The short version of data integrity fits in a sentence. The long version — which is the one that helps — is below.
Reviewed 2026-05-23. Anything still debated is marked as such rather than presented as settled.
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.
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.
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.
| Property | Value | Notes |
|---|---|---|
| Primary guidance | ICH Q2(R2) | Analytical procedure validation |
| Compendial chapter | USP <621> | Chromatography general chapter |
| Validation parameter | Accuracy | Closeness to accepted true value |
| System suitability check | Peak resolution | Ensures separation between adjacent peaks |
| Data record | Audit trail | Supports data integrity and traceability |
Instrumentation includes a solvent delivery system, an autosampler, a column oven, and one or more detectors. Reversed-phase columns with chemically modified silica are widely used, but normal-phase, ion-exchange, size-exclusion, and affinity modes exist for specific separations. Detectors may rely on ultraviolet absorbance, fluorescence, refractive index, or mass spectrometry. Column temperature, mobile phase composition, and flow rate are adjusted to improve resolution. System pressure is monitored because rising pressure can indicate column blockage or deteriorating packing.
Separation performance depends on particle size, pore size, column length, and the chemistry of the stationary phase. Smaller particles generally improve efficiency but require higher pressure and suitable instrumentation. The mobile phase often contains buffers and organic solvents that influence retention and selectivity. Testing labs select conditions based on the analytes, sample matrix, and required sensitivity. Method development frequently involves screening several columns and solvent mixtures before a final set of conditions is chosen.
High-performance liquid chromatography is an analytical technique that separates components in a liquid sample by passing them 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 how analytes partition between the mobile phase and the stationary phase cause them to exit the column at different times. Detection then records a signal proportional to the amount of each separated substance. The resulting chromatogram provides retention times and peak areas for identification and quantification.
=== Medicine === Gamma rays from americium-241 have been used to provide passive diagnosis of thyroid function. This medical application is now obsolete. Americium-241's gamma rays can provide reasonable quality radiographs, with a 10-minute exposure time. 241Am radiographs have only been taken experimentally due to the long exposure time which increases the effective dose to living tissue. Reducing exposure duration reduces the chance of ionization events causing damage to cells and DNA, and is a critical component in the "time, distance, shielding" maxim used in radiation protection.
A common presentation of sleep apnea in children with autism is insomnia. All known genetic syndromes which are linked to autism have a high prevalence of sleep apnea. The prevalence of sleep apnea in Down's Syndrome is 50% - 100%. Sleep problems and OSA in this population have been linked to language development. Since autism manifests in the early developmental period, sleep apnea in Down's Syndrome and other genetic syndromes such as Fragile X start early (at infancy or shortly after), and sleep disturbances alter brain development, it's plausible that some of the neurodevelopmental differences seen in these genetic syndromes are at least partially caused by the effects of untreated sleep apnea.
Backup process monitoring: Enterprise client-server backup applications need a user interface that allows administrators to monitor the backup process, and proves compliance to regulatory bodies outside the organization; for example, an insurance company in the USA might be required under HIPAA to demonstrate that its client data meet records retention requirements. User-initiated backups and restores: To avoid or recover from minor disasters, such as inadvertently deleting or overwriting the "good" versions of one or more files, the computer user—rather than an administrator—may initiate backups and restores (from not necessarily the most-recent backup) of files or folders.
=== Nomenclature === The German chemist Wilhelm Körner suggested the prefixes ortho-, meta-, para- to distinguish di-substituted benzene derivatives in 1867; however, he did not use the prefixes to distinguish the relative positions of the substituents on a benzene ring. It was the German chemist Carl Gräbe who, in 1869, first used the prefixes ortho-, meta-, para- to denote specific relative locations of the substituents on a di-substituted aromatic ring (viz, naphthalene). In 1870, the German chemist Viktor Meyer first applied Gräbe's nomenclature to benzene.
== Function in protein elongation == EF-G catalyzes the translocation of the tRNA and mRNA down the ribosome at the end of each round of polypeptide elongation. In this process, the peptidyl transferase center (PTC) has catalyzed the formation of a peptide bond between amino acids, moving the polypeptide chain from the P site tRNA to the A site tRNA. The 50S and 30S ribosomal subunits are now allowed to rotate relative to each other by approximately 7°. The subunit rotation is coupled with the movement of the 3' ends of both tRNA molecules on the large subunit from the A and P sites to the P and E sites, respectively, while the anticodon loops remain unshifted. This rotated ribosomal intermediate, in which the first tRNA occupies a hybrid A/P position and the second tRNA occupies a hybrid P/E position is a substrate for EF-G-GTP. As a GTPase, EF-G binds to the rotated ribosome near the A site in its GTP-bound state, and hydrolyzes GTP, releasing GDP and inorganic phosphate:
Sources: en.wikipedia.org
He'd say, 'Hey, I did this. Not you.'" Starr still blamed himself for the death of Staley, and had kept the story a secret until his appearance on Celebrity Rehab. During this same interview, Staley's mother recalled that he had attempted rehab fourteen times, although it is not clear whether any of these attempts were during his reclusive years. Starr was found dead on March 8, 2011, as a result of a prescription drug overdose.
Potatoes naturally produce solanine and chaconine, a related glycoalkaloid, as a defense mechanism against insects, disease, and herbivores. Potato leaves, stems, and shoots are naturally high in glycoalkaloids. When potato tubers are exposed to light, they turn green and increase glycoalkaloid production. This is a natural defense to help prevent the uncovered tuber from being eaten. The green colour is from chlorophyll, and is itself harmless. However, it is an indication that increased level of solanine and chaconine may be present. In potato tubers, 30–80% of the solanine develops in and close to the skin, and some potato varieties have high levels of solanine. Some potato diseases, such as late blight, can dramatically increase the levels of glycoalkaloids present in potatoes. Tubers damaged in harvesting and/or transport also produce increased levels of glycoalkaloids; this is believed to be a natural reaction of the plant in response to disease and damage. Also, the tuber glycoalkaloids (such as solanine) can be affected by some chemical fertilization. For example, different studies have reported that glycoalkaloids content increases by increasing the concentration of nitrogen fertilizer. Green colouring under the skin strongly suggests solanine build-up in potatoes, although each process can occur without the other. A bitter taste in a potato is another – potentially more reliable – indicator of toxicity. Because of the bitter taste and appearance of such potatoes, solanine poisoning is rare outside conditions of food shortage.
Jessie McTavish, a nurse convicted and then controversially cleared of the 1974 murder of an 80-year-old patient with insulin, has been identified as the likely inspiration for Norris. She had worked at Ruchill Hospital in Glasgow, less than a mile from where Norris grew up. She had been released on appeal after her defence team successfully argued that the trial judge had inadvertently misled the jury in his final summing up, even though the appeal court judges said that it was something a "few words could have cured" and that there was enough evidence to support the prosecution. Norris's personal tutor at university gave a specific talk to him and other students on her case on 11 January 2001, a year before Norris committed his first attack, in which Norris used the same method as McTavish had been accused of using. Norris was tasked with "reviewing" her conduct, and in doing so, he would have learned that insulin is the perfect weapon for murder because it leaves the blood very quickly. Just like Norris, McTavish had 'predicted' the exact time when a healthy patient would die. She was able to continue her career in nursing after she was released on appeal. Norris had notably also attended lectures in 1999 on diabetes and the treatment of diabetic patients with insulin, where he learned about the consequences of blood sugars being too high or too low.
== Legume-based == Burmese tofu – made from water, chickpea flour and turmeric Falafel – a traditional Middle Eastern bean fritter, believed to have been created by ancient Copts as a meat substitute during Lent Härkis – a brand of processed ground fava beans
Sources: en.wikipedia.org
"the difficulties [our troops face] come from the two decisions that I had the most insight into that were made in this more or less alternative decision-making process. And those two decisions were the inept and incompetent planning for post-invasion Iraq, and [...] the decision... from that alternative decision-making process to depart from the Geneva Conventions and from international law, in general. "[The President's memorandum said] the spirit of Geneva would be adhered to... consistent with military necessity. [...] It did not say 'consistent with national security demands.' It did not say 'consistent with the demands of the war on terror.' It said 'consistent with military needs.' Now, military needs are very simple and clear to a man like me who spent 31 years in the military. It means that if one of my buddy's life is threatened or my life is threatened, I can take drastic action. I can even shoot a detainee. And I can expect not to be punished under Geneva, or at least if I am court-martialed, I have a defense. It doesn't mean that I can take a detainee in a cold, dark cell in Bagram, Afghanistan, for example, in December 2002, shackled to the wall, and pour cold water on him at intervals when the outside temperature is 50 degrees anyway, and eventually kill him, which is what happened." The Haditha killings occurred on November 19 in the town of Haditha, Iraq. A convoy of United States Marines was attacked with an improvised explosive device which killed Lance Corporal Miguel Terrazas.
Blood transfusion is the process of transferring blood products into a person's circulation intravenously. Transfusions are used for various medical conditions to replace lost components of the blood. Early transfusions used whole blood, but modern medical practice commonly uses only components of the blood, such as red blood cells, plasma, platelets, and other clotting factors. White blood cells are transfused only in very rare circumstances, since granulocyte transfusion has limited applications. Whole blood has come back into use in the trauma setting. Red blood cells (RBC) contain hemoglobin and supply the cells of the body with oxygen. White blood cells are not commonly used during transfusions, but they are part of the immune system and also fight infections. Plasma is the "yellowish" liquid part of blood, which acts as a buffer and contains proteins and other important substances needed for the body's overall health. Platelets are involved in blood clotting, preventing the body from bleeding. Before these components were known, doctors believed that blood was homogeneous. Because of this scientific misunderstanding, many patients died because of incompatible blood transferred to them.
=== GARS1-related axonal neuropathy (CMT2) === Charcot–Marie–Tooth type 2 (CMT2) is commonly classified as an axonal neuropathy due to the degeneration of nerve axons observed in affected individuals. Unlike CMT type 1, which results from damage to the myelin sheath, CMT type 2 is characterized by direct injury to the axon itself. This axonal damage can disrupt nerve signal transmission between the brain and muscles, resulting in symptoms such as muscle weakness, atrophy, reduced sensation, and foot deformities. The onset of symptoms in CMT2 typically occurs between the ages of 5 and 25. CMT2D is one of more than 31 recognized subtypes of Charcot–Marie–Tooth disease type 2 (CMT2) and is diagnosed when both motor and sensory deficits are present—such as loss of sensation caused by degeneration of sensory axons. In cases where only motor symptoms are observed without sensory involvement, the condition is classified as distal hereditary motor neuropathy type V (dHMN-V). The reason behind the variability in sensory involvement among patients with GARS1-related neuropathy remains unclear. Symptoms of CMT2D typically include muscle weakness, loss of sensation, reduced reflexes, and muscle atrophy, which are similar to those seen in both CMT1 and other CMT2 variants. The severity and combination of symptoms vary widely among patients, particularly regarding the extent of sensory involvement. CMT2D is a result of autosomal dominant mutations in the human GARS1 gene located at 7p14.3 and is thought to be caused by aberrant gain-of-function missense mutations.
Sources: en.wikipedia.org
System suitability is a set of checks performed before and during an HPLC run to confirm that the instrument and method are working as expected. It may include retention time repeatability, resolution between peaks, peak symmetry, and signal intensity. Failing suitability criteria usually invalidates the run.
An HPLC method is typically validated before its routine use and revalidated in part when significant changes affect the method. Regulators do not set a universal calendar interval. The need for revalidation depends on the change, its risk, and the applicable guidance.
Validation establishes that a method is suitable for its intended purpose, often through a planned study. Verification confirms that a laboratory can reproduce a previously validated or compendial method under its own conditions. Verification is usually narrower than full validation.
Validation establishes suitability for a new method, while verification confirms that a method works in a specific laboratory. Verification is often used when a validated method is adopted with existing equipment and staff. Both rely on documented acceptance criteria.