beta strands.
Sources: en.wikipedia.org
=== Transmission === B. canis is commonly transmitted during sexual intercourse, as well as physical contact with infected bodily fluids. B. canis is passed through contact with fluids from the mucous membranes of the genitals (semen and vaginal discharge), eyes, and oronasal cavities. The highest bacterial loads of B. canis are found in the genital secretions of dogs infected with the bacteria. Contact can occur during sexual activity as well as other daily grooming and social interactions. Though dog-to-dog transmission is most commonly during breeding, it can also happen after contact with uterine discharge, semen, and aborted material. High levels of B. canis exist in these secretions in the six weeks following abortion in females, and around six to eight weeks following infection in males. Lower levels of B. canis still remain in the semen of infected males for two years following infection, which can serve as a large source of transmission to other dogs. Offspring of infected females can be infected with B. canis through intrauterine vertical transmission or via drinking the milk of the infected female. Urine can also serve as a route of transmission in males, as the bladder resides in close proximity to the prostate and epididymus. The bacterial load in the urine of infected dogs is lower than in genital discharges. In their urine, infected dogs can carry up to 106 bacteria per milliliter, compared to the genital discharges that can carry up to 1010 bacteria per milliliter. This leads to contamination of the urine making it another vehicle for B. canis transmission.
== History == KNX-100 was first described in the scientific literature by 2012. It was originated at the University of Sydney by Iain McGregor and Michael Bowen and colleagues and is under development by Kinoxis Therapeutics in partnership with Boehringer Ingelheim. In 2018, it was reported that KNX-100 had been under development for more than a decade. The drug was identified via a phenotypic screen of compounds derived from a fragment-based drug discovery system targeting the oxytocin system. In January 2026, it was disclosed that KNX-100's mechanism of action is inhibition of the enzyme arachidonate 15-lipoxygenase (ALOX15).
On 27 April 2022, Zardari was sworn in as Foreign Minister of Pakistan under Prime Minister Shehbaz Sharif following the removal of Imran Khan from the premiership amidst a constitutional crisis. President Arif Alvi administered his oath of office. At 33 years old, he became the youngest foreign minister in Pakistan's history. Upon assuming office, Bhutto Zardari outlined a foreign policy centred on “peace through dialogue,” economic diplomacy, and the revitalisation of Pakistan’s global image. During his first month in office, he visited China to discuss the advancement China–Pakistan Economic Corridor, and he met with his counterpart, Wang Yi. In September 2022, he visited the United States and met with U.S. Secretary of State Antony Blinken in Washington, D.C. to commemorate the 70th anniversary of Pakistan-U.S. diplomatic relations.
=== Reports === "Combattre les violences faites aux femmes" [Combating violence against women] (in French). Archived from the original on April 23, 2021. "Bilan de l'application des dispositifs promouvant l'égalité professionnelle entre femmes et hommes" [Review of the implementation of measures promoting professional equality between women and men] (in French). Archived from the original on April 23, 2021. "Femmes éloignées du marché du travail" [Women who are distant from the labor market] (in French). Archived from the original on January 28, 2021. "Kit pour agir contre le sexisme" [Kit to take action against sexism] (in French). November 14, 2016. Retrieved May 8, 2025. "Le sexisme dans le monde du travail" [Sexism in the workplace] (PDF). Conseil Supérieur de l'égalité professionnelle (in French). Archived from the original (PDF) on March 31, 2015. "Écart de rémunération entre hommes et femmes en Europe : faits et chiffres" [Gender pay gap in Europe: facts and figures]. Parlement Européen (in French). March 4, 2020. Archived from the original on January 23, 2021.
=== Approval ratings === In a survey conducted by Ipespe/Febraban and released in February 2023, Lula's third government was rated as good or excellent by 40% of Brazilians, regular by 27%, and bad or terrible by 28%, while 5% did not respond. In the following month, between the 2nd and 6th, Ipec conducted an analysis that was released on the 19th; in it, 41% of Brazilians rated the government as "good or excellent", 30% considered the administration "regular", and 24% thought it was "bad or terrible"; 5% did not know or preferred not to respond. In this way, Lula began his third term with higher approval than his predecessor, Jair Bolsonaro, who in March 2019 was considered "good or excellent" by 34%. Regarding confidence in Lula, 53% of the population said they trusted him, while 43% stated that they did not trust him and 4% preferred not to express an opinion. Finally, the survey found that the president's way of governing had the approval of 57% of Brazilians. On 29 and 30 March, Datafolha interviewed 2,028 people in 126 municipalities, and the Lula government was rated as excellent or good by 38%, regular by 30%, and bad or terrible by 29% of respondents. On 23 May, according to a new survey, 54% of respondents approved of the government, while 39% of respondents disapproved of the government. In June 2023, according to a new Ipec survey, the Lula government had the approval of 37% of the population, while 32% considered it regular, 28% disapproved of it, and 3% did not know how to answer.
Sources: en.wikipedia.org
Ubenimex (INN), also known more commonly as bestatin, is a competitive, reversible protease inhibitor. It is an inhibitor of arginyl aminopeptidase (aminopeptidase B), leukotriene A4 hydrolase (a zinc metalloprotease that displays both epoxide hydrolase and aminopeptidase activities), alanyl aminopeptidase (aminopeptidase M/N), leucyl/cystinyl aminopeptidase (oxytocinase/vasopressinase), and membrane dipeptidase (leukotriene D4 hydrolase). It is being studied for use in the treatment of acute myelocytic leukemia and lymphedema. It is derived from Streptomyces olivoreticuli. Ubenimex has been found to inhibit the enzymatic degradation of oxytocin, vasopressin, enkephalins, and various other peptides and compounds.
Cilengitide, a cyclic pentapeptide (RGDfV), is an investigational drug intended to block the growth of new blood vessels in tumors by interfering with the activation of integrin αVβ3. This integrin is upregulated in tumor and activated endothelial cells. This and other anti-angiogenic therapies depend on cutting off the blood supply to the tumor micro-environment, leading to hypoxia and necrosis. Cilengitide has been evaluated for the treatment of glioblastoma, but, as is the case for other anti-angiogenic therapies, has not been shown to alter progression or improve survival either alone or in combination with standard treatments. CEND-1, also known as iRGD, is a cyclic peptide that homes to tumors via binding to integrin alpha V receptors. It also binds and activates neuropilin-1, leading to a temporary opening of the tumor and an enhanced delivery of anti-cancer agents into the tumor tissue. It is currently being tested in clinical trials in solid tumor patients.
Iron-sulfur protein NUBPL (IND1) also known as nucleotide-binding protein-like (NUBPL), IND1 homolog, Nucleotide-binding protein-like or huInd1 is an iron-sulfur (Fe/S) protein that, in humans, is encoded by the NUBPL gene, located on chromosome 14q12. It has an early role in the assembly of the mitochondrial complex I assembly pathway. NUBPL is located on the q arm of chromosome 14 in position 12 and has 18 exons. The NUBPL gene produces a 5.9 kDa protein composed of 54 amino acids. The structure of the protein includes a presumed iron-sulfur binding (CxxC) signature, a nucleotide-binding domain which has been highly conserved, and a mitochondrial targeting sequence in the N-terminal. NUBPL is required for the assembly of complex I, which is composed of 45 evolutionally conserved core subunits, including both mitochondrial DNA and nuclear encoded subunits. One of its arms is embedded in the inner membrane of the mitochondria, and the other is embedded in the organelle. The two arms are arranged in an L-shaped configuration. The total molecular weight of the complex is 1MDa.
Nuclear fission products are the atomic fragments left after a large atomic nucleus undergoes nuclear fission. Typically, a large nucleus like that of uranium fissions by splitting into two smaller nuclei, along with a few neutrons, the release of heat energy (kinetic energy of the nuclei), and gamma rays. The two smaller nuclei are the fission products. (See also Fission products (by element)). About 0.2% to 0.4% of fissions are ternary fissions, producing a third light nucleus such as helium-4 (90%) or tritium (7%). The fission products themselves are usually unstable and therefore radioactive. Due to being relatively neutron-rich for their atomic number, many of them quickly undergo beta decay. This releases additional energy in the form of beta particles, antineutrinos, and gamma rays. Thus, fission events normally result in beta and additional gamma radiation that begins immediately after, even though this radiation is not produced directly by the fission event itself. The produced radionuclides have varying half-lives, and therefore vary in radioactivity. For instance, strontium-89 and strontium-90 are produced in similar quantities in fission, and each nucleus decays by beta emission. But 90Sr has a 30-year half-life, and 89Sr a 50.5-day half-life. Thus in the 50.5 days it takes half the 89Sr atoms to decay, emitting the same number of beta particles as there were decays, less than 0.4% of the 90Sr atoms have decayed, emitting only 0.4% of the betas. The radioactive emission rate is highest for the shortest lived radionuclides, although they also decay the fastest.
DPP-4 is a serine protease located on the cell surfaces throughout the body. In plasma, DPP-4 enzyme rapidly inactivates incretins including GLP-1 and GIP which are produced in the intestine depending on the blood glucose level and contribute to the physiological regulation of glucose homeostatis. Active GLP-1 and GIP increase the production and release of insulin by pancreatic beta cells. GLP-1 also reduces the secretion of glucagon by pancreatic alpha cells, thereby resulting in a decreased hepatic glucose production. However these incretins are rapidly cleaved by DPP-4 and their effects last only for a few minutes. DPP-4 inhibitors block the cleavage of the gliptins and thus lead to an increased insulin level and a reduced glucagon level in a glucose-dependent way. This results in a decrease of fasting and postprandial glycemia, as well as HbA1c levels.
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.
It measures the amounts and identities of compounds in liquid samples by separation and detection. Depending on the detector and reference standards, results can be qualitative or quantitative. The technique is used in fields such as pharmaceutical analysis, food safety, and environmental monitoring.