ace-topic 2-the analysis process
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TOPIC 2:THE ANALYTICAL PROCESS
SSCK 1203 2/20122013
STEPS IN AN ANALYSIS
The analytical process consists of the following unit operations
1. Problem definition
2. Method selection
3. Sampling
4. Sample Preparation
5. Eliminating interferences
6. Measurement
7. Reporting
(1) Problem Definition
Questions to be answered by chemical measurements (What information is needed?)
Problem - what needs to be found? Information - What is the sample, who will use it, How will
it be used? Qualitative or quantitaive - How sensitive must the
method be, what is the degree of accuracy/precision, how are interferences eliminated
Budget and time constrain – How much is the cost, when is the information required?
(2) Method Selection
The analytical method to be used depends on the following
□ Sample type, size and preparation required□ Skill and training of analyst
□ Tools/instruments available□ Selectivity, precision, sensitivity required□ Cost (budget) and speed□ Time required and target deadlines□ Availability of methods in the chemical literature (Books, journals, manuals, etc)□ Availability of standard methods
(3) Sampling
Sampling: The process to get a representative and homogeneous sample
- Representative - content of analytical sample reflects content of bulk sample
- Homogeneous - the analytical sample has the same content throughout
Sample collection depends on- The type, size, homogeneity of the bulk sample- The physical state of the sample (solid, liquid, gas)- The chemical state of the material to be assayed
(Preserve sample so that the identity and concentration of the analyte to be analyzed is not destroyed or altered)
Apply statistics and error determined
Sampling Steps
(1) Identify the population from which the sample is to be obtained
(2) Collect a gross sample that is truly representative of the population being sampled.
(3) Reduce the gross sample to a laboratory sample that is suitable for analysis
Sampling methods commonly used Grab SampleGrab Sample - Portion of sample removed from the target
population Composite SampleComposite Sample - Several grab samples combined to form a
single sample In-situ SamplingIn-situ Sampling - Sampling done within the population without
physically removing the sample
Methods of sampling, liquids and gases are given in standard reference books
eg: ASTM (American Society for Testing and Material)
APHA (American Public Health Association)AOAC (Association of Official Analytical Chemists International)
- Homogeneous parent samples – Simple ‘grab sample’ approach taken at random and assumed representative
- Heterogeneous parent samples - Several samples have to be taken
SAMPLING SOLIDS
Solid materials are heterogenous making sampling difficult
Gross composition - special sampling techniques will be required to obtain a representative sample
The larger the particle size, the larger the gross sample should be
It is best to take 1/50 to 1/100 of the total bulk
‘Cone and Quarter Method’
The gross sample must be reduced in size to obtain a laboratory sampleA commonly used sampling method is the ‘cone and quarter method’
The sample is crushed and mixed to form a conical pile
The pile is flattened and cut into equal quarters, and two opposite quarters are collected at random
The quartering process is repeated until the desired sample size is obtained
SAMPLING LIQUIDS
- Liquid samples are homogeneous - easier to sample
- The gross sample can be relatively small- Sampling techniques will depend on the types of
liquidExamples
1. Small quantities of non homogeneous liquid sample is shaken and sampled immediately
2. Large volume of liquids are sampled after a transfer or during discharge or if in a pipe, sampled after passing through a pump when they have undergone thorough mixing
3. Large stationary liquids are sampled at different depths using a ‘thief sampler’The separate aliquots of liquids can be analyzed individually or can be combined into one gross sample (composite sample)
4. For biological fluids, the timing of sampling is very important
SAMPLING GASES
Gases tend to be homogeneousA large volume of sample is required because of their low density
Examples
-Air analysis:
Use a `Hi-Vol’ sampler that contain filters to collect particulates-Liquid displacement method:
The sample must be slightly soluble in the liquid and does not react with the liquid-Breath sample:
The subject blows into an evacuated bag
Air Sampling FiltersAir Sampling Filters
Air Sampling Air Sampling PumpPump
Dust SamplerDust Sampler
Sample storage and preservation
Samples are preserved to prevent: Decomposition of biological samples (by bacterial
action) or heat and light labile samples- Refrigerate after collection until the time of analysis,
protect from light, seal or store under vacuum or nitrogen Precipitation of metals from water samples- Acidify by adding 10% HNO3 immediately upon collection Loss of water from hygroscopic material Loss of volatile analytes from water samples
Sample Preservation Techniques
Method Description
• Use appropriate Teflon (PTFE) - for ionic sampling container analyte
Glass container - for organic analyte
• Addition of chemical Antioxidants,stabilizers Antibacterials
• Freezing the sample To avoid thermal degradation
• Adsorption on a solid phase To stabilize or immobilize the analyte
• Addition of HNO3 (pH < 2) For metal analyte
Sample storage Conditions
Sample Storage Conditions
• Volatile sample Keep in sealed containers and
• Thermally labile sample store in the refrigerator or freezer
• Liquid samples Keep in cool, dark area (away from sunlight)
(4) Sample Preparation
Sample preparation (aka sample pretreatment or treatment) is a step in chemical analysis where the sample is brought into the correct size form for analysis
General Principles Should not lose any analyte Bring the analyte into the best chemical form for
assay method used Remove interferences Should not add any new interferents Dilute or concentrate the sample to bring analyte
concentration into the best range for the method
PREPARING A LAB SAMPLE
Ways of converting samples to useful forms Grind solids to a suitable size to obtain a Grind solids to a suitable size to obtain a
homogeneous samplehomogeneous sample Dry* the samples to get rid of adsorbed water the samples to get rid of adsorbed water Weigh dried samples (store in a desiccator)Weigh dried samples (store in a desiccator) Dissolve in solution (aka dissolution)Dissolve in solution (aka dissolution)
Replicate samples must always be performed unless the quantity of the analyte or other factors prohibit (Replicates are samples of the same size carried through the analytical procedure at the same time and the same way)
SAMPLE DRYING METHODS
Sample• Inorganic sample• Common organic
sample• Biological sample• Hygroscopic
sample• Oxidizable
sample
• Heat sensitive sample
Drying Conditions
Heat at 110oC
Depends on sample (removes adsorbed vapors)
Heat at <100oC
Dry in vacuum desiccator
Dry in vacuum desiccator or under nitrogen
Freeze dry
PREPARING SOLUTION (Sample dissolution)
Most analyses are performed on solutions A solvent is chosen that dissolves the whole sample without
decomposing the analyte Types of sample dissolution (1) Destructive - those that totally destroy the sample
matrix (2) Nondestructive or partially destructive - mild or non
evasive dissolution - Destructive dissolution can be used only when the analyte
is inorganic or can be converted to an inorganic derivative for measurement
- Non destructive dissolution if the analyte to be measured is an organic substance
Errors in Preparing Solutions
Several sources of error are encountered in the sample dissolution step
Incomplete dissolution of the analyte Losses of analyte by the volatilization (evaporation) Introduction of analyte (external) as a solvent
contamination Contamination from the reaction of the solvent with
vessel walls
DISSOLUTION PROCEDURES
Inorganic Solids• Simple Dissolution - Dissolve sample in water• Wet Digestion (aka acid treatment) - Heat with mineral
acids in open/closed container• Fusion Technique - Heat with acid or flux until molten
state
Organic Solids• Dry Ashing - Oxidize by slow heating in oxygen at very
high temperature (in furnace)• Wet Digestion - Heat with mineral acids in an open or
closed container
Acid Treatment Of Inorganic Solids
(In open containers: eg in a beaker on a hot plate)(In open containers: eg in a beaker on a hot plate)Advantage: low cost
Disadvantage: Loss of analyte by volatilization HCl : Carbonates, phosphates, oxides H2SO4 : Organic material at 300C HNO3 : Any metals not dissolve by HCl HClO4 : Steel HF : Silica Aqua Regia (HCl+HNO3 3:1) for unstable inorganic HNO3+HCl+HF (5:15:3) for alloys
Grades of acids Very High Purity Chemicals eg Ultra-Pure (NBS) Analytical Reagents eg Certified ARTM (Fisher) Chemically Pure (CP) eg CPTM (Sigma) Practical Grade eg PurifiedTM (Sigma) Commercial or Technical Grade
Microwave Digestion System
Rapid, efficient drying and acid decomposition of samples by using a microwave digestion
system Advantages
- Sample contained within the digestion vessel- Highly efficient and rapid (5-10 min)- Mostly any sample can be digested- Volatile elements are retained in reaction vessel- Easy to automate: a computer controls the pressure
and the temperature Disadvantages - Inability to add reagents during the digestion
- Limited amount of sample (typically 1 g or less) - Safety concerns due to the use of high pressures and corrosive reagents
Fusion Techniques
Inorganic samples mixed with large excess of alkali metal salts in a crucible and heated until the substance fuse together in a molten state, the melt is allowed to cool at room temp and dissolved in dilute acid or water (Used when acids fail to dissolve sample, eg. silica, mineral oxides, steel)
Types of flux Base flux (Na carbonates, hydroxides, borate for alkaline metal) Acid flux (pyrosulfates, boric oxide, fluoride acids) Oxidizing Flux (Sodium peroxide or nitrate/alkaline metal +
Sodium Carbonate)Disadvantages
Contamination by flux material High salt content may complicate analysis High temperature - loss of analyte through evaporation Sample container may react with flux material
Removing Organic Material Before Inorganic Analysis
For inorganic analytes such as trace metals contained in organic materials (animal and plant tissue, biological fluids, etc), apply either dry ashing or wet digestion:
- Dry ashing involves slow combustion at 400-7000C, which leaves behind the inorganic residue, soluble in dilute acid
- Wet digestion is heating organic material with oxidizing acids (HNO3/H2SO4 mixture), (Inorganic residue left behind is soluble)
Biological fluids must be free of proteins:- Remove proteins by either dry ashing or wet
digestion, or- Precipitate protein using specific reagents and
filter/centrifuge to yield protein free filtrate
For organic analytes- AVOID oxidizing methods (NO heating in strong
acids) - Extract the analyte from sample, or use dialysis or
dissolve sample in appropriate solvent
SEPARATION AND PRECONCENTRATION
Analyte must be separated from the matrix to: Eliminate interferences Provide suitable selectivity preconcentrate analyte for more sensitive or accurate
measurement
Separation methods: - Precipitation - Extraction - Chromatography - Dialysis - Distillation - Electrophoresis- Addition of masking agents
(5) Eliminating Interferences
Interferences are substances that prevent direct measurement of the
analyteSTANDARD ADDITION
• The method is often referred to as spiking the sample (by adding a known amount of analyte into the sample)
• The method is used to eliminate interference for analytes in a complex matrix (eg blood, sediment, human serum, etc)
(6) Measurement
Measurement is often the simplest stage of the analytical process
Use reagents of high purity (reagent grade) A ‘blank’ measurement must be performed for
trace analysis Analytical measurements: (1) Classical and (2)
instrumental The physical or chemical property proportional to
the analyte concentration is measured Calibration - Measuring suitable standards to
determine the relationship between analyte quantity and the physical/chemical property being measured
(7) Calculating Results and Reporting
(1) Determine the concentration of the analyte in the analytical sample solution
(2) Use results to calculate the amount of analyte in the original (bulk) sample
Evaluate the results - Requires appropriate use of statistics- Must be reasonable, reliable and related to the
problem as originally stated
Data presentation must be understood and conclusions clearly shown
Report results with limitation/accuracy information
The report must be verified by a professional chemist or charted chemist
METHOD VALIDATION
Method validation is the process to confirm that the analytical procedure employed for a specific test is suitable for its intended use Methods need to be validated or revalidated
1. before their introduction into routine use 2. whenever the conditions change for a validated
method eg. instrument with different characteristics 3. whenever the method is changed, and the change is
outside the original scope of the method
Validation Parameters
Specificity (Selectivity)
Linearity
Range
Accuracy
Precision - Repeatability - Intermediate Precision
- Reproducibility
Detection Limit (LOD)
Quantitation Limit (LOQ)
Robustness (Ruggedness)
System Suitability Testing
Specificity
The ability to assess the analyte in the presence of components which are expected to be present (eg. matrix, impurities, degradants, etc)
- It is not always possible to demonstrate that an analytical procedure is specific for a particular analyte (complete discrimination)
- In this case a combination of two or more analytical procedures is recommended to achieve the necessary level of discrimination
Linearity
The range of concentrations of analyte for which the procedure provides results that are in directly proportional to the concentration or amount of analyte in the sample
- Use of calibration (standard) curve (Concentrations determination at the linear sections of the graph)
- Triplicate (3) measurements at least- Regression, R2 > 0.998
Ways of determining linearity
Accuracy
Expression of the closeness of agreement between the accepted value (conventional true value or accepted reference value) and the value obtained by the methodAccuracy can be determined in 3 ways
- Recovery studies - use the procedure on a pure Standard Reference Material (SRM) and calculate % recovery (Problem method if <90%)
- Compare results using 2 or more independent methods (one accurate and validated)
- Analyze spiked blank matrix with varying known amounts of a standard
Precision
Repeatability expresses the precision under the same operating conditions over a short interval of time
Intermediate Precision expresses within laboratories variations (different days, different analysts, different equipment, etc)
Reproducibility expresses the precision between laboratories (for collaborative studies, and usually applied to standardization of methodology)
The closeness of agreement between a series of measurements from multiple samplingOften expressed as ‘standard deviation’ or ‘relative standard deviation’ (RSD)
Range
The interval between the upper and lower concentrations of analyte in the sample for an analytical procedure that has a suitable level of precision, accuracy and linearity
Limit Of Detection (LOD)
LOD is the lowest amount of analyte in a sample which can be detected but not necessarily quantitated
- Evaluated as signal-to-noise ratio ie 3 times standard deviation of the noise (S/N = 3)
Limit Of Quantitation (LOQ)The lowest amount of analyte in a sample that can be quantitatively determined with suitable precision and accuracy
- For assays of low levels of compounds in sample matrices (eg impurities and/or degradation
products) - Evaluated as signal-to-noise ratio ie 10 times standard deviation of the noise (S/N=10)
Robustness
A measure of the method’s capacity to remain unaffected by small, but deliberate variations in method parameters (Provides an indication of its reliability during normal usage)
System Suitability Testing
Tests parameters to be established for a particular procedure depending on the type of procedure being validated(An integral part of many analytical procedures)
Tests are based on the concept that the equipment, electronics, analytical operations and samples to be analyzed constitute an integral system that can be evaluated as such
Calibration and Maintenance•Sensors must be calibrated
eg. Time, temperature, pressure, humidity, weight
•Controllers must be qualified, calibrated and maintained at appropriate intervals
•Environmental requirements for the computerized system must be met