A practical reference on Calibration curve: what it is, how it behaves, what the literature reports, and where the honest uncertainties sit.
Reviewed 2026-05-03. Anything still debated is marked as such rather than presented as settled.
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.
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.
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.
| Property | Value | Notes |
|---|---|---|
| Accuracy | Closeness to true value | Often assessed by recovery of spiked samples |
| Precision | Agreement among repeated measurements | Often reported as relative standard deviation |
| Specificity | Ability to measure analyte without interference | Must separate analyte from impurities and matrix |
| Linearity | Proportional detector response | Evaluated across a defined concentration range |
| Robustness | Resistance to small method changes | Tests flow rate, pH, temperature, and mobile phase composition |
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.
Method validation establishes that an HPLC procedure is suitable for its intended purpose. Typical parameters include accuracy, precision, specificity, linearity, range, limit of detection, limit of quantitation, robustness, and solution stability. Accuracy reflects closeness to a reference value, while precision reflects agreement among repeated measurements. Specificity shows whether the method can measure the analyte without interference from matrix components. Validation is documented through protocols and reports, and the required extent depends on the method's use and regulatory context.
Routine quality control uses system suitability, blank injections, check standards, and control samples to detect drift or contamination. System suitability criteria may specify minimum resolution, maximum tailing factor, and a permitted range for repeated injections. Blank injections reveal carryover or solvent contamination, while check standards confirm calibration accuracy over a batch. Control samples with known analyte levels can show whether results remain within statistical limits. When a control result falls outside limits, the analyst investigates the cause and may invalidate affected results before repeating the batch.
Documentation and traceability are central to regulated HPLC testing. Records typically include instrument logs, column history, mobile-phase preparation, sample preparation, injection sequences, raw chromatograms, and audit trails. Electronic systems may require user access controls, time-stamped changes, and backup procedures. Training records show that analysts are qualified for assigned methods. Audits and inspections check whether written procedures match actual practice and whether deviations are documented. These controls support reproducibility and allow results to be reconstructed if questions arise later.
High-performance liquid chromatography is an analytical technique that separates components of a liquid sample by passing it through a packed column under pressure. A pump delivers a mobile phase at a controlled flow rate, and an injector introduces the sample into the stream. Differences in interaction with the stationary phase cause analytes to migrate at different rates. Detectors record elution as peaks, and a data system converts signals into a chromatogram. The method is suited to compounds that dissolve in a liquid and are not volatile enough for gas chromatography.
Reversed-phase chromatography dominates modern HPLC testing, using a nonpolar stationary phase such as chemically bonded octadecyl groups and a polar mobile phase of water mixed with organic solvent. Analytes partition between the mobile and stationary phases according to hydrophobicity. Gradient elution changes the mobile phase composition over time to separate compounds with a wide range of retention. Isocratic elution keeps the composition constant and is simpler for routine assays. Column temperature, pH, and flow rate influence selectivity, peak shape, and retention time, so these parameters are controlled during a validated method.
Detection in HPLC testing commonly relies on ultraviolet-visible absorbance, fluorescence, refractive index, or mass spectrometry. A diode array detector records full spectra across a wavelength range, which helps identify co-eluting peaks. Mass spectrometry provides mass-to-charge ratios and can confirm molecular identity at low concentrations. The choice of detector depends on analyte structure, required sensitivity, and whether quantitation or identification is the goal. No single detector works for every compound, and method development often compares responses before selecting one.
by Night, aired from 2018 to 2021. L.A. by Night is set in the aftermath of the events of Bloodlines, and features characters from the game. Initially developed by Geek & Sundry, Paradox took over production in 2020 for the show's fourth and fifth seasons.
Bexagliflozin was approved in the United States under the brand name Brenzavvy in January 2023. Canagliflozin is the first SGLT2 inhibitor to be approved for use in the United States. It was approved in March 2013, under the brand name Invokana, and it was also marketed throughout the European Union under the same name. Dapagliflozin (brand name Forxiga) was approved by the EU in 2012, the first SGLT2 inhibitor approved anywhere. It was approved for use in the United States under the brand name Farxiga in January 2014. Empagliflozin, approved in the United States in August 2014, under the brand name Jardiance by Boehringer Ingelheim. Of the gliflozins, empagliflozin and tofogliflozin have the highest specificity for SGLT2 inhibition. This oral medicine for type 2 diabetes has been shown to reduce the risk of cardiovascular death. Enavogliflozin, developed by GC Pharma and Daewoong Pharmaceutical. Approved for clinical use in South Korea and Ecuador. Ertugliflozin was approved in the United States under the brand name Steglatro in December 2017. Henagliflozin, selective SGLT2 inhibitor. Approved in China in 2022. Ipragliflozin, produced by the Japanese company Astellas Pharma Inc. under the brand name Suglat, approved in Japan in January 2014. Luseogliflozin, developed by Taisho Pharmaceutical, was approved in Japan in March 2014, under the brand name Lusefi. Remogliflozin etabonate was commercially launched first in India by Glenmark in May 2019.
== Method of transport == Hemolymph fills the whole interior (the hemocoel) of the animal's body and surrounds all cells. In the grasshopper, the closed portion of the system consists of tubular hearts and an aorta running along the dorsal side of the insect. The hearts pump hemolymph into the chambers — called sinuses — of the hemocoel where exchanges of materials take place. Coordinated movements of the body muscles gradually bring the hemolymph back to the dorsal sinus surrounding the hearts. Between contractions, tiny valves — called ostia — in the walls of the hearts open and allow hemolymph to enter. Hemolymph contains hemocyanin, a copper-based protein that turns blue when oxygenated, causing the hemolymph to turn from grey to blue-green in color. This contrasts with the iron-based hemoglobin found in the red blood cells of vertebrate blood which turns a brighter red when oxygenated. The hemolymph of lower arthropods, including most insects, contains nutrients such as proteins and sugars but is not used for oxygen transport. These animals respirate through other means, such as tracheas. Ancestral and functional hemocyanin has, however, been found in the hemolymph of some insects. Insect hemolymph generally does not carry hemoglobin, but hemoglobin may be present in the tracheal system and may play some role in respiration there. Muscular movements by the animal during locomotion can facilitate hemolymph movement, but diverting flow from one area to another is limited.
Sources: en.wikipedia.org
Reuse of needles and syringes has caused spread of diseases, especially HIV and hepatitis, among intravenous drug users. Syringes are also commonly reused by diabetics, as they can go through several in a day with multiple daily insulin injections, which becomes an affordability issue for many. Even though the syringe and needle are only used by a single person, this practice is still unsafe as it can introduce bacteria from the skin into the bloodstream and cause serious and sometimes lethal infections. In medical settings, single-use needles and syringes effectively reduce the risk of cross-contamination. Medical syringes are sometimes used without a needle for orally administering liquid medicines to young children or animals, or milk to small young animals, because the dose can be measured accurately and it is easier to squirt the medicine into the subject's mouth instead of coaxing the subject to drink out of a measuring spoon.
Under various conditions, G-actin molecules polymerize into longer threads called "filamentous-" or "F-actin". These F-actin threads are typically composed of two helical strands of actin wound around each other, forming a 7 to 9 nanometer wide helix that repeats every 72 nanometers (or every 14 G-actin subunits). In F-actin threads, G-actin molecules are all oriented in the same direction. The two ends of the F-actin thread are distinct from one another. At one end – designated the (−) end – the ATP-binding cleft of the terminal actin molecule is facing outward. At the opposite end – designated (+) – the ATP-binding cleft is buried in the filament, contacting the neighboring actin molecule. As F-actin threads grow, new molecules tend to join at the (+) end of an existing F-actin strand. Conversely, threads tend to shrink by shedding actin monomers from the strand's (−) end. Some proteins, such as cofilin appear to increase the angle of turn, but again this could be interpreted as the establishment of different structural states. These could be important in the polymerization process. There is less agreement regarding measurements of the turn radius and filament thickness: while the first models assigned a length of 25 Å, current X-ray diffraction data, backed up by cryo-electron microscopy suggests a length of 23.7 Å. These studies have shown the precise contact points between monomers. Some are formed with units of the same chain, between the "barbed" end on one monomer and the "pointed" end of the next one.
Several Latin American and Caribbean countries have, at times, faced allegation governments involvement in the illegal drug trade the 1970s and 1980s.In 1978 and 1980, so called "cocaine coups" in Honduras and Bolivia brought such governments to power that were linked to drug trafficking networks (see illegal drug trade in Honduras and illegal drug trade in Bolivia). In Panama, Manuel Noriega, a long-term drug trafficker, served as a head of military from 1983 to 1989, during which he maintained ties with the CIA. The Colombian parapolitics scandal revealed links between parts of the Colombian establishment and the United Self-Defense Forces of Colombia (AUC), a paramilitary group responsible for killing tens of thousands of Colombian civilians, which controls over 75% of the Colombian cocaine trade. The illegal drug trade in Peru was until 2000 shaped by Vladimiro Montesinos's involvement; he had been head of the country's intelligence service since 1990. In 2010 it was alleged that the Mexican Sinaloa cartel had used bribery to co-opt the federal government and focus the government's anti-drug efforts on its competitors. According to Peter Dale Scott, "The Guadalajara Cartel, Mexico's most powerful drug-trafficking network in the early 1980s, prospered largely because it enjoyed the protection of the DFS, under its chief Miguel Nazar Haro, a CIA asset." Now, in the 21st century, there are still major issues with government corruption in Latin America.
== Structure == Peptide YY is related to the pancreatic peptide family by having 18 of its 36 amino acids located in the same positions as pancreatic peptide. The two major forms of peptide YY are PYY1-36 and PYY3-36, which have PP fold structural motifs. However, the most common form of circulating PYY immunoreactivity is PYY3-36, which binds to the Y2 receptor (Y2R) of the Y family of receptors. Peptide YY3-36 (PYY) is a linear polypeptide consisting of 36 amino acids with structural homology to NPY and pancreatic polypeptide. The PP-fold motif is found throughout this family and relates to the 3D structure. The PP-fold is formed through the incorporation of certain residues which are predominately Pro2, Pro5, Pro8, Gly9, Tyr20 and Tyr27. This PP-fold has been found to protect the peptide against enzymatic attack as well as producing a hydrophobic pocket which is inherently overall energy reducing. In addition to containing the PP-fold motif, PYY and its derivative PYY3- 36 also have a high C-terminal α-helix proportion, suggested to be extremely important for the structural integrity of PYY.
Sources: en.wikipedia.org
=== Disorders of osteoid mineralization === Defective mineralization of osteoid leads to several important clinical conditions characterized by accumulation of unmineralized matrix. Rickets: Occurs in children when defective mineralization affects the growth plate and osteoid. The condition results from calcium or phosphate deficiency, either isolated or secondary to vitamin D deficiency. In rickets, the mineralization defect leads to accumulation of osteoid in bone tissue below the growth plate, resulting in weak bones and deformities. Osteomalacia: The adult equivalent of rickets, osteomalacia is characterized by softened bones due to impaired mineralization of osteoid. Vitamin D deficiency is the most common cause, though calcium or phosphate deficiency can also result in osteomalacia. The condition manifests as bone pain, muscle weakness, and increased fracture risk. Histomorphometric characteristics of osteomalacia include:
== Biological significance == Chondronectin helps keep joint tissue strong and properly supported. By helping cells attach to the surrounding framework, it supports cartilage structure, and these cells produce and repair the materials that cushion bones. To function properly, they must stay attached to collagen. This stable bond helps cartilage handle daily pressure and movement, while strong connections also help prevent the tissue from gradually breaking down over time. Joints experience less wear when these cells remain connected. Articular cartilage takes on heavy pressure every day. Special proteins help by holding the cells and tissue together, which kepp the whole structure from gradually becoming weak over time. Chondronectin is one protein that perfroms this supportive role. It helps keep the cells and fibers in the proper place. This organized layout helps the surrounding area remain balanced and also helps joints handle normal wear over time. Cartilage cells must stay attached to their base in order to survive. This bond helps tissues handle stress and remain durable over time. A protein called chondronectin helps support this important process. It is not found in the highest amounts within the joint, but its adhesive role still helps maintain normal cartilage movement and support.
=== Genetics === A familial tendency to develop autoimmune diseases suggests a genetic component. Some conditions, like lupus and multiple sclerosis, often occur in several members of the same family, indicating a potential hereditary link. Additionally, certain genes have been identified that increase the risk of developing specific autoimmune diseases.
Sources: en.wikipedia.org
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.
Validation demonstrates that a method produces reliable results for a defined purpose. It documents performance limits and acceptance criteria. Regulated industries require validation before routine testing of products or samples.
Retention time shifts can arise from changes in mobile phase composition, pH, temperature, column age, or flow rate. Contamination or worn seals may also alter pressure and delivery. Systematic checks of these factors help identify the cause.
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.