A practical reference on limit of detection: what it is, how it behaves, what the literature reports, and where the honest uncertainties sit.
This page was last updated on 2026-04-10 and is reviewed periodically as new material appears.
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.
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.
System suitability testing is performed before and during analytical runs to confirm that the instrument and method are working as expected. Common checks include retention time, peak area, resolution between critical pairs, tailing factor, and theoretical plate count. Results are compared with predefined limits, and a failed check requires investigation before sample results are reported. Quality control samples at low, middle, and high concentrations are injected at intervals to monitor accuracy and precision. Blank injections detect carryover and contamination, while control charts track performance over time.
Data handling and documentation are central to HPLC quality control. Electronic systems should have audit trails that record changes to methods, sequences, and results. Integration parameters, such as peak baseline and threshold, can affect reported areas and must be defined in advance. Out-of-specification results trigger a structured investigation that may include reanalysis, instrument checks, and review of sample preparation. Regulatory inspections often examine raw data, audit trails, and training records to verify that reported results are traceable and reliable.
| Property | Value | Notes |
|---|---|---|
| Separation principle | Differential partitioning | Analytes distribute between mobile and stationary phases. |
| Mobile phase | Liquid solvent mixture | Composition controls retention and selectivity. |
| Stationary phase | Packed column particles | Often chemically bonded silica. |
| Typical detector | UV-Vis or photodiode array | Mass spectrometry is also common. |
| Common synonym | High-performance liquid chromatography | Abbreviated as HPLC. |
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.
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.
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.
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.
Found ineffective for Sleep apnea/hypopnea Secondary symptoms of autistic spectrum conditions and other pervasive developmental disorders Antipsychotic-induced akathisia. Drug withdrawal, dependence and detoxification Negative, depressive and cognitive symptoms of schizophrenia (as an adjunct) A case report has been published in which mirtazapine reduced visual hallucinations in a patient with Parkinson's disease psychosis (PDP). This is in alignment with recent findings that inverse agonists at the 5-HT2A receptors are efficacious in attenuating the symptoms of Parkinson's disease psychosis. As is supported by the common practice of prescribing low-dose quetiapine and clozapine for PDP at doses too low to antagonize the D2 receptor, but sufficiently high doses to inversely agonize the 5-HT2A receptors. Eight case reports have been reported in five papers on the use of mirtazapine in the treatment of hives as of 2017. Mirtazapine to alleviate severe breathlessness in patients with COPD or interstitial lung diseases (BETTER-B). Found ineffective and potentially harmful.
Donkey milk has been used by humans for alimentary and cosmetic purposes since Egyptian antiquity. Doctors recommended it to treat several afflictions because of its supposed healing and cosmetic virtues. Hippocrates (460–370 BC) was the first to write of the medicinal use of donkey milk and prescribed it for numerous conditions, including poisoning, fevers, infectious diseases, edema, wounds, nose bleeds, and liver trouble. In the Roman era, donkey milk was a recognized remedy; Pliny the Elder (23–79 AD) in his encyclopedic work, Naturalis Historia, wrote extensively about its health benefits, i.e. to fight fever, fatigue, eye strain, weakened teeth, face wrinkles, poisonings, ulcerations, asthma, and certain gynecological troubles. However, it was not until the Renaissance that the first real scientific consideration was given to donkey milk. Georges-Louis Leclerc the Comte de Buffon (1707–1788) mentions the benefits of donkey milk in his Histoire naturelle and Pauline Bonaparte (1780–1825), Napoleon's sister, is reported to have used donkey milk for skin care. In France in the nineteenth century, Dr. Parrot of the Hospital des Enfants Assistés spread the practice of bringing motherless babies directly to the donkey's nipple (Bulletin de l’Académie de médicine, 1882). Donkey's milk was sold until the twentieth century to feed orphaned infants and to cure delicate children, the sick, and the elderly. For this reason, there were many donkey farms in Italy, Belgium, Germany, and Switzerland.
Prior to Ahmed's execution, the last judicial hanging for murder was carried out in 2019. As of November 2024, another eight traffickers, including Rosman Abdullah, Roslan Bakar and Pausi Jefridin, were hanged in Singapore after Ahmed.
=== McClintock's work on maize === Barbara McClintock began her career as a maize cytogeneticist. In 1931, McClintock and Harriet Creighton demonstrated that cytological recombination of marked chromosomes correlated with recombination of genetic traits (genes). McClintock, while at the Carnegie Institution, continued previous studies on the mechanisms of chromosome breakage and fusion flare in maize. She identified a particular chromosome breakage event that always occurred at the same locus on maize chromosome 9, which she named the "Ds" or "dissociation" locus. McClintock continued her career in cytogenetics studying the mechanics and inheritance of broken and ring (circular) chromosomes of maize. During her cytogenetic work, McClintock discovered transposons, a find which eventually led to her Nobel Prize in 1983.
Sources: en.wikipedia.org
== Recommended storage temperature == The cold chain has been one of the most reliable supply chains for transporting vaccines around the globe. Since vaccines are sensitive biological products, proper storage and handling of vaccines are important to ensure the potency of vaccines is not lost. Vaccines must be continuously monitored as each has different reactivity to low temperature, high temperature, and light. The majority of vaccines required storage temperature of +35° to +46 °F (+2° to +8 °C) and must not be exposed to freezing temperature. Temperature too cold can result in an irreversible reaction that reduces vaccines potency and loss in adjuvant effect. Certain vaccines contain adjuvants (aluminum) that will precipitate when exposed to freezing temperatures. Temperature too hot could also result in wanted viruses permanently degrading and losing potency. However, the effects are usually smaller, gradual, and predictable than from freezing temperatures. Visible signs of physical changes after exposure to undesirable temperature are not necessary to result in a decrease of vaccine potency.
Both meats and vegetables went through a similar freezing process. They would start by laying all the different foods on rocks and during the cold nights in high altitudes with dry air they would freeze. The next morning, a combination of the thin dry air and the heat from the sun would melt the ice and evaporate all the moisture.They would also trample over it in the morning to get any extra moisture out. The process of freeze-drying was important for transportation and storage. The high elevation (low atmospheric pressure) and low temperatures of the Andes mountains is what allowed them to take advantage of this process.
=== Botha's escalation === Vorster's failing health and his preoccupation with domestic issues such as the looming Muldergate Scandal diverted his attention from South West Africa from May to September 1978, and no more major operations were undertaken by the SADF during that period. However, his absence from military affairs meant he was no longer in a position to counter the hawkish position of P.W. Botha and the defence establishment. When Vorster voluntarily stepped down late that year, he was succeeded by Botha as prime minister. His final act in office was to reject a proposal drafted by UN Secretary General Kurt Waldheim for a ceasefire and transition to Namibian independence.
Rather than introducing an inactivated or attenuated microorganism to an immune system (which would constitute a "whole-agent" vaccine), a subunit vaccine uses a fragment of it to create an immune response. One example is the subunit vaccine against hepatitis B, which is composed of only the surface proteins of the virus (previously extracted from the blood serum of chronically infected patients but now produced by recombination of the viral genes into yeast). Other examples include the Gardasil virus-like particle human papillomavirus (HPV) vaccine, the hemagglutinin and neuraminidase subunits of the influenza virus, and edible algae vaccines. A subunit vaccine is being used for plague immunization.
=== Chinese majors === On 16 September, the AQSIQ released test of samples from 491 batches of products sold by all 109 companies producing baby formula. It said all 11 samples from Sanlu failed the melamine test. Sanlu, whose products sell at half the price of equivalents on the market, recorded the highest levels of contamination among all the samples tested, at 2,563 mg/kg or parts per million ("ppm"). Tainted samples were found among 21 other suppliers, where concentrations ranged from 0.09 to 619.00 ppm. There was melamine contamination in 10% of liquid milk samples from Mengniu and Yili, and 6% of those from Bright Dairy. On discovery of contamination, the three major producers were all stripped of their status as 'Chinese national brands'. Yili, Mengniu and Bright Dairy & Food Co. recalled tainted powdered milk and apologised in separate statements. Mengniu recalled all its baby formula, and trading in its shares on the Hong Kong Stock Exchange was suspended on 17 September. Shares in other dairy companies fell strongly the next day. Mengniu's CFO attempted to reassure consumers by offering a no-quibble refund on all products, and by drinking liquid milk in front of reporters in Hong Kong. He also said that its export products were less likely to be contaminated. On 30 September, the AQSIQ announced test results of a further 265 batches of powdered milk produced by 154 different companies prior to 14 September, where it found 31 batches produced by 20 domestic dairy companies were tainted with melamine.
Sources: en.wikipedia.org
HPLC separates and detects individual compounds in a liquid sample, producing peaks at characteristic retention times. Peak area or height can be used to estimate concentration when calibrated with known standards. It does not identify unknown compounds with certainty unless additional detectors or reference materials are used.
Pressure drives the liquid mobile phase through a column packed with small particles. Without pressure, flow would be very slow or stop because the packed bed resists liquid movement. Modern pumps maintain a steady flow despite the resistance.
A chromatogram is a plot of detector signal against time after sample injection. Each peak represents a compound or group of compounds eluting from the column. Retention time and peak area are the main measurements read from the plot.
System suitability is a set of checks that confirm the instrument and method perform within limits before sample analysis. It typically includes resolution, tailing factor, retention time, and peak area reproducibility. If a check fails, the run is invalidated until the cause is resolved.