data integrity 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 2026-02-27. Where a claim depends on a specific study, the study is described rather than over-claimed.
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.
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.
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 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.
| 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 |
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.
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.
High-performance liquid chromatography testing separates components of a liquid sample by forcing a mobile phase through a packed column. The stationary phase inside the column interacts with analytes to different degrees, so each compound exits at a characteristic retention time. A pump delivers solvent at controlled flow and pressure, while an injector introduces a precise sample volume. Detectors such as ultraviolet-visible, fluorescence, refractive index, or mass spectrometric instruments record the separated bands. The resulting chromatogram provides qualitative and quantitative information about the mixture.
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.
Aside from the 22 proteinogenic amino acids, many non-proteinogenic amino acids are known. These either are not found in proteins (for example carnitine, GABA, ornithine) or are not produced directly and in isolation by standard cellular machinery. For example, hydroxyproline is synthesized from proline, and selenomethionine is produced by metabolic modification of methionine. Non-proteinogenic amino acids that are found in proteins are formed by post-translational modification. Such modifications can also determine the localization of the protein, e.g., the addition of long hydrophobic groups can cause a protein to bind to a phospholipid membrane. Examples:
The AToFMS allows for the determination of mixing state, or distribution of chemical species, within individual particles. These mixing states are important in the determination of climate and health impact of aerosols. The schematic of a typical AToFMS is shown to the right. The overall structure of ATOF instruments is; sampling, sizing, and the mass analyzer region. The inlet system is similar to the AMS by using the same aerodynamic focusing lens, but it has smaller orifices because of its analysis of single particles. In the sizing region particle passes through the first continuous solid state laser that generates an initial pulse of scattered light. Then the particle passes through the second laser that is orthogonal to the first and produces a pulse of scattered light. The light is detected by a photomultiplier (PMT) that is matched up to each laser. Using the transit times between the two detected pulses and the fixed distance the velocity and size of each particle is calculated. Next the particles travel through to the mass analyzer region where it is ionized by a pulsed LDI laser, which is timed to hit the particle as it reaches the center of the ion extraction region. Once ionized, the positive ions are accelerated towards the positive ToF section and the negative ions are accelerated towards the negative ToF section where they are detected.
These cyclic dipeptides incorporate both donor and acceptor groups for hydrogen bonding. They are conformationally constrained nearly planar scaffolds. Diversity can be introduced at up to six positions and stereochemistry controlled at up to four positions. They are stable to proteolysis. These characteristics underpin theis biologically activity and utility in medicinal chemistry. As a consequence of their predominant biosynthetic origin from L-α-amino acids most naturally occurring 2,5-DKPs are cis configured as the cyclo(L-Xaa-L-Yaa) isomers. 2,5-DKPs epimerize under basic, acidic and thermal conditions. The composition of the cis and trans isomers in the equilibrium state varies widely depending on the bulk of the side chains, if a ring (e.g. proline) is present, or if the nitrogen atoms are alkylated . Although epimerization was historically an issue in the synthesis of 2,5-DKPs, several mild methods have been developed recently that avoid epimerization.
Alloxan is a toxic glucose analogue, which selectively destroys insulin-producing cells in the pancreas (that is, beta cells) when administered to rodents and many other animal species. This causes an insulin-dependent diabetes mellitus (called "alloxan diabetes") in these animals, with characteristics similar to type 1 diabetes in humans. Alloxan is selectively toxic to insulin-producing pancreatic beta cells because it preferentially accumulates in beta cells through uptake via the GLUT2 glucose transporter. Studies suggest alloxan does not cause diabetes in humans. Others found a significant difference in alloxan plasma levels in children with and without type 1 diabetes. Alloxan (C4H2N2O4) readily undergoes redox cycling with its one-electron (C4H3N2O4• semiquinone) and two-electron (dialuric acid, C4H4N2O4) reduction products. In the presence of intracellular reductants such as glutathione (or other thiols), this leads to the generation of toxic reactive oxygen species (ROS) via the interaction of alloxan reduction products with molecular oxygen and related species:
15-Oxo-ETE). Other eicosanoid oxoreductases that use NAD+ and NADH as co-factors include: 12-hydroxyicosatetraenoate dehydrogenase which metabolizes 12-hydroxyeicosatetraenoic acid (12-HETE) and LTB4 to their corresponding 12-oxo analogs and 11-hydroxy-TXB2 dehydrogenase, which metabolizes TXB2 to its 11-oxo analog; and 15-hydroxyprostaglandin dehydrogenase (NAD+) which metabolizes (5Z,13E)-(15S)-11alpha,15-dihydroxy-9-oxoprost-13-enoate to its 15-oxo analog. Other eicosanoid oxireductases that use NADP+ and NADPH as cofactors include LTB4 12-hydroxy dehydrogenase which metabolizes LTB4 to its 12-oxo analog, and 15-hydroxyprostaglandin-D dehydrogenase (NADP+), 15-hydroxyprostaglandin-I dehydrogenase (NADP+), and 15-hydroxyprostaglandin dehydrogenase (NADP+) which metabolize PGD2, PGI2, and (13E)-(15S)-11alpha,15-dihydroxy-9-oxoprost-13-enoate, respectively, to their corresponding 15-oxo analogs.
Sources: en.wikipedia.org
The manifestation of apical dominance differs significantly between plant groups due to the positioning of their growing points (meristems): Broadleaf plants: The apical meristem is located at the shoot tip, elevated above the ground. Apical dominance is exerted downward, inhibiting axillary buds along the stem. Removing the apex (pruning) releases these buds, resulting in lateral branching and a bushier shape. Grasses: During vegetative growth, the primary apical meristem remains at or near the soil surface in a region called the crown. Growth occurs via intercalary meristems at the base of the leaves. Apical dominance in grasses primarily regulates tillering—the production of new shoots from basal buds. Because the meristem is protected at ground level, grasses can be mown or grazed without destroying the primary growing point, allowing them to recover more quickly than most broadleaf species. Plant physiologists have identified four different stages the plant goes through after the apex is removed (Stages I-IV). The four stages are referred to as:
Newton has been a major driver in the PKC research field since the 1980s, working originally with Daniel E. Koshland Jr. She helped define the multiple different mechanisms of PKC regulation by phosphorylation and its interaction with specific membrane phospholipids, such as phosphatidylserine She has also made important discoveries in the protein phosphatase field, discovering and naming PHLPP (PH domain and Leucine rich repeat Protein Phosphatases), which regulate intracellular signaling through dephosphorylation of AKT. As of 2020, Newton has published over 190 peer-reviewed research articles that have been cited more than 25,000 times, been awarded 1 patent and co-edited two books on protein biochemistry and PKC. Her work straddles basic research and has illuminated understanding of PKC in Alzheimer's disease and as a tumor suppressor in human cancers
1-Heneicosanol is the C21 member of the series of linear, saturated primary alcohols derived formally from heneicosane by substitution of a terminal hydrogen atom with a hydroxyl group. It is classified as a long-chain fatty alcohol. Commercial material is typically obtained as a white powder or low-melting wax with a reported melting range of about 68–71 °C. A safety data compilation and estimation methods indicate a high normal boiling point of around 366 °C at 760 mmHg, consistent with its long carbon chain. The compound has very low solubility in water and a high octanol/water partition coefficient (log P), reflecting its pronounced hydrophobic character.
Amylin analogues can both reduce energy intake and increase expenditure and can usefully be combined with leptin analogues for synergistic effect. The dual amylin and calcitonin receptor agonist cagrilintide, in combination with semaglutide, was more effective than semaglutide alone in promoting weight loss in clinical trials. Glucagon receptor agonists both reduce energy intake and increase energy expenditure in humans. They can cause hyperglycemia so it is recommended to combine them with a hypoglycemic drug, such as a GLP-1 or GIP receptor agonist.
Sources: en.wikipedia.org
National teams June 3 – 9: 2019 FIBA Under-16 Americas Championship in Belém The United States defeated Canada, 94–77, to win their sixth consecutive FIBA Under-16 Americas Championship title. The Dominican Republic took third place. Argentina took fourth place. Note: All teams mentioned above have qualified to compete at the 2020 FIBA Under-17 Basketball World Cup. June 16 – 22: 2019 FIBA Under-16 Women's Americas Championship in Puerto Aysén The United States defeated Canada, 87–37, to win their second consecutive and fifth overall FIBA Under-16 Women's Americas Championship title. Chile took third place. Puerto Rico took fourth place. Note: All teams mentioned above have qualified to compete at the 2020 FIBA Under-17 Women's Basketball World Cup. September 22 – 29: 2019 FIBA Women's AmeriCup in San Juan The United States defeated Canada, 67–46, to win their third FIBA Women's AmeriCup title. Brazil took third place. Note: The first eight teams have qualified to compete at the Americas 2020 Olympic pre-qualifying tournaments. Club teams January 18 – March 31: 2019 FIBA Americas League San Lorenzo defeated Guaros, 64–61, to win their second consecutive FIBA Americas League title.
Alcohol dehydrogenase class-3 is an enzyme that in humans is encoded by the ADH5 gene. This gene encodes glutathione-dependent formaldehyde dehydrogenase or the class III alcohol dehydrogenase chi subunit, which is a member of the alcohol dehydrogenase family. Members of this family metabolize a wide variety of substrates, including ethanol, retinol, other aliphatic alcohols, hydroxysteroids, and lipid peroxidation products. Class III alcohol dehydrogenase is a homodimer composed of 2 chi subunits. It has virtually no activity for ethanol oxidation, but exhibits high activity for oxidation of long-chain primary alcohols and for oxidation of S-hydroxymethyl-glutathione, a spontaneous adduct between formaldehyde and glutathione. This enzyme is an important component of cellular metabolism for the elimination of formaldehyde, a potent irritant and sensitizing agent that causes lacrymation, rhinitis, pharyngitis, and contact dermatitis.
The American Society for Pharmacology and Experimental Therapeutics (ASPET) is a scientific society founded in late 1908 by John Jacob Abel of Johns Hopkins University (also the founder of the American Society for Biochemistry and Molecular Biology), with the aim of promoting the growth of pharmacological research. Many society members are researchers in basic and clinical pharmacology who help develop disease-fighting medications and therapeutics. ASPET is one of the constituent societies of the Federation of American Societies for Experimental Biology (FASEB). The society's headquarters are in Rockville, MD. The current president is Michael F. Jarvis.
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.
System suitability is typically performed before each batch or according to the validated method and laboratory procedure. Some long runs include periodic checks during analysis. The required frequency depends on regulatory expectations and method performance.