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How to Manage
your Lab ?
BY
Dr. Nashwa Elsayed
Clinical Pathologist
KFH lab Quality Coordinator
MB.BCH
M.Sc. of Clinical & Chemical Pathology
Diploma in Health Care Quality Management
Diploma in Infection Prevention & Control
The principles of Quality
management, Quality Assurance
and Control have become the
foundation by which clinical labs
are managed and operated.
How to Manage Your Lab? Dr. Nashwa Elsayed
Laboratory cost reduction and
quality improvement require
(Total Quality Management).
How to Manage Your Lab? Dr. Nashwa Elsayed
What is The Quality ?
• Quality is Conformance to the requirements
of users or customers and the satisfaction of
their needs and expectations
• The universal principles of total quality management
are:
o Customer focus
o Management commitments
o Training
o Process capability and control
o Measurement through quality improvement tools.
How to Manage Your Lab? Dr. Nashwa Elsayed
Quality Cost
Cost of Conformance
( Good Quality )
Appraisal Cost
Ex.:
* Training
* Calibration
* Maintenance
Prevention
Costs
Ex.:
* Inspection
* Quality Control
Cost of Nonconformance
( Bad Quality )
Internal failure
Costs
Ex.:
* Scrap
* Rework
* Repeat runs
External failure
Costs
Ex.:
* Complaints
* Service
* Repeat request
How to Manage Your Lab? Dr. Nashwa Elsayed
Quality & Cost
understanding of quality and cost leads
to a new prospective of the relationship
between these two concepts.
** Improvements in quality lead to
reduction in cost.
• For example, with better analytical
quality a laboratory eliminates repeat
runs and repeat requests of the tests
Elimination of waste
How to Manage Your Lab? Dr. Nashwa Elsayed
Process Of Quality Improvement
• Quality Improvement Occurs when
problems are eliminated permanently.
• Problems arise primarily form imperfect
processes, not from imperfect individuals.
• Thus quality problems are primarily
management problem.
Only Management has the power to change
work processes.
How to Manage Your Lab? Dr. Nashwa Elsayed
To solve a problem
1. Careful definition of the problem.
2. Establishment of baseline measure of process performance
3. Identification of root causes of the problem
4. Identification of a remedy for the problem
5. Verification that the remedy actually work
6. Standardization or generalization of the solution for routine
implementation of an improved process.
7. Establishment of ongoing measures for monitoring and
control of the process.
How to Manage Your Lab? Dr. Nashwa Elsayed
Total Quality Management
Framework
How to Manage Your Lab? Dr. Nashwa Elsayed
Total Testing Process
• Accurate and timely test reports are the
responsibility of the laboratory. However
many problems arise before and after
submitted specimens are analyzed.
• Therefore the total testing process must
be managed properly in the
• Pre-analytical
• Analytical
• Post analytical phases.
How to Manage Your Lab? Dr. Nashwa Elsayed
Control of Pre-analytical Variables
Establishing effective methods for the
monitoring and control of pre-
analytical variables is difficult because
many of the variables are outside the
traditional lab area.
How to Manage Your Lab? Dr. Nashwa Elsayed
Pre-analytical Variables
➢ Patient identification
➢ Turn around time
➢ Laboratory log
➢ Transcription errors
➢ Patient preparation
➢ Specimen collection
➢ Specimen transport
➢ Specimen separation and aliquoting
How to Manage Your Lab? Dr. Nashwa Elsayed
Control of Analytical Variables
Many analytical variables must
controlled carefully to ensure
accurate measurements by
analytical methods.
How to Manage Your Lab? Dr. Nashwa Elsayed
Analytical Variables
➢ Water quality
➢ Calibration of analytical balances
➢ Calibration of volumetric glassware and
automatic pipettes
➢ Stability of electric power and the
temperature of heating baths, refrigerators,
freezers and centrifuges should be
monitored on a laboratory wide basis
because they affect many laboratory
methods.
How to Manage Your Lab? Dr. Nashwa Elsayed
Documentation of Analytical
Protocols
Step by step procedures of
analytical methods should be
written and documented and
should be kept available for all
operators.
Policy & Procedure
How to Manage Your Lab? Dr. Nashwa Elsayed
Policy & Procedure Outlines
➢ Procedure name
➢ Clinical significance
➢ Principle of method
➢ Specimen
➢ Reagents & equipment
➢ Procedure
➢ Reference values
➢ Comments
➢ References
How to Manage Your Lab? Dr. Nashwa Elsayed
Monitoring Technical Competency
( Training of Lab Personnel )
1. List of Objectives that outline the critical
tasks and knowledge
It is a helpful tool in training of personnel on new analytical
method.
2. Continuing Education Programs
help maintain and improve competence.
3. Employee Conferences
help uncover non-technical problems that may affect work quality.
How to Manage Your Lab? Dr. Nashwa Elsayed
Statistical Control
of Analytical Methods
• Done to monitor the Analytical Quality of the
measurement during stable operation.
• QC, like safety, are recognized as important if
something bad happened, but they seem to be a
waste of time and effort when thing are going OK.
• From the technologist’s standpoint, the objectives
of the control procedure are simply to “alert” me
when the method has a problem and “don’t alert”
me when method is working OK.
How to Manage Your Lab? Dr. Nashwa Elsayed
Control Materials
• Analytical methods are monitored by
analyzing a specimen of known
concentration ( Control Material )
then comparison of the observed values
with the known values.
• Control Solution or Material is a “specimen”
analyzed solely for Quality Control
Purposes NOT for Calibration.
How to Manage Your Lab? Dr. Nashwa Elsayed
Matrix
• It the substance or base from which
the control material is prepared.
• Ideally, control materials should
have the same matrix as the
specimen being tested.
How to Manage Your Lab? Dr. Nashwa Elsayed
Stability of QM
• When possible, it is desirable to
purchase at least a one year supply
of the same lot or patch number.
• Many products are now available
with expiration date exceeding two
years.
How to Manage Your Lab? Dr. Nashwa Elsayed
Vial to vial variability
• The variation observed when monitoring a
method is almost entirely due to measurement
imprecision and vial to vial variability.
• Lyophilized control materials must be
reconstituted with water or special diluent.
• A class A volumetric pipettes, de-ionized type I
water should be used in reconstituting control
material.
• Liquid control materials are also available, but
they are expensive and contain some additives
or preservatives.
How to Manage Your Lab? Dr. Nashwa Elsayed
Assayed Versus Un-Assayed
• Assayed control materials generally
come with an assay sheet of
expected values for analytes assayed
by various methods and
instruments.
• These ranges are provided only as
guidelines until the laboratory has
established his own statistical limits.
How to Manage Your Lab? Dr. Nashwa Elsayed
Analyte levels
• Analyte levels of quality control materials should
be chosen at medical decision levels and/or at
critical method performance limits such as upper
and lower linearity limits.
• Choosing control material at critical
concentrations (medical and/or performance) will
allow the analyst to estimate the random error at
critical levels of the method during stable
operation.
How to Manage Your Lab? Dr. Nashwa Elsayed
The Levey-Jennings Control Chart
How to Manage Your Lab? Dr. Nashwa Elsayed
Calculations
➢ Are any calculations necessary if the control
material has an assay sheet the lists the range of
acceptable values for my method?
• Yes you still need to collect your own control
limits.
➢ What statistics need to be calculated to
establish my own control limits?
• You need to calculate the mean and standard
deviation from the control results.
How to Manage Your Lab? Dr. Nashwa Elsayed
➢ How many control values needed for the
calculations?
• At least 20 measurements over at least 2 weeks.
➢ How many significant figures are needed in the
control results?
• Control results should have at least one more
significant figure than the value reported to the
patient results.
How to Manage Your Lab? Dr. Nashwa Elsayed
➢ What is the equation of the mean?
➢ What does the mean tell me about
method performance?
• The mean provides an estimate of the
central tendency.
How to Manage Your Lab? Dr. Nashwa Elsayed
➢ What is the equation for the standard deviation
(SD)?
➢ What does the SD tell about method
performance?
• SD is related to the spread of control results
about the expected mean.
How to Manage Your Lab? Dr. Nashwa Elsayed
Control limits
• Given the mean and standard deviation for a
control material, control limits are calculated as
the mean ± a certain multiple of the standard
deviation, such as 2s or 3s.
• For example, a control material has a mean for
cholesterol of 200 mg/dl and a SD of 4 mg/dl,
the 2s limit would be 192 and 208 mg/dl and
the 3s limits would be 188 and 212 mg/dl
How to Manage Your Lab? Dr. Nashwa Elsayed
Preparation of Control Chart
• Control chart is constructed manually using
standard graph paper.
• Label the chart.
• Scale and label x- axis and y-axis.
How to Manage Your Lab? Dr. Nashwa Elsayed
Preparation of Control Chart
• Draw lines for mean and control limits for our
example of cholesterol value of 200 mg/dl and
a SD of 4 mg/dl
How to Manage Your Lab? Dr. Nashwa Elsayed
The chances for rejection
• The room or building you’re in most likely has
a fire alarm or a whole system of fire detectors.
• What is the chance that a fire will detected by
your system if the source of fire is:
• One match?
• A whole matchbook?
• A wastebasket?
• Your whole desk?
How to Manage Your Lab? Dr. Nashwa Elsayed
QC Error Alarm
• The fire we want to detect in an analytical testing
process is any analytical error that would burn a
physician or patient.
• The alarm is supposed to detect situations of unstable
method performance with 100% certainty, and ideally,
shouldn’t give any false alarms (0.00% chance).
• You would expect that the chance of detecting an
analytical problem will depend on:
• the size of the error occurring
• the number of controls used
• and the sensitivity of the statistical rules being used
How to Manage Your Lab? Dr. Nashwa Elsayed
• The stable imprecision of the measurement is
the random variation observed when the same
patient or control materials is analyzed
repeatedly, such as in the replication
experiment that is part of the initial evaluation
studies performed on a method.
How to Manage Your Lab? Dr. Nashwa Elsayed
• An accuracy problem, or increase in
Systematic Error, would changes the
mean of the histogram, therefore shifting
all the control values in one direction,
higher or lower.
How to Manage Your Lab? Dr. Nashwa Elsayed
• A precision problem, or increase in
Random Error, would cause the standard
deviation to increase therefore, widening
the expected distribution of control
values, causing some values to be higher
and some to be lower.
How to Manage Your Lab? Dr. Nashwa Elsayed
CONTROL RULES
Westgard Rules
How to Manage Your Lab? Dr. Nashwa Elsayed
Westgard Rules
• Control rule means a decision criterion for
judging whether an analytical run is in-control or
out-of-control.
How to Manage Your Lab? Dr. Nashwa Elsayed
13s Rule
• 13s refer to a control rule that is commonly
used with a Levey-Jennings chart when the
control limits are set as the mean plus 3s and
the mean minus 3s.
How to Manage Your Lab? Dr. Nashwa Elsayed
12s Rule
• 12srefers to the control rule that is commonly used with a
Levey-Jennings chart when the control limits are set as the
mean plus/minus 2s. In the original Westgard multirule QC
procedure, this rule is used as a warning rule to trigger
careful inspection of the control data by the following
rejection rules.
How to Manage Your Lab? Dr. Nashwa Elsayed
22s Rule
• 22s rejected when 2 consecutive control
measurements exceed the same mean plus
2s or the same mean minus 2s control limit.
How to Manage Your Lab? Dr. Nashwa Elsayed
R4s Rule
• R4s reject when 1 control measurement in a group
exceeds the mean plus 2s and another exceeds the mean
minus 2s. This rule should only be interpreted within-run,
not between-run. The graphic below should really imply
that points 5 and 6 are within the same run.
How to Manage Your Lab? Dr. Nashwa Elsayed
41s Rule
• 41s - reject when 4 consecutive control
measurements exceed the same mean plus
1s or the same mean minus 1s control limit.
How to Manage Your Lab? Dr. Nashwa Elsayed
10x Rule
• 10x - reject when 10 consecutive
control measurements fall on one side
of the mean.
How to Manage Your Lab? Dr. Nashwa Elsayed
• In addition, you will sometimes
see some modifications of this
last rule to make it fit more
easily with Ns of 4
How to Manage Your Lab? Dr. Nashwa Elsayed
8x Rule
• 8x - reject when 8 consecutive control
measurements fall on one side of the
mean.
How to Manage Your Lab? Dr. Nashwa Elsayed
12x Rule
• 12x - reject when 12 consecutive control
measurements fall on one side of the mean.
How to Manage Your Lab? Dr. Nashwa Elsayed
• The preceding control rules are
usually used with N's of 2or 4, which
means they are appropriate when two
different control materials are
measured 1 or 2 times per material.
How to Manage Your Lab? Dr. Nashwa Elsayed
Rules & Errors
TypeofError Controlrulethatdetectsit
Randomerror 12.5s,13s,13.5s R4s,R0.05,R0.01
Systematicerror22s,41s,2of32s,31s 6x,8x,9x,10x,12x,x0.05,x0.01,cusum
• There are two types of errors, random and systematic.
Also coincidently, there are control rules which detect
random errors better than systematic errors, and control
rules that pick up systematic errors better than random
errors. So the multirule combines the use of those two
types of rules to help detect those two types of errors.
How to Manage Your Lab? Dr. Nashwa Elsayed
The Out-of-Control
Problem
How to Manage Your Lab? Dr. Nashwa Elsayed
Bad habit # 1
• Change the old bad habits:
• The first response to an “out-of-control”
situation is to automatically repeat the control.
While repeating the control will often give us a
value that may be “within the limits”, careful
inspection of the actual repeat result will often
show that “we may have just squeaked by” and
what we really have done is to delay the
troubleshooting and problem solving until future
run.
How to Manage Your Lab? Dr. Nashwa Elsayed
Example of repeating control
How to Manage Your Lab? Dr. Nashwa Elsayed
Bad Habit # 2
• Another myth is that the control is “bad”. It is
true that sometimes controls are short sampled,
are used beyond the stability date, have been
stored improperly, or were prepared incorrectly.
Why does this happen?
• Written instructions for the careful
reconstitution, mixing, handling, storage and
stability of controls should be included with the
QC procedure and also included in the QC
procedure training and implementation.
How to Manage Your Lab? Dr. Nashwa Elsayed
Development Good Habit -
Solve Problems
• Problem-solving or trouble-shooting is both a
skill and an attitude. It’s a skill because it depends
on your knowledge and experience.
• It is an attitude because it depends on having
confidence to investigate the unknown, often
under pressure of delaying the reports of critical
test results and the stress of having others looking
over your shoulder while they wait for you to get
the analytical system running again.
How to Manage Your Lab? Dr. Nashwa Elsayed
Good Habit # 1
Inspect the control charts or rules violated to
determine type of error.
• In order to solve a control problem, it is useful to identify
the type of error (random or systematic) that is causing the
QC failure. Different control rules have different
sensitivities for detecting different types of errors.
• Rules that test the tails of a distribution or the width of a
distribution, such as 13s and R4s rules, usually indicate
random error.
• Rules that look for consecutive control values exceeding
the same control limit, such as 22s, 41s, and 10 rules,
usually indicate systematic error.
How to Manage Your Lab? Dr. Nashwa Elsayed
For example:
• 1st event 41s is violated.
• 2nd event again, 41s is violated.
• 3rd event again shows 41s .
• 4th and 5th events both show 22s.
How to Manage Your Lab? Dr. Nashwa Elsayed
Good Habit # 2
• The type of error observed provide a clue about
the source of error
• because random and systematic errors have
different causes.
Relate the type of error to potential causes
How to Manage Your Lab? Dr. Nashwa Elsayed
➢ Systematic errors
May be caused by factors such as a
• Change in reagent lot or in calibrator lot,
• Wrong calibrator values,
• Badly prepared reagents,
• Deterioration of reagents or calibrator,
• Inadequate storage of reagent or calibrator,
• Change in sample or reagent volumes,
• Change in temp. of incubators,
• Deterioration of photometric lamp and change from one
operator to another.
How to Manage Your Lab? Dr. Nashwa Elsayed
➢ Random errors
May be caused by factors such as
• Bubbles in reagents and reagent lines,
• Improperly mixed reagents,
• Unstable temp and incubation,
• Unstable electrical supply,
• Individual operator variation in pipetting,
timing etc.
How to Manage Your Lab? Dr. Nashwa Elsayed
Good Habit # 3
• When many tests within an instrument are
displaying QC problems, troubleshooting steps
should be aimed at those things that the tests
have in common.
• Examples are tests using same filter, same lamp
or same mode of detection (endpoint or kinetic).
Consider factors in common
How to Manage Your Lab? Dr. Nashwa Elsayed
Good Habit # 4
Relate causes to recent changes
• A sudden shift (systematic error) is usually due to a recent
event such as replacement of reagent, recent calibrator
etc.
• A systematic trend can be more difficult to resolve than a
shift simply because the problem is occurring over a long
period of time.
• In contrast, random error problems are more difficult to
identify and resolve, mostly due to the nature of the error,
which cannot be predicted or quantified as can systematic
error.
How to Manage Your Lab? Dr. Nashwa Elsayed
Good Habit # 5
Verify the solution and document the remedy
• After the cause of the problem has been
identified, it must be corrected and the solution
verified by re-testing all of the controls.
• The out-of-control event must be documented
along with the corrective action.
• Troubleshooting reports should be completed
for unusual problems to aid in future problem-
solving.
How to Manage Your Lab? Dr. Nashwa Elsayed
‫الجودة‬=‫اإلحسان‬‫و‬ ‫ان‬‫اإلتق‬
Dr. Nashwa Elsayed
Dr. Nashwa Elsayed

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How to manage your lab

  • 1. How to Manage your Lab ? BY Dr. Nashwa Elsayed Clinical Pathologist KFH lab Quality Coordinator MB.BCH M.Sc. of Clinical & Chemical Pathology Diploma in Health Care Quality Management Diploma in Infection Prevention & Control
  • 2. The principles of Quality management, Quality Assurance and Control have become the foundation by which clinical labs are managed and operated. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 3. Laboratory cost reduction and quality improvement require (Total Quality Management). How to Manage Your Lab? Dr. Nashwa Elsayed
  • 4. What is The Quality ? • Quality is Conformance to the requirements of users or customers and the satisfaction of their needs and expectations • The universal principles of total quality management are: o Customer focus o Management commitments o Training o Process capability and control o Measurement through quality improvement tools. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 5. Quality Cost Cost of Conformance ( Good Quality ) Appraisal Cost Ex.: * Training * Calibration * Maintenance Prevention Costs Ex.: * Inspection * Quality Control Cost of Nonconformance ( Bad Quality ) Internal failure Costs Ex.: * Scrap * Rework * Repeat runs External failure Costs Ex.: * Complaints * Service * Repeat request How to Manage Your Lab? Dr. Nashwa Elsayed
  • 6. Quality & Cost understanding of quality and cost leads to a new prospective of the relationship between these two concepts. ** Improvements in quality lead to reduction in cost. • For example, with better analytical quality a laboratory eliminates repeat runs and repeat requests of the tests Elimination of waste How to Manage Your Lab? Dr. Nashwa Elsayed
  • 7. Process Of Quality Improvement • Quality Improvement Occurs when problems are eliminated permanently. • Problems arise primarily form imperfect processes, not from imperfect individuals. • Thus quality problems are primarily management problem. Only Management has the power to change work processes. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 8. To solve a problem 1. Careful definition of the problem. 2. Establishment of baseline measure of process performance 3. Identification of root causes of the problem 4. Identification of a remedy for the problem 5. Verification that the remedy actually work 6. Standardization or generalization of the solution for routine implementation of an improved process. 7. Establishment of ongoing measures for monitoring and control of the process. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 9. Total Quality Management Framework How to Manage Your Lab? Dr. Nashwa Elsayed
  • 10. Total Testing Process • Accurate and timely test reports are the responsibility of the laboratory. However many problems arise before and after submitted specimens are analyzed. • Therefore the total testing process must be managed properly in the • Pre-analytical • Analytical • Post analytical phases. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 11. Control of Pre-analytical Variables Establishing effective methods for the monitoring and control of pre- analytical variables is difficult because many of the variables are outside the traditional lab area. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 12. Pre-analytical Variables ➢ Patient identification ➢ Turn around time ➢ Laboratory log ➢ Transcription errors ➢ Patient preparation ➢ Specimen collection ➢ Specimen transport ➢ Specimen separation and aliquoting How to Manage Your Lab? Dr. Nashwa Elsayed
  • 13. Control of Analytical Variables Many analytical variables must controlled carefully to ensure accurate measurements by analytical methods. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 14. Analytical Variables ➢ Water quality ➢ Calibration of analytical balances ➢ Calibration of volumetric glassware and automatic pipettes ➢ Stability of electric power and the temperature of heating baths, refrigerators, freezers and centrifuges should be monitored on a laboratory wide basis because they affect many laboratory methods. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 15. Documentation of Analytical Protocols Step by step procedures of analytical methods should be written and documented and should be kept available for all operators. Policy & Procedure How to Manage Your Lab? Dr. Nashwa Elsayed
  • 16. Policy & Procedure Outlines ➢ Procedure name ➢ Clinical significance ➢ Principle of method ➢ Specimen ➢ Reagents & equipment ➢ Procedure ➢ Reference values ➢ Comments ➢ References How to Manage Your Lab? Dr. Nashwa Elsayed
  • 17. Monitoring Technical Competency ( Training of Lab Personnel ) 1. List of Objectives that outline the critical tasks and knowledge It is a helpful tool in training of personnel on new analytical method. 2. Continuing Education Programs help maintain and improve competence. 3. Employee Conferences help uncover non-technical problems that may affect work quality. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 18. Statistical Control of Analytical Methods • Done to monitor the Analytical Quality of the measurement during stable operation. • QC, like safety, are recognized as important if something bad happened, but they seem to be a waste of time and effort when thing are going OK. • From the technologist’s standpoint, the objectives of the control procedure are simply to “alert” me when the method has a problem and “don’t alert” me when method is working OK. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 19. Control Materials • Analytical methods are monitored by analyzing a specimen of known concentration ( Control Material ) then comparison of the observed values with the known values. • Control Solution or Material is a “specimen” analyzed solely for Quality Control Purposes NOT for Calibration. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 20. Matrix • It the substance or base from which the control material is prepared. • Ideally, control materials should have the same matrix as the specimen being tested. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 21. Stability of QM • When possible, it is desirable to purchase at least a one year supply of the same lot or patch number. • Many products are now available with expiration date exceeding two years. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 22. Vial to vial variability • The variation observed when monitoring a method is almost entirely due to measurement imprecision and vial to vial variability. • Lyophilized control materials must be reconstituted with water or special diluent. • A class A volumetric pipettes, de-ionized type I water should be used in reconstituting control material. • Liquid control materials are also available, but they are expensive and contain some additives or preservatives. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 23. Assayed Versus Un-Assayed • Assayed control materials generally come with an assay sheet of expected values for analytes assayed by various methods and instruments. • These ranges are provided only as guidelines until the laboratory has established his own statistical limits. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 24. Analyte levels • Analyte levels of quality control materials should be chosen at medical decision levels and/or at critical method performance limits such as upper and lower linearity limits. • Choosing control material at critical concentrations (medical and/or performance) will allow the analyst to estimate the random error at critical levels of the method during stable operation. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 25. The Levey-Jennings Control Chart How to Manage Your Lab? Dr. Nashwa Elsayed
  • 26. Calculations ➢ Are any calculations necessary if the control material has an assay sheet the lists the range of acceptable values for my method? • Yes you still need to collect your own control limits. ➢ What statistics need to be calculated to establish my own control limits? • You need to calculate the mean and standard deviation from the control results. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 27. ➢ How many control values needed for the calculations? • At least 20 measurements over at least 2 weeks. ➢ How many significant figures are needed in the control results? • Control results should have at least one more significant figure than the value reported to the patient results. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 28. ➢ What is the equation of the mean? ➢ What does the mean tell me about method performance? • The mean provides an estimate of the central tendency. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 29. ➢ What is the equation for the standard deviation (SD)? ➢ What does the SD tell about method performance? • SD is related to the spread of control results about the expected mean. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 30. Control limits • Given the mean and standard deviation for a control material, control limits are calculated as the mean ± a certain multiple of the standard deviation, such as 2s or 3s. • For example, a control material has a mean for cholesterol of 200 mg/dl and a SD of 4 mg/dl, the 2s limit would be 192 and 208 mg/dl and the 3s limits would be 188 and 212 mg/dl How to Manage Your Lab? Dr. Nashwa Elsayed
  • 31. Preparation of Control Chart • Control chart is constructed manually using standard graph paper. • Label the chart. • Scale and label x- axis and y-axis. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 32. Preparation of Control Chart • Draw lines for mean and control limits for our example of cholesterol value of 200 mg/dl and a SD of 4 mg/dl How to Manage Your Lab? Dr. Nashwa Elsayed
  • 33. The chances for rejection • The room or building you’re in most likely has a fire alarm or a whole system of fire detectors. • What is the chance that a fire will detected by your system if the source of fire is: • One match? • A whole matchbook? • A wastebasket? • Your whole desk? How to Manage Your Lab? Dr. Nashwa Elsayed
  • 34. QC Error Alarm • The fire we want to detect in an analytical testing process is any analytical error that would burn a physician or patient. • The alarm is supposed to detect situations of unstable method performance with 100% certainty, and ideally, shouldn’t give any false alarms (0.00% chance). • You would expect that the chance of detecting an analytical problem will depend on: • the size of the error occurring • the number of controls used • and the sensitivity of the statistical rules being used How to Manage Your Lab? Dr. Nashwa Elsayed
  • 35. • The stable imprecision of the measurement is the random variation observed when the same patient or control materials is analyzed repeatedly, such as in the replication experiment that is part of the initial evaluation studies performed on a method. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 36. • An accuracy problem, or increase in Systematic Error, would changes the mean of the histogram, therefore shifting all the control values in one direction, higher or lower. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 37. • A precision problem, or increase in Random Error, would cause the standard deviation to increase therefore, widening the expected distribution of control values, causing some values to be higher and some to be lower. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 38. CONTROL RULES Westgard Rules How to Manage Your Lab? Dr. Nashwa Elsayed
  • 39. Westgard Rules • Control rule means a decision criterion for judging whether an analytical run is in-control or out-of-control. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 40. 13s Rule • 13s refer to a control rule that is commonly used with a Levey-Jennings chart when the control limits are set as the mean plus 3s and the mean minus 3s. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 41. 12s Rule • 12srefers to the control rule that is commonly used with a Levey-Jennings chart when the control limits are set as the mean plus/minus 2s. In the original Westgard multirule QC procedure, this rule is used as a warning rule to trigger careful inspection of the control data by the following rejection rules. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 42. 22s Rule • 22s rejected when 2 consecutive control measurements exceed the same mean plus 2s or the same mean minus 2s control limit. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 43. R4s Rule • R4s reject when 1 control measurement in a group exceeds the mean plus 2s and another exceeds the mean minus 2s. This rule should only be interpreted within-run, not between-run. The graphic below should really imply that points 5 and 6 are within the same run. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 44. 41s Rule • 41s - reject when 4 consecutive control measurements exceed the same mean plus 1s or the same mean minus 1s control limit. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 45. 10x Rule • 10x - reject when 10 consecutive control measurements fall on one side of the mean. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 46. • In addition, you will sometimes see some modifications of this last rule to make it fit more easily with Ns of 4 How to Manage Your Lab? Dr. Nashwa Elsayed
  • 47. 8x Rule • 8x - reject when 8 consecutive control measurements fall on one side of the mean. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 48. 12x Rule • 12x - reject when 12 consecutive control measurements fall on one side of the mean. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 49. • The preceding control rules are usually used with N's of 2or 4, which means they are appropriate when two different control materials are measured 1 or 2 times per material. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 50. Rules & Errors TypeofError Controlrulethatdetectsit Randomerror 12.5s,13s,13.5s R4s,R0.05,R0.01 Systematicerror22s,41s,2of32s,31s 6x,8x,9x,10x,12x,x0.05,x0.01,cusum • There are two types of errors, random and systematic. Also coincidently, there are control rules which detect random errors better than systematic errors, and control rules that pick up systematic errors better than random errors. So the multirule combines the use of those two types of rules to help detect those two types of errors. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 51. The Out-of-Control Problem How to Manage Your Lab? Dr. Nashwa Elsayed
  • 52. Bad habit # 1 • Change the old bad habits: • The first response to an “out-of-control” situation is to automatically repeat the control. While repeating the control will often give us a value that may be “within the limits”, careful inspection of the actual repeat result will often show that “we may have just squeaked by” and what we really have done is to delay the troubleshooting and problem solving until future run. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 53. Example of repeating control How to Manage Your Lab? Dr. Nashwa Elsayed
  • 54. Bad Habit # 2 • Another myth is that the control is “bad”. It is true that sometimes controls are short sampled, are used beyond the stability date, have been stored improperly, or were prepared incorrectly. Why does this happen? • Written instructions for the careful reconstitution, mixing, handling, storage and stability of controls should be included with the QC procedure and also included in the QC procedure training and implementation. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 55. Development Good Habit - Solve Problems • Problem-solving or trouble-shooting is both a skill and an attitude. It’s a skill because it depends on your knowledge and experience. • It is an attitude because it depends on having confidence to investigate the unknown, often under pressure of delaying the reports of critical test results and the stress of having others looking over your shoulder while they wait for you to get the analytical system running again. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 56. Good Habit # 1 Inspect the control charts or rules violated to determine type of error. • In order to solve a control problem, it is useful to identify the type of error (random or systematic) that is causing the QC failure. Different control rules have different sensitivities for detecting different types of errors. • Rules that test the tails of a distribution or the width of a distribution, such as 13s and R4s rules, usually indicate random error. • Rules that look for consecutive control values exceeding the same control limit, such as 22s, 41s, and 10 rules, usually indicate systematic error. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 57. For example: • 1st event 41s is violated. • 2nd event again, 41s is violated. • 3rd event again shows 41s . • 4th and 5th events both show 22s. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 58. Good Habit # 2 • The type of error observed provide a clue about the source of error • because random and systematic errors have different causes. Relate the type of error to potential causes How to Manage Your Lab? Dr. Nashwa Elsayed
  • 59. ➢ Systematic errors May be caused by factors such as a • Change in reagent lot or in calibrator lot, • Wrong calibrator values, • Badly prepared reagents, • Deterioration of reagents or calibrator, • Inadequate storage of reagent or calibrator, • Change in sample or reagent volumes, • Change in temp. of incubators, • Deterioration of photometric lamp and change from one operator to another. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 60. ➢ Random errors May be caused by factors such as • Bubbles in reagents and reagent lines, • Improperly mixed reagents, • Unstable temp and incubation, • Unstable electrical supply, • Individual operator variation in pipetting, timing etc. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 61. Good Habit # 3 • When many tests within an instrument are displaying QC problems, troubleshooting steps should be aimed at those things that the tests have in common. • Examples are tests using same filter, same lamp or same mode of detection (endpoint or kinetic). Consider factors in common How to Manage Your Lab? Dr. Nashwa Elsayed
  • 62. Good Habit # 4 Relate causes to recent changes • A sudden shift (systematic error) is usually due to a recent event such as replacement of reagent, recent calibrator etc. • A systematic trend can be more difficult to resolve than a shift simply because the problem is occurring over a long period of time. • In contrast, random error problems are more difficult to identify and resolve, mostly due to the nature of the error, which cannot be predicted or quantified as can systematic error. How to Manage Your Lab? Dr. Nashwa Elsayed
  • 63. Good Habit # 5 Verify the solution and document the remedy • After the cause of the problem has been identified, it must be corrected and the solution verified by re-testing all of the controls. • The out-of-control event must be documented along with the corrective action. • Troubleshooting reports should be completed for unusual problems to aid in future problem- solving. How to Manage Your Lab? Dr. Nashwa Elsayed