If you have been reading about data integrity and want a single page that covers the useful parts, this is it: definitions, context, how it is studied, and the questions that come up repeatedly.
Updated 2025-09-03. Numbers and descriptions here follow the published literature rather than marketing material.
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.
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.
Quality control laboratories use HPLC to check identity, purity, concentration, and stability of raw materials and finished products. A validated method specifies the column, mobile phase, flow rate, detection wavelength, injection volume, and run time. Samples are prepared and compared against reference standards of known concentration. The resulting chromatogram provides quantitative data, such as assay values and impurity levels. This approach is common in pharmaceutical, food, environmental, and industrial testing where consistent measurements are required.
Method validation demonstrates that an analytical procedure is suitable for its intended purpose. Typical validation characteristics include accuracy, precision, specificity, linearity, range, limit of detection, limit of quantitation, and robustness. Regulatory guidance from bodies such as the International Council for Harmonisation and the United States Pharmacopeia outlines expectations, though specific criteria depend on the product and method. System suitability tests are run before sample analysis to confirm resolution, peak symmetry, column efficiency, and injection repeatability. Failure of these checks can invalidate a batch of measurements.
| Property | Value | Notes |
|---|---|---|
| Column particle size | 3–5 µm for conventional HPLC; sub-2 µm for UHPLC | Smaller particles increase backpressure and efficiency. |
| Typical flow rate | 0.5–2.0 mL/min for a 4.6 mm internal diameter column | Flow scales with column diameter and particle size. |
| UV detection wavelength | 190–400 nm | Selection depends on analyte chromophore. |
| Column temperature | 25–40 °C | Temperature affects retention, selectivity, and pressure. |
| Injection volume | 1–20 µL | Larger volumes may distort early-eluting peaks. |
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.
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.
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.
The HER2 gene (also known as HER2/neu and ErbB2 gene) is amplified in 20–30% of early-stage breast cancers. Trastuzumab is a monoclonal antibody targeting HER2, inducing an immune-mediated response that causes internalization and recycling of HER2. It may also upregulate cell cycle inhibitors such as p21Waf1 and p27Kip1. The HER2 pathway promotes cell growth and division when it is functioning normally; however, when it is overexpressed, cell growth accelerates beyond its normal limits. In some types of cancer, the pathway is exploited to promote rapid cell growth and proliferation and hence tumor formation. The EGF pathway includes the receptors HER1 (EGFR), HER2, HER3, and HER4; the binding of ligands (e.g. EGF etc.) to HER receptors is required to activate the pathway. The pathway initiates the MAP kinase pathway as well as the PI3 kinase/AKT pathway, which in turn activates the NF-κB pathway. In cancer cells the HER2 protein can be expressed up to 100 times more than in normal cells (2 million versus 20,000 per cell). The HER receptors are proteins that are embedded in the cell membrane and communicate molecular signals from outside the cell (molecules called EGFs) to inside the cell, and turn genes on and off. The HER (human epidermal growth factor receptor) protein, binds to human epidermal growth factor, and stimulates cell proliferation. In some cancers, notably certain types of breast cancer, HER2 is over-expressed and causes cancer cells to reproduce uncontrollably. HER2 is localized at the cell surface, and carries signals from outside the cell to the inside.
Pharmacy technicians support the work of pharmacists and other health professionals by performing a variety of pharmacy-related functions, including dispensing prescription drugs and other medical devices to patients and instructing on their use. They may also perform administrative duties in pharmaceutical practice, such as reviewing prescription requests with medic's offices and insurance companies to ensure correct medications are provided and payment is received. Legislation requires the supervision of certain pharmacy technician's activities by a pharmacist. The majority of pharmacy technicians work in community pharmacies. In hospital pharmacies, pharmacy technicians may be managed by other senior pharmacy technicians. In the UK the role of a PhT in hospital pharmacy has grown and responsibility has been passed on to them to manage the pharmacy department and specialized areas in pharmacy practice allowing pharmacists the time to specialize in their expert field as medication consultants spending more time working with patients and in research. Pharmacy technicians are registered with the General Pharmaceutical Council (GPhC). The GPhC is the regulator of pharmacists, pharmacy technicians, and pharmacy premises. In the US, pharmacy technicians perform their duties under the supervision of pharmacists. Although they may perform, under supervision, most dispensing, compounding and other tasks, they are not generally allowed to perform the role of counseling patients on the proper use of their medications.
Monocytes respond to bacterial pathogen-associated molecular patterns (PAMPs), or damage-associated molecular patterns (DAMPs) by activating the extrinsic pathway of coagulation. Neutrophils facilitate the blood coagulation by NETosis, while platelets facilitate neutrophils' NETosis. NETs bind tissue factor, binding the coagulation centers to the location of infection. They also activate the intrinsic coagulation pathway by providing a negatively charged surface for factor XII. Other neutrophil secretions, such as proteolytic enzymes which cleave coagulation inhibitors, also bolster the process. In case of imbalance in the regulation of immunothrombosis, this process can become aberrant. Regulatory defects in immunothrombosis are suspected to be a major factor in pathological thrombosis in forms such as disseminated intravascular coagulation (DIC) or deep vein thrombosis. DIC in sepsis is a prime example of both the dysregulated coagulation process and an undue systemic inflammatory response. It results in a multitude of microthrombi. These are similar in composition to the thrombi produced in native immunothrombosis — they are made up of fibrin, platelets, neutrophils and NETs.
Sources: en.wikipedia.org
The book presented her observations from more than 300 experiments over the span of five years, during which she attempted to discover factors necessary for the preservation of beef, eggs, and other foods. Her work was recommended for royal privilege by fellow chemist Pierre-Joseph Macquer. c. 1775: French explorer, herbalist and botanist Jeanne Baret becomes the first woman to circumnavigate the globe. c. 1775: French chemist, scientific artist and translator, Marie-Anne Paulze Lavoisier began working with her husband chemist Antoine Lavoisier. She was instrumental in the 1789 publication of her husband’s groundbreaking Elementary Treatise on Chemistry, which presented a unified view of chemistry as a field, as she drew diagrams of all the equipment used, and kept strict records that lent validity to the findings. She also translated and critiqued Richard Kirwan's 'Essay on Phlogiston and the Constitution of Acids' which led to the discovery of oxygen gas. 1776: At the University of Bologna, Italian physicist Laura Bassi became the first woman appointed as chair of physics at a university. 1776: German astronomer Christine Kirch received a respectable salary of 400 Thaler for calendar-making. See also her sister Margaretha Kirch 1782–1791: French chemist and mineralogist Claudine Picardet translated more than 800 pages of Swedish, German, English and Italian scientific papers into French, enabling French scientists to better discuss and utilize international research in chemistry, mineralogy and astronomy. c.
14 August – The annual Government Expenditure and Revenue Scotland report shows a public spending deficit of £22.7bn for Scotland during 2023, an increase of £3.6bn from the previous year. The Scottish Government confirms it will follow the UK government by scrapping universal winter fuel payments for pensioners, with the benefit to be means tested. Staff working on Edinburgh's tram network vote to take strike action over a lack of toilet breaks. 15 August – A shipwreck, believed to be that of HMS Hawke, which was sunk by a torpedo during World War I, has been found off the Aberdeenshire coast. 16 August – 2024 Scottish Conservatives leadership election: Four of the six candidates running for the position of Scottish Conservative leader call for the race to be paused after claims about Douglas Ross's behaviour as leader. The claims concern a report that in July 2023 Ross had asked for the leader of Moray council, Kathleen Robertson, to stand down as the prospective parliamentary candidate for Moray West, Nairn and Strathspey. Meghan Gallacher resigns as the party's deputy leader, citing a "potential risk to the reputation of our party and the leadership contest" after reports that Ross had previously suggested Russell Findlay should succeed him. Developers working on HM Prison Highland in Inverness have uncovered a prehistoric settlement believed to be around 2,000 years old.
When women reach menopause and the estrogen produced by the ovaries declines, fat migrates from the buttocks, hips and thighs to the waist; later fat is stored in the abdomen. Visceral fat can be caused by excess cortisol levels. At least 10 MET-hours per week of aerobic exercise leads to visceral fat reduction in those without metabolic-related disorders. Resistance training and caloric restriction also reduce visceral fat, although their effect may not be cumulative. Both exercise and hypocaloric diet cause loss of visceral fat, but exercise has a larger effect on visceral fat versus total fat. High-intensity exercise is one way to effectively reduce total abdominal fat. An energy-restricted diet combined with exercise will reduce total body fat and the ratio of visceral adipose tissue to subcutaneous adipose tissue, suggesting a preferential mobilization for visceral fat over subcutaneous fat.
Sources: en.wikipedia.org
== Sample inlet == The sample inlet provides a stream of neutral molecules, so that the ion source can ionize them. There are several classes. The classical design produces the stream of molecules in the form of a low-pressure gas. It is low-pressure, so that molecules within the stream do not frequently collide with each other. Ions must travel without frequent collisions, because the instrument separates ions by their motion in electric and magnetic fields. Collisions disturb that motion. Despite being low-pressure, the sample stream is still at a much higher pressure than the rest of the system, which is held in a greater vacuum. Consequently, the sample stream can only enter the ion source chamber via a small pinhole, called a molecular leak. If the sample itself is already a gas, then the sample inlet can simply be a gas inlet with pressure valve. If the sample is a volatile liquid or solid, then it can simply be placed in a chamber, vacuum-pumped to a low pressure. If the sample is not sufficiently volatile, the sample inlet can be fitted within an oven. Be careful not to decompose the sample. If the sample is too nonvolatile to be turned into a low-pressure gas, then one can use a direct probe. The direct probe is a probe with a tip of thin wire loop, pin, or a capillary tube. The sample is placed in the tip. The probe is inserted through a vacuum lock into the ionization chamber, so that the tip is close to the ion source. The probe can be heated to increase vapor pressure further. Such a system is effective for samples with vapor pressures lower than
=== Superhydrophobicity === The simple adjustment of pore morphology and geometry of porous silicon also offers a convenient way to control its wetting behavior. Stable ultra- and superhydrophobic states on porous silicon can be fabricated and used in lab-on-a-chip, microfluidic devices for the improved surface-based bioanalysis.
=== Aftermath === Sunny's family remained convinced that her husband had tried to murder her and was upset that Cosima had chosen to take her father's side. As a result, in 1981, Sunny's mother, Annie Laurie Aitken, disinherited Cosima, denying her share of the estate upon Aitken's death on May 4, 1984. In July 1985, ten days after Claus von Bülow was acquitted at his second trial, Ala and Alexander filed a $56 million civil lawsuit against him, on their mother's behalf. On December 24, 1987, this case was settled out of court when Claus von Bülow agreed to divorce her, give up all claims to her fortune, then estimated between $25 million and $40 million, and leave the country. In exchange, Cosima was reinstated in Aitken's will and received $30 million as her one-third share of the estate. After the trials, Ala and Alexander founded the Sunny von Bülow National Victim Advocacy Center in Fort Worth, Texas, now the National Center for Victims of Crime in Washington, DC, and the Sunny von Bülow Coma and Head Trauma Research Foundation in New York.
=== Australian Sports Anti-Doping Authority === Australian Sports Anti-Doping Authority (ASADA) was the governing body behind the restriction and regulation of drug use within Australian sporting events and was established in 2006 by the Australian Government. ASADA designed and delivered education and communication programs, detected and managed anti-doping rule violations, conducted anti-doping investigation cases, monitored the compliance of anti-doping policies, and supported athletes to meet their anti-doping obligations. On July 1, 2020, the functions of the Australian Sports Anti-Doping Authority (ASADA), the National Integrity of Sport (NISU) and the national integrity programs of Sport Australia, were brought together under a new executive agency of the Australian Government called Sport Integrity Australia. Since commencing operations, Sport Integrity Australia (SIA) has been led by CEO David Sharpe . Sport Integrity Australia reports to the Minister for Sport.
Sources: en.wikipedia.org
HPLC separates and quantifies compounds in a liquid sample. Detectors produce a response proportional to the amount of a compound passing through the flow cell. Identification by retention time requires comparison with a known standard.
UHPLC uses columns with smaller particles and operates at higher pressures than conventional HPLC. These conditions can improve speed, resolution, and sensitivity. Both techniques use the same fundamental separation principles.
Validation shows that a method performs reliably for its intended purpose across a defined range. It assesses accuracy, precision, specificity, linearity, and robustness. Regulated testing often requires documented validation before routine use.
Method validation is the documented process of confirming that an HPLC procedure is suitable for its intended use. It evaluates accuracy, precision, specificity, linearity, range, detection limits, and robustness. Validation criteria depend on the regulatory context and the sample type.