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Lipoprotein Information and Courses from MediaLab, Inc.

These are the MediaLab courses that cover Lipoprotein and links to relevant pages within the course.

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Laboratories Individuals

CLIA Chemistry / Urinalysis Review
Which one of the following statements about lipoproteins is false:View Page
Label the scan:View Page
Label this lipoprotein electrophoresis scan: Ch = Cholesterol, Tr = Triglycerides, Pr = Protein, Ph = Phospholipid.View Page
Chylomicrons are primarily composed of:View Page
Lipemia in a serum sample is most likely caused by an increase in serum levels of:View Page

CLIA Microbiology / Serology Review
The capsular material used to identify capsular subtypes of Pneumococci consists of:View Page

Electrophoresis
Agarose Gel

Agarose gels are chemically purified forms of agar, a polysaccharide extracted from seaweed. The gel pores allow for separation of proteins based on their individual charge and mass. Agarose gel will naturally clear after drying the separated proteins.Common clinical uses of agarose gel electrophoresis (AGE) are separations of plasma proteins, hemoglobin variants, lipoproteins, and isoenzymes. The gels come prepackaged with a plastic template to lay over gel for sample application or slots etched in the gel for these samples.

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Routine Electrophoresis

Routine electrophoresis is a generic term for the traditional clinical laboratory electrophoresis performed on a rectangle-shaped slab gel. Routine electrophoresis is mostly used for separation of proteins and has some use in separating nucleic acids. Generally several patient specimens and control(s) can be placed on one gel and solutes separated in one run. This type of electrophoresis is sometimes called zone electrophoresis.A serum sample with normal plasma proteins yields five zones or bands of separated proteins: albumin, alpha-1-globulins, alpha-2-globulins, beta-globulins, and gamma-globulins. Proteins in CSF and urine proteins are also separated with routine electrophoresis. Using whole blood treated with a reagent to lyse red blood cells, variant and glycosylated hemoglobins can be detected. With different visualization methods, isoenzymes and lipoproteins in a serum sample can be identified.A manual agarose gel electrophoresis of eight serum samples is pictured below. After electrophoresis, the gel was stained with Ponceau S.

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Stains and Dyes

Substance Stain or Dye Comments Proteins Ponceau S Coomassie Brilliant Blue Silver Specific for Proteins Silver is a biohazard Lipoproteins Sudan Black B Oil Red O - Enzymes Enzyme substrate and a chromagen or fluorescent dye Reaction catalyzed by enzyme and color or fluorescence detected Hemoglobin Not needed Is intensely colored Nucleic Acids (DNA/RNA) Ethidium Bromide (EtBr) SyBr Green Silver EtBr is Carcinogenic SyBr Green is new - Introduced in 1995 Silver is a biohazard

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Emerging Cardiovascular Risk Markers
Introduction

We are all aware of the clinical laboratory's role in assessing overall health and we are also aware that measuring a patient's serum lipids will provide some insight into their cardiovascular health. The traditional measurements of low-density lipoprotein cholesterol (LDL-C), high-density lipoprotein cholesterol (HDL-C), and triglycerides are the 'classic' cardiovascular risk markers.Laboratorians, and even the general public are now well-aware that LDL-C ('bad' cholesterol) concentrations should be low while HDL-C ('good' cholesterol) concentrations should be high. Triglycerides should be kept in check as well. Optimal levels are shown in the table below. So what is the risk if these values are not within optimal ranges?Cardiovascular risk can be simply defined as increasing the odds of having a pathology which affects blood flow and/or the heart. The most common cardiovascular pathology is atherosclerosis. Other cardiovascular pathologies whose odds increase as serum lipids and other cardiovascular markers become suboptimal are myocardial infarction (heart attack), stroke, congestive heart disease and coronary artery disease. Other diseases such as diabetes and the metabolic syndrome are also strongly associated with the classic cardiovascular risk markers LDL-C, HDL-C and triglycerides.

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Risk Markers

We have listed the 'classic' cardiovascular risk markers as LDL-C, HDL-C and triglycerides. But there are many more cardiovascular risk markers as well as cardiovascular risk factors. A cardiovascular risk factor is a condition (not a laboratory analyte) that is associated with an increased risk of developing cardiovascular disease. Examples include: Age Gender (males are at increased risk) Heredity Hypertension Cigarette Smoking Obesity Diabetes StressThere are also negative risk factors, factors which decrease a person's risk of cardiovascular disease. Examples include: Optimal HDL-C concentration Exercise Estrogen Moderate alcohol intakeThis course will not focus on cardiovascular risk factors. Instead we will focus on newer, emerging cardiovascular risk markers. There are well over twenty well-studied cardiovascular risk markers; in this course we will focus on some of the more established markers and the ones which are becoming more commonly measured in the clinical laboratory. These include apolipoprotein A1/apolipoprotein B100, Lp(a), oxidized LDL, LpPLA2, hsCRP and lipoprotein particle size and concentration.It is important to remember that the association between a cardiovascular risk marker and actually having or developing cardiovascular disease is a statistical one. The fact that a patient has a particular risk marker which is abnormal simply increases the probability of developing cardiovascular disease, it does not mean that he or she is certain to develop cardiovascular disease. Conversely, if an individual does not have a particular cardiovascular risk marker present it does not guarantee protection against cardiovascular disease. We must always remember that some percentage of individuals who have heart attacks or strokes will not have abnormal risk markers present.

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Atherosclerosis

Atherosclerosis is a clogging, narrowing and hardening of the body's large and medium-sized blood vessels. Atherosclerosis can lead to hypertension, stroke, myocardial infarction (heart attack), renal problems, etc. Not surprisingly, cardiovascular risk markers tend to reflect a person's degree of atherosclerosis.Atherosclerosis is actually a chronic inflammatory response within the walls of arteries. Small lipoproteins like LDL are able to diffuse through the endothelial wall of blood vessels and accumulate. The inflammatory component of atherosclerosis results from the migration of leukocytes (mainly macrophages) that enter the blood vessel walls. These macrophages seek to remove the deposited LDL as well as intermediate-density lipoproteins (IDL). As macrophages phagocytose these lipoproteins, they become foam cells that get trapped in the endothelial space. This eventually leads to "hardening" or "furring" of the arteries and plaque formation. Arteriosclerosis is a general term describing any hardening (loss of elasticity) of medium or large arteries whereas atherosclerosis is a hardening of an artery specifically due to plaque. The risk to patients with significant atherosclerosis is that eventually a narrowing of the artery (stenosis) can cause a reduction in oxygen delivery to tissues and plaque rupture can lead to an acute coronary event.

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Which of the following is NOT a cardiovascular risk factor?View Page
Lipoprotein Particles

Lipid-carrying particles are collectively known as lipoproteins. Lipoproteins are classified according to their densities. The names of these particles, from least to most dense, are: chylomicrons, very-low-density lipoproteins (VLDL), intermediate-density lipoproteins (IDL), low-density lipoproteins (LDL), and high-density lipoproteins (HDL). Most laboratorians are familiar with these particles as many, especially LDL and HDL, are routinely measured in clinical labs. In this course we will not focus on the physiology of all of these particles or the differences between them all. However it is important to understand the basic structure and function of a lipoprotein particle.

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Apolipoproteins

Lipoproteins differ in size and density as well as in their content (what they tend to carry). They also can differ in their origination (where they are made). Another significant difference between lipoprotein molecules is the proteins they have on their surfaces. These proteins, known as apolipoproteins, are the major identifying characteristics of a lipoprotein. There are many different apolipoproteins and we are continually learning more about them. Apolipoproteins have multiple roles. One role is that these amphipathic (detergent-like) proteins increase the overall solubility of the lipid particle, helping it to dissolve in the aqueous environment of the blood. Apolipoproteins can also function as enzyme co-factors (receptor ligands) and facilitate the transfer of their lipid cargo to specific cells. Thus, the apoliproteins are the smart or working-end of the lipoprotein particle. The apolipoproteins dictate where the particles will dock and where they can bind, and in so doing the apolipoproteins regulate lipid metabolism in the body.

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Apolipoproteins cont.

Apolipoproteins are divided into six major classes and several sub-classes. The classes are labeled A through H and the sub-classes are designated with specific numbers. For example, in apolipoprotein class A there exists apo A1, apo A2, apo A4 and apo A5; all are different and distinct apolipoproteins. Notice in the table to the right that the same apolipoprotein can be found on different lipoprotein particles. Also notice that particles can have multiple apolipoproteins. This list is not comprehensive but illustrates some of the major apoliproteins associated with lipoprotein particles.

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What are apolipoproteins?View Page
Importance of Determining Size and Number of Lipoprotein Particles

In the clinical laboratory, we routinely measure the cholesterol content of high-density lipoprotein and low-density lipoprotein particles and not the apolipoproteins on the particles or the number of particles. Proprietary detergents and reagents are used in assays for HDL-C and LDL-C to separate lipoproteins, allowing the cholesterol content of specific lipoproteins to be measured. For example, HDL-C is commonly measured using a solution of dextran sulfate and magnesium to selectively precipitate HDL from the other lipoproteins present in the sample. Once isolated, the HDL particles are 'dissolved' and the amount of cholesterol in them is determined photometrically using a color-producing enzyme reaction. LDL-C can be measured directly or can be estimated using the HDL-C, triglycerides and total cholesterol (TC) values. The Friedewald formula is often used to calculate LDL: LDL-C = TC - (HDL-C)+(Triglycerides/5). The important point to consider here is that traditional LDL-C and HDL-C measurements only tell us how much cholesterol is associated with each lipoprotein particle class. We are now learning that the number and size of the particles are important as well. The number of LDL particles appears to be more strongly predictive of cardiovascular disease than the LDL-C content, and small dense LDL are known to be more atherogenic than larger, less dense LDL particles.

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Measuring Apolipoproteins

Recall that the inflammatory events leading to atherosclerosis are due to the presence of LDL particles which diffuse through the endothelium and into the vessel wall. It makes sense that the more LDL particles there are, the more risk there would be for LDL depositing in the vessel wall. It would seem therefore that measuring the number of LDL particles could be more useful than measuring the cholesterol content of the particles. Traditional measurements of LDL-C quantify the amount of cholesterol associated with all the LDL in a patient sample; they don't tell us how many LDL particles there are. An analogy can be made with battleships. If you wanted to measure the size of a navy that was sailing for your shores, it makes more sense to count the number of ships than to count the amount of cargo the ships carry in order to estimate the number of ships. Of course, it is intuitive that the more LDL-C there is, the greater the number of LDL particles. In that sense, LDL particle number should correlate to LDL cholesterol, and this is indeed true. However, studies now show that measurement of the number of LDL particles is a more powerful predictor of cardiovascular risk. The exact relationship between LDL particle number and cholesterol content actually varies due to the fact that the lipoproteins vary in size and in the ratio of triglycerides to cholesterol. So, although cholesterol is related to LDL particle number, it is not in perfect proportion.How can we then measure LDL particle number? The most obvious way would be to measure apolipoprotein B100 (often abbreviated ApoB). Each LDL particle has one molecule of ApoB attached to it. Therefore, if we measured ApoB, we would be measuring the number of LDL particles, not the contents of those particles, and number appears to be more important with regard to adverse outcomes.

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ApoB and ApoA1

By measuring ApoB we can quantify the amount of all atherogenic or potentially atherogenic lipoproteins that carry this apolipoprotein. Although lipoprotein particles other than LDL can carry ApoB, LDL accounts for the vast majority of ApoB; therefore, it is a good index of LDL particle number. Furthermore, the other particles that can have ApoB (such as IDL and Lp(a)) are also atherogenic and so it is not problematic if they are counted along with LDL, since they also contribute to cardiovascular risk. What about ApoA1? HDL-C is known as 'good cholesterol'. The role for HDL in the body is to sequester excess cholesterol and bring it back to the liver. Since HDL can remove cholesterol and transport it back to the liver for excretion or re-utilization it is indeed good. HDL is a negative cardiovascular risk factor; as its concentration goes up, a person's cardiovascular risk decreases. A person with low cardiovascular risk would have low ApoB levels and high ApoA1 levels. If we measure both ApoB and ApoA1 and express them as a ratio of ApoB/ApoA1 we get a powerful cardiovascular risk marker. The ratio should be approximately 0.3-0.9. Patients with a higher ratio have elevated ApoB (LDL) and/or low ApoA1 (HDL) and are thus at increased risk. By combining these two markers in a ratio, we get synergy and enhanced predictive power.

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Lp(a)

Lipoprotein (a) is a modified version of LDL containing a unique protein, apolipoprotein (a). It was discovered in 1963 and is well-associated with vascular disease. Do not confuse apolipoprotein (a) with apolipoprotein A that is found on high density lipoprotein particles. Lipoprotein (a) is abbreviated as Lp(a). Lp(a) is an LDL particle whose ApoB molecule has formed a disulfide bond with another protein called Apo(a), see figure. Apo(a) is a protein very similar in structure to plasminogen. Numerous retrospective case control studies and prospective studies have shown Lp(a) to be an independent risk factor for vascular disease. This means that Lp(a) levels alone (not in conjunction with LDL, or patient risk factors) can predict cardiovascular risk. Lp(a) has been called the most atherogenic lipoprotein. Serum concentrations of Lp(a) are related to genetic factors; drugs and diet changes do not typically lower Lp(a) as they do LDL.

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References

Atherosclerosis. U.S. Department of Health & Human Services National Institutes of Health. Available at http://www.nhlbi.nih.gov/health/dci/Diseases/Atherosclerosis/Atherosclerosis_WhatIs.htmlAccessed June 23, 2009.Daniels LB, Barrett-Connor E, Sarno M, Laughlin GA,Bettencourt R, Wolfert RL. Lipoprotein-associated phospholipase A2 (Lp-PLA2) independently predicts incident coronary heart disease (CHD) in an apparently healthy older population: The Rancho Bernardo study. J Am Coll Cardiol. 2008;51:913-919.Executive Summary of the third report of the National Cholesterol Education Program (NCEP) Expert Panel on Detection, Evaluation, and Treatment of High Blood Cholesterol in Adults (Adult Treatment Panel III). JAMA. 2001; 285:2486-2497. Frostegard, J, Wu R, Lemne C, Thulin T, Witztum JL and de Faire U. Circulating oxidized low-density lipoprotein is increased in hypertension, Clin Sci 2003; 105, 615.Garza CA, Montoir VM, McConnell JP, et al. Association between lipoprotein-associated phospholipase A2 and cardiovascular disease: a systematic review. Mayo Clin Proc. 2007;82(2):159-165.Interpretive Handbook, (MC0440rev0407) Mayo Clinic, Rochester MN;2007. Maksimowicz-McKinnon K, Bhatt DL, Calabrese LH: Recent advances in vascular inflammation: C-reactive protein and other inflammatory biomarkers. Curr Opin Rheumatol. 2004;16:18-24.Mora S, Szklo M, Otvos JD, et al. LDL particle subclasses, LDL particle size, and carotid atherosclerosis in the multi-ethnic study of atherosclerosis. Atherosclerosis. 2007;192:211-217.NACB Laboratory Medicine Practice Guidelines. Emerging biomarkers of cardiovascular disease and stroke. National Academy of Clinical Biochemistry Laboratory Medicine Practice Guidelines. 2006.PLACtest animation, diaDexus. http://www.plactest.com/laboratorians/action.php Accessed June 23, 2009.Rifai N, Warnick GR. Lipids, lipoproteins, apolipoproteins, and other cardiovascular risk factors. In: Burtis CA, Ashwood ER. Bruns DE. Tietz Textbook of Clinical Chemistry and Molecular Diagnostics. 4th ed. St. Louis, MO: Elsevier Saunders: 2006; chap. 26.Ridker PM, Rifai N, Rose L, et al. Comparison of C-reactive protein and low-density lipoprotein cholesterol levels in the prediction of first cardiovascular events. N Engl J Med. 2002;347:1557-1565.Sniderman AD. Differential response of cholesterol and particle measures of atherogenic lipoproteins to LDL-lowering therapy: Implications for clinical practice. J Clin Lipidol 2008;2:36-42.Tsimikas, S, Brilakis ES, Miller ER, et al. Oxidized phospholipids, Lp(a) lipoprotein, and coronary artery disease, N Engl J Med: 2005;353:46.Tsimikas S, Bergmark C, Beyer RW, et al. Temporal increases in plasma markers of oxidized low-density lipoprotein strongly reflect the presence of acute coronary syndromes. J Am Coll Cardiol. 2003; 41: 360.Tsimikas, S, Lau HK, Han KR, et al. Percutaneous coronary intervention results in acute increases in oxidized phospholipids and lipoprotein(a): Short-term and long-term immunologic responses to oxidized low-density lipoprotein. Circulation. 2004;109, 3164.Tsimikas S, Witztum JL, Miller ER, Sasiela WJ, et al. High-dose atorvastatin reduces total plasma levels of oxidized phospholipids and immune complexes present on apolipoprotein B-100 in patients with acute coronary syndromes in the MIRACL trial, Circulation: 2004;110, 1406. Walldius G, Jungner I, Holme I, et al. High apolipoprotein B, low apolipoprotein A-I, and improvement in the prediction of fatal myocardial infarction (AMORIS study): a prospective study. Lancet. 2001;358:2026-2033.Yusuf S, Hawken S, Ounpuu S, et al. Effect of potentially modifiable risk factors associated with myocardial infarction in 52 countries (the INTERHEART study): case-control study. Lancet. 2004;364:937-952.

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LpPLA2

LpPLA2 refers to lipoprotein-associated phospholipase A2. This enzyme is also known as platelet-activating factor acetylhydrolase(PAF). The LpPLA2 enzyme is a lipase found predominantly on the surface of LDL particles. Note that LpPLA2 is a lipase enzyme and not an apolipoprotein. LpPLA2 is made by inflammatory cells (T cells, mast cells, macrophages) and then integrated onto the surface of lipoprotein particles. The enzymatic function of LpPLA2 is to hydrolyze oxidized phospholipids in LDL.LpPLA2 plays a corrective role in removing oxidized phospholipids. Thus, it might seem that having high levels of LpPLA2 would be good. However, although LpPLA2 has a positive role in removing oxidized lipids, it also generates inflammatory products in the process. So in fact, high levels of LpPLA2 are associated with increased cardiovascular risk. Researchers have identified high amounts of LpPLA2 in human atherosclerotic lesions. The LpPLA2 that accumulates in the vessel wall can come from LDL (which can carry LpPLA2 on its surface) or it can come from immune cells that have invaded the vessel wall. Since Lp-PLA2 is produced or localized in the plaque itself, it may be a more specific marker of cardiovascular function compared to systemic, more general inflammatory markers like hs-CRP.

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Oxidized LDL

Free radicals are well known to occur in biological systems. A free radical is an atom or small molecule with unpaired electrons. These unpaired electrons make the atom or molecule highly reactive and unstable. Free radicals are produced constantly via metabolic processes. They are also released by immune cells. Immune cells can undergo 'oxidative bursts' (also called respiratory bursts) to help fight pathogens. Oxidative bursts can help degrade pathogens phagocytosed by immune cells and therefore free radicals have an important role in immune system function.However, free radicals also have detrimental effects on surrounding cells. When LDL is co-localized with cells or tissues that are releasing free radicals (such as in an inflamed vessel wall) the free radicals can chemically modify the phospholipids and other components of the lipoprotein. The LDL becomes oxidized and the modification makes the LDL more atherogenic.

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Size and Number

Although lipoproteins of a particular class are generally within a given size range, there are many biochemical processes that interact with lipoproteins to alter their size, density, and lipid composition. When low-density lipoprotein (LDL) becomes smaller and denser, it is more likely to interact with the arterial wall, leading to deposition of cholesterol and initiating or worsening atherosclerosis. Research has shown that high numbers of smaller, denser LDL are more atherogenic than larger, lighter LDL particles. Small, dense LDL particles are associated with more than a three-fold increase in the risk of coronary heart disease.

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Nuclear Magnetic Resonance

The nuclear magnetic resonance (NMR) spectroscopy technique that was developed by LipoScience (LipoScience, Inc., Raleigh, NC), exploits specific magnetic properties of lipoproteins. This technology does not require separation of lipoproteins; serum or plasma can be run through the NMR sensor probe and all lipoproteins can be measured directly and homogeneously. The NMR platform works by subjecting the patient sample to a pulse of radio energy within a strong magnetic field. The energy that is given off by the lipids in the sample results is a signal that can be analyzed by the instrument to determine the number and size of lipoproteins present. Lipids associated with larger lipoproteins produce a signal that is distinct from those of smaller lipoproteins. A computer algorithm developed by LipoScience deconvolutes the signals into lipoprotein subclasses and then quantifies the number of particles in each class.NMR provides a useful and novel way to quantitate lipoprotein particles. However it is currently a proprietary technology and NMR analyzers are not yet readily-available for purchase and use in smaller clinical laboratories.

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Electrophoresis Testing

Serum lipoprotein electrophoresis is usually performed using fasting serum or plasma. In a fasting sample, large chylomicrons are not normally present and therefore, will not obscure or confound the gel. Because electrophoresis relies on dye-binding and densitometry, samples should have cholesterol > 100 mg/mL. The results of this testing can be used in a variety of ways but typically a report of "type B" or "type A" is sufficient to inform physicians whether there is increased cardiovascular risk.

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Assessing Lipoprotein Particle Number and Size

The ideal measurement of lipoproteins would entail enumerating the number of particles and describing their relative sizes. Since the amount of cholesterol varies within lipoprotein particles, simple cholesterol levels typically underestimate the number of lipoprotein particles. Technology has now been developed that utilizes nuclear magnetic resonance (NMR) to assess lipoprotein particle number and size. The NMR instrumentation provides a direct measurement of the number and relative sizes of LDL particles. An alternative means of measuring LDL particle number is to measure apoB in LDL isolated by ultracentrifugation but this method is a more tedious process.

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Normal Peripheral Blood Cells
Glossary of Terms N through Z.

N:C Ratio - Nuclear: cytoplasmic Ratio - The ratio of nuclear volume to cytoplasmic volume within any one cell.Neoplasm - Any new and abnormal growth, such as a tumor.Neutrophilic Granules - Specific granules present in the cytoplasm of neutrophils. These granules resemble pencil stippling and stain a lilac color due to their affinity for both basic and acid dyes.Phagocyte - Any cell that ingests microorganisms or other cells and foreign particles.Phagocytosis - The ingestion and destruction of microorganisms or other foreign particles.Plasma - The fluid portion of blood in which the various blood cells are suspended.PF3 (platelet Factor 3) - A lipoprotein component of the platelet membrane; functions as a surface catalyst during blood coagulation.Pseudopod - A temporary protrusion of the cytoplasm of a cell.Refractile - Capable of refracting or changing the direction of light.Senescence - The process or condition of growing old.Serotonin - A constituent of blood platelets and other cells and organs; induces constriction of the blood vessels.Specific Granules - Granules found in cells of the more mature stages of the granulocytic series. They have distinct staining reactions which differ with each type of granulocyte.T-cell - Thymus derived lymphocyte which mediates cellular immunity.Thrombocyte (Platelet) - A circular or oval disk found in the blood; concerned with hemostasis.Thymus - A ductless gland-like body situated in the anterior mediastinal cavity; reaches its maximum development during the early years of childhood.Vacuole - Any small space or cavity formed in the cytotoplasm of a cell.

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Pharmacology in the Clinical Lab: Therapeutic Drug Monitoring and Pharmacogenomics
Protein Binding

Most drugs are bound to proteins when they circulate in the body. Albumin is a major drug-binding protein in serum. Albumin is an alkaline protein, so acidic and neutral drugs primarily bind to it. If albumin binding sites become saturated, acidic and neutral drugs can bind to lipoproteins. Alkaline drugs tend to bind to globulins, particularly to the globulin, alpha-1 acid glycoprotein. Only free, unbound drugs are able to bind drug receptors and have therapeutic effects. An equilibrium exists in the systemic circulation between a free and protein-bound drug and between a free and receptor-bound drug. This is illustrated in the image to the right.

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Phlebotomy
Lipid panel

Cholesterol High density lipoprotein Low density lipoproteinTriglycerides Lipid profile is run on serum or plasma. It requires a 14 hour fast prior to collection.

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Plasma lipids

Lipids are fats dispersed in plasma. They include: Triglycerides Cholesterol Lipoproteins The amount and ratios of various lipids in the blood will determine a person’s risk of getting coronary artery disease.

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The Disappearing Antibody: A Case Study
Using p values in medical research

Let's briefly review using p values in medical research. A simple example would be a randomized clinical trial to assess whether a new drug decreases levels of low-density lipoprotein (LDL) more than an established drug. Data are collected from subjects treated with new Drug A and established Drug B. Let's suppose that the mean LDL of Drug A is lower than that of Drug B. We want to know whether the difference is due to an effect of Drug A or if the difference is due to chance. There is no way we can ever be certain whether the observed difference reflects a true difference (Drug A is more effective in lowering LDL) or is just a coincidence of random sampling. All we can do is calculate probabilities (the p value) based on a null hypothesis. A null hypothesis states that there is no difference between the drugs. The p value is the probability of observing a difference as large or larger than was observed in the study, if the null hypothesis of no difference were true.

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