calibration curve is one of those subjects where the details matter more than the headlines. This page pulls together the background, the mechanisms, and the practical points readers ask about most.
Last reviewed on 2026-04-04. Where a claim depends on a specific study, the study is described rather than over-claimed.
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.
Routine HPLC testing compares a sample result with a calibration curve prepared from known reference standards. Peak area or peak height is plotted against concentration, and the curve is used to estimate unknown amounts. Retention time supports tentative identification when compared with a standard, though mass spectrometry or another confirmatory method may be needed for definitive identification. Pre-run checks verify repeatability, resolution, and peak symmetry before sample analysis. Limits of detection and quantification describe the smallest amounts that can be reliably observed or measured. Sample preparation, filtration, and degassing help prevent column damage and inconsistent results.
High-performance liquid chromatography is an analytical technique that separates components in a liquid sample. A pump moves a liquid mobile phase through a column packed with a solid stationary phase. Compounds interact differently with both phases and travel at different rates, leaving the column at distinct retention times. A detector records these arrivals as peaks on a chromatogram. The resulting pattern supports identification and quantification of substances in mixtures. Modern instruments use high pressure to force solvent through small particles, which improves speed and resolution compared with older low-pressure liquid chromatography methods.
Separation in HPLC depends on the chemistry of the stationary phase, the composition of the mobile phase, and the physical properties of the column. Reverse-phase separations use a nonpolar stationary phase and a polar mobile phase, and they are common for many organic compounds. Ion-exchange, size-exclusion, and normal-phase modes serve other classes of analytes. Gradient elution changes solvent strength over time, while isocratic elution holds it constant. Flow rate, temperature, particle size, and column length all influence peak shape and resolution. Detection may use ultraviolet absorbance, fluorescence, refractive index, or mass spectrometry, depending on the analyte and the required sensitivity.
| 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. |
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.
High-performance liquid chromatography, or HPLC, separates dissolved compounds by passing a liquid mobile phase through a packed column. Components distribute differently between the stationary phase and the moving liquid, so they travel at different speeds and exit at different times. A detector records these eluting bands as peaks, and peak area or height relates to amount. The technique supports testing in pharmaceuticals, foods, environmental samples, and industrial chemicals. Quantification usually depends on calibration with known standards.
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.
Method validation evaluates accuracy, precision, specificity, linearity, range, detection limit, quantitation limit, and robustness. Regulatory guidance for pharmaceuticals, foods, and environmental testing defines expected documentation and acceptance criteria. Verification confirms that a validated method works in a specific laboratory with its own instruments and reagents. Calibration curves use reference standards with known purity and traceability, while measurement uncertainty is estimated from validation data, control charts, and collaborative studies. The scope of validation depends on the method's intended use.
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.
Therefore, the Prima Porta statue marks a conscious reversal of iconography to the Greek classical and Hellenistic period, in which youth and strength were valued as signs of leadership, emulating heroes and culminating in Alexander the Great himself. Such a statue's political function was very obvious—to show Rome that the emperor Augustus was an exceptional figure, comparable to the heroes worthy of being raised to divine status on Olympus, and the best man to govern Rome.
== Cause == It is usually caused by the deficiency of the enzyme cystathionine beta synthase, mutations of other related enzymes such as methionine synthase, or the deficiency of folic acid, vitamin B12 and/or pyridoxine (vitamin B6).
The United 2026 bid beat a rival bid by Morocco during a final vote at the 68th FIFA Congress in Moscow in 2018. The previous year, FIFA president Gianni Infantino had stated that Europe (UEFA confederation) and Asia (AFC) would be excluded from the bidding following the selection of Russia for the 2018 World Cup and Qatar for the 2022 tournament. Therefore, the 2026 World Cup could be hosted by one of the remaining four confederations: CONCACAF (North America; last hosted in 1994), CAF (Africa; last hosted in 2010), CONMEBOL (South America; last hosted in 2014), or OFC (Oceania, never hosted), or potentially by AFC or UEFA in case no bid from the others met FIFA's requirements. Co-hosting of the World Cup—which had been suspended by FIFA after the 2002 edition—was approved for the enlarged 2026 tournament. Canada, Mexico, and the United States had each considered bidding for the tournament separately; the United joint bid was announced on April 10, 2017. The Moroccan bid was announced that August.
=== Early work: 1924-1933 === In 1926, while at the University of Leipzig, Schoenheimer developed a method of synthesising peptides. From 1903 to 1909, Emil Fischer's scientific work had prompted the synthesis of many peptides, however there were limitations to his method. Fischer used a halogen acyl amino acid halide coupling method. A suitable method was needed, which involved an amino blocking group being removed by a nonhydrolyptic process. This method was first proposed by Rudolph Schoenheimer, as he utilised earlier findings by Michel Bergmann which demonstrated that with a mixture of hydrogen iodide and phosphonium iodide, p-toluenesulfonyl amino acids could be detosylated reductively. Schoenheimer used the azide coupling method introduced by Theodor Curtius, and the acid chloride method introduced by Emil Fischer in order to make several peptides. In 1929, Schoenheimer investigated how different sterols impacted cholesterol deposition in rabbits. It had been assumed that only plants were able to synthesize complex compounds whilst animals were forced to obtain these compounds indirectly from plants. It was assumed also that there would only small chemical changes were necessary when modifying these compounds to suit specific needs. Previous cholesterol-balance studies indicated that under specific conditions, animals could possess the ability to form cholesterol, as it has been discovered that sometimes negative balances are present in metabolic studies, wherein more sterol is excreted than consumed.
=== Combinations with other drugs === Some beverages combine alcohol with caffeine to create a caffeinated alcoholic drink. The stimulant effects of caffeine may mask the depressant effects of alcohol, potentially reducing the user's awareness of their level of intoxication. Such beverages have been the subject of bans due to safety concerns. In particular, the United States Food and Drug Administration has classified caffeine added to malt liquor beverages as an "unsafe food additive". Ya ba contains a combination of methamphetamine and caffeine. Painkillers such as propyphenazone/paracetamol/caffeine combine caffeine with an analgesic. In combination with cannabis, known as “hippie speedball”. The ECA stack, combining ephedrine, caffeine and aspirin, is used for weight loss and performance-enhancement.
Sources: en.wikipedia.org
=== Tissue engineering === The ability of SHG to image specific molecules can reveal the structure of a certain tissue one material at a time, and at various scales (from macro to micro) using microscopy. For instance, the collagen (type I) is specifically imaged from the extracellular matrix (ECM) of cells, or when it serves as a scaffold or conjonctive material in tissues. SHG also reveals fibroin in silk, myosin in muscles and biosynthetized cellulose. All of this imaging capability can be used to design artificials tissues, by targeting specific points of the tissue : SHG can indeed quantitatively measure some orientations, and material quantity and arrangement. Also, SHG coupled to other multiphoton techniques can serve to monitor the development of engineered tissues, when the sample is relatively thin however. Of course, they can finally be used as a quality control of the fabricated tissues.
=== Autoimmune disease === Multiple autoimmune disorders are caused by the binding of IgG to self antigens. Since FcRn extends IgG half-life in the circulation, it can also confer long half-lives on these pathogenic antibodies and promote autoimmune disease.
Up to this point, most of AI's funding had gone to projects that used high-level symbols to represent mental objects like plans, goals, beliefs, and known facts. In the 1980s, some researchers began to doubt that this approach would be able to imitate all the processes of human cognition, especially perception, robotics, learning and pattern recognition, and began to look into "sub-symbolic" approaches. Rodney Brooks rejected "representation" in general and focussed directly on engineering machines that move and survive. Judea Pearl, Lotfi Zadeh, and others developed methods that handled incomplete and uncertain information by making reasonable guesses rather than precise logic. But the most important development was the revival of "connectionism", including neural network research, by Geoffrey Hinton and others. In 1990, Yann LeCun successfully showed that convolutional neural networks can recognise handwritten digits, the first of many successful applications of neural networks. AI gradually restored its reputation in the late 1990s and early 21st century by exploiting formal mathematical methods and by finding specific solutions to specific problems. This "narrow" and "formal" focus allowed researchers to produce verifiable results and collaborate with other fields (such as statistics, economics and mathematics). By 2000, solutions developed by AI researchers were being widely used, although in the 1990s they were rarely described as "artificial intelligence" (a tendency known as the AI effect).
(2026) study the evolution of amphibious hearing in pinnipeds on the basis of data from extant and extinct representatives of the group and their relatives, link its evolution to the evolution of cavernous tissue in pinniped ear canal and middle ear, and report evidence of presence of amphibious hearing in the last common ancestor of "enaliarctines" and modern pinnipeds but not in more basal members of the pinniped stem group. The first pinniped fossil from Taiwan (a femur of a member of the genus Zalophus from the Pleistocene strata from the bottom of the Taiwan Strait) is described by Sun et al. (2026). Dewaele et al. (2026) study the long bone variability of extant earless seals, finding no evidence of consistently clear genus- or species-specific shapes, and note the need for reevaluation of validity of fossil taxa described on the basis of isolated long bones. Postcranial earless seal bones with distinctive morphology are reported from the Miocene strata from Hrytsiv (Ukraine; the type locality of Planopusa semenovi) by Otriazhyi et al. (2026). Dewaele (2026) revises the fossil record of earless seals from the Miocene strata of the Chesapeake Group (Maryland and Virginia, United States), reporting evidence of presence of three seal morphotypes in the studied fossil material.
Sources: en.wikipedia.org
Posttranslational modifications, especially site-specific phosphorylation mediated either by upstream kinases or by intramolecular autophosphorylation, have been demonstrated to reversibly modulate CK1δ kinase activity. Several residues within the C-terminal regulatory domain of CK1δ were identified as targets for autophosphorylation, including Ser-318, Thr-323, Ser-328, Thr-329, Ser-331, and Thr-337. Upon autophosphorylation sequence motifs within the C-terminal domain are generated, which are able to block the catalytic center of the kinase by acting as a pseudosubstrate. Regulatory function of the C-terminal domain has furthermore been confirmed by the observation that kinase activity is increased after proteolytic cleavage of this domain. Besides autophosphorylation, site-specific phosphorylation by other cellular kinases has been demonstrated to regulate kinase activity. So far, C-terminal phosphorylation of CK1δ by upstream kinases has been confirmed for protein kinase A (PKA), protein kinase B (Akt), cyclin-dependent kinase 2/cyclin E (CDK2/E) and cyclin-dependent kinase 5/p35 (CDK5/p35), CDC-like kinase 2 (CLK2), protein kinase C α (PKCα), and checkpoint kinase 1 (Chk1). For several phosphorylation events also effects on kinase function have been described. For residue Ser-370, which can be phosphorylated at least by PKA, Akt, CLK2, PKCα and Chk1, major regulatory function has been demonstrated.
"Naram-Sin, the mighty, king of Agade, when the four quarters together revolted against him, through the love which the goddess Astar showed him, he was victorious in nine battles in one in 1 year, and the kings whom they (the rebels[?]) had raised (against him), he captured. In view of the fact that he protected the foundations of his city from danger, (the citizens of his city requested from Astar in Eanna, Enlil in Nippur, Dagan in Tuttul, Ninhursag in Kes, Ea in Eridu, Sin in Ur, Samas in Sippar, (and) Nergal in Kutha, that (Naram-Sin) be (made) the god of their city, and they built within Agade a temple (dedicated) to him. As for the one who removes this inscription, may the gods Samas, Astar, Nergal, the bailiff of the king, namely all those gods (mentioned above) tear out his foundations and destroy his progeny."
=== Dextran hydrogel colon-targeting === The colon is an ideal target for dextran hydrogel drug delivery systems due to the presence of dextranases. Dextran can be cross-linked with diisocyanate to form a hydrogel that can be loaded with hydrocortisone to treat swelling or inflammation in the colon. Hydrogels can also be synthesized from crosslinking epichlorohydrin (ECH) with dextran. Dextran-ECH hydrogels can be loaded with salmon calcitonin (sCT) to treat bone diseases. Dextran-ECH hydrogels loaded with sCT achieved comparable release rates to other polymeric hydrogels in the colon.
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.
HPLC testing measures the presence and amount of one or more compounds in a liquid sample. It separates mixture components and records detector responses as peaks, which are compared with reference standards. Results are usually reported as concentrations or relative percentages.