Calibration curve raises a handful of sensible questions. This page answers them in order, starting with the fundamentals and moving to applications.
This page was last updated on 2025-12-01 and is reviewed periodically as new material appears.
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.
=== Medications === Prolactin secretion in the pituitary lactotroph cells is normally suppressed by the brain chemical dopamine, which binds to dopamine receptors. Drugs that block the effects of dopamine at the pituitary or deplete dopamine stores in the brain may cause the pituitary to secrete excess prolactin without an inhibitory effect. These drugs include the typical antipsychotics: phenothiazines such as chlorpromazine, and butyrophenones such as haloperidol; atypical antipsychotics such as risperidone and paliperidone; gastroprokinetic drugs used to treat gastro-esophageal reflux and medication-induced nausea (such as that from chemotherapy): metoclopramide and domperidone; less often, alpha-methyldopa and reserpine, used to control hypertension; and TRH. Aripiprazole, while an atypical antipsychotic, lowers prolactin levels as it is contains both agonistic and antagonistic dopamine-receptor activity. It is well known that estrogen stimulates prolactin secretion by upregulating the formation of lactotrophs. However, there is mixed evidence on whether estrogen-containing oral contraceptives significantly increase prolactin levels. Gender-affirming therapy for transgender women that includes estrogen and antiandrogens has been shown to increase prolactin levels, but it is unclear whether the cause is due to the estrogen or antiandrogen therapy. The melatonin receptor agonist ramelteon also increases the risk of hyperprolactinemia, however, the mechanism is unclear.
At least since King Otto I of Germany had conquered the former Lombard Kingdom of Italy in 961 and had himself crowned Holy Roman emperor in Rome, the principal passes of the Eastern Alps had become an important transit area. The German monarchs regularly traveled across the Brenner or Reschen Pass on their Italian expeditions aiming at papal coronation or the consolidation of Imperial rule. In 1004 King Henry II of Germany separated the estates of Trent from the North Italian March of Verona and vested the bishops of Trent with comital rights. In 1027 Henry's Salian successor, Emperor Conrad II, granted the Trent bishops further estates around Bozen and in the Vinschgau region; at the same time, he vested the bishop of Brixen with the suzerainty in the Etschtal and Inntal, part of the German stem duchy of Bavaria under the rule of Conrad's son Henry III. Especially the Brixen bishops remained loyal supporters of the Salian rulers in the Investiture Controversy and in 1091 also received the Puster Valley from the hands of Emperor Henry IV.
== Sex determination == Drosophila flies have both X and Y chromosomes, as well as autosomes. Unlike humans, the Y chromosome does not confer maleness; rather, it encodes genes necessary for making sperm. Sex is instead determined by the ratio of X chromosomes to autosomes. Furthermore, each cell "decides" whether to be male or female independently of the rest of the organism, resulting in the occasional occurrence of gynandromorphs.
Sources: en.wikipedia.org
== Mitigations == During the Western blotting, there could be several problems related to the different steps of this procedure. Those problems could originate from a protein analysis step such as the detection of low- or post-translationally modified proteins. Additionally, they can be based on the selection of antibodies since the quality of the antibodies plays a significant role in the detection of proteins specifically. On account of the presence of these kinds of problems, a variety of improvements are being produced in the fields of preparation of cell lysate and blotting procedures to build up reliable results. Moreover, to achieve more sensitive analysis and overcome the problems associated with Western blotting, several different techniques have been developed and utilized, such as far-Western blotting, diffusion blotting, single-cell resolution Western blotting, and automated microfluidic Western blotting.
HCO2CH3 + NH3 → HC(O)NH2 + CH3OH 2 HC(O)NH2 + 2H2O + H2SO4 → 2HCO2H + (NH4)2SO4 A disadvantage of this approach is the need to dispose of the ammonium sulfate byproduct. This problem has led some manufacturers to develop energy-efficient methods of separating formic acid from the excess water used in direct hydrolysis. In one of these processes, used by BASF, the formic acid is removed from the water by liquid-liquid extraction with an organic base.
=== rRNA === Ψ is found in the large and small ribosomal subunits of all domains of life and their organelles. In the ribosome, Ψ residues cluster in domains II, IV, and V, and stabilize RNA-RNA and/or RNA-protein interactions. The stability afforded by Ψ may assist rRNA folding and ribosome assembly. Ψ may also influence the stability of local structures which impact the speed and accuracy of decoding and proofreading during translation.
Partition coefficient log P in −0.4 to +5.6 range Molar refractivity from 40 to 130 Molecular weight from 180 to 480 Number of atoms from 20 to 70 (includes H-bond donors [e.g. OHs and NHs] and H-bond acceptors [e.g. Ns and Os]) Veber's Rule further questions a 500 molecular weight cutoff. The polar surface area and the number of rotatable bonds has been found to better discriminate between compounds that are orally active and those that are not for a large data set of compounds. In particular, compounds which meet only the two criteria of:
Sources: en.wikipedia.org
Stercobilin is a tetrapyrrolic bile pigment and is one end-product of heme catabolism. It is the chemical responsible for the brown color of human feces and was originally isolated from feces in 1932. Stercobilin (and related urobilin) can be used as a marker for biochemical identification of fecal pollution levels in rivers.
=== El Mencho successor named === On 18 March 2026, the Wall Street Journal reported that a US Citizen named Juan Carlos Valencia González ("El Pelón"), who also uses the aliases "El Pelon," "El Tricky Tres," "03," "El 3," and "Pelacas," was now the CJNG's new leader. On 6 April 2026, El Pais would confirm that Valencia Gonzalez, El Mencho's stepson through his marriage to Rosalinda González Valencia, had successfully worked his way through the power vacuum created by El Mencho's death to succeed him as head of the CJNG as well. However, at the time of his capture in April 2026, it was acknowledged that CJNG second-in-command Audias Flores Silva ("El Jardinero") was making an effort to lead the organization as well.
== Awards == Major Awards 1. Young Scientist Medal (1988), by the Indian Science Congress Association, India. 2. INSA Young Scientist Medal (1991), by the Indian National Science Academy, New Delhi. 3. CRSI Bronze Medal (2002), by the Chemical Research Society of India. 4. MRSI Medal (2007), by Material Research Society of India. 5. Shanti Swarup Bhatnagar Prize (2007), awarded by CSIR, Govt. India. 6. DAE Outstanding Researcher Award (2009), awarded by Dept. Atomic Energy, Govt. India. 7. Thomson Reuters Research Excellence-India Research Front Award (2009). 8. The Infosys Prize for Physical Sciences 2012 by Infosys Science Foundation. 9. Khwarizmi International Award 2012 by Iranian Organisation for Science and Technology. 10. Swadeshi Innovation Award 2012 by the Swadeshi Science Movement, Kerala. 11. Sri Vidyadhiraja Samskrithi Puraskaram 2013 by Panmana Ashram, Quilon, Kerala. 12. CRSI Silver Medal 2013 by Chemical Research Society of India. 13. TWAS Chemistry Prize 2013 by The World Academy of Sciences, Trieste, Italy. 14. ISAS National Award for Excellence in Science and Technology 2014 by Indian Society of Analytical Scientists. 15. CHEMTECH CEW Award 2015 for Leadership and Excellence in Research and Development. 16. J. C. Bose National Fellowship, 2015, DST, Govt. India. 17. Web of Science-India Research Excellence-Citation Award 2017 by Clarivate Analytics. 18. MRSI Distinguished Lectureship Award, 2019-20, by Materials Research Society of India. 19. Goyal Prize for Chemical Science, 2019, by Kurukshetra University. Other Honors 1.
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.