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5. Statistical
Methods
6. Internal quality
Control: Concept and implementation
7. External quality
assessment QA/ Proficiency Testing PT: concept and implementation
8. Laboratory
Accreditation
5. Internal quality Control
It is a set of in-house procedures undertaken by laboratory staff for the continuous monitoring of daily operation
and decide whether the results
of measurement are reliable enough to be released for supporting quality
patient care.
ICQ is an accreditation requirement.
To verify the attainment of the intended quality of results, the
control system provide staff members with clear and easily understood information of
which to base technical and medical decisions (example)
http://www.sciencedirect.com/science/book/9780124078215
http://informahealthcare.com/doi/abs/10.1080/00365518709168460
http://www.pubfacts.com/detail/8546372/The-quality-assurance-system-in-clinical-chemistry.
http://www.pubfacts.com/detail/23924597/Quality-Control-Analytical-Methods:-Selecting-and-Analytical-Method.
Purpose of ICQ
1.
To monitor the accuracy and precision of the entire analytical process
2.
To detect immediate errors that occur because of test-system failures,
adverse environmental conditions and performance of operators
3.
To monitor over time the accuracy and precision of test performance
that may be influenced by changes in system, environmental conditions and
performance of operators
Define
1.
Accuracy
Closeness of the
agreement between the result of a measurement and a true value of the measured
http://hkaml.org/documents/Final_Printing_Version_Sept_2009_A_Practical_Guide_To_IQC_HKAML.pdf
2.
Precision
Closeness of
agreement between quantity values obtained by replicate measurements of a
quantity, under specific condition.
3.
Random Error
The dispersion of
independent test results obtained under specified condition. It expressed
as the maximum allowable coefficient of
variation (CV%) of the test in a
set of replicate measurement.
4.
Systemic error
The difference between the average result obtained by a
procedure under specified conditions and an acceptable reference
value or the deviation of the mean from the target value.
Bias is expressed as the maximum allowable difference (Delta diff ) of an average result in a set of
replicate measurement and its expected reference value.
Control
Material or preparation used to monitor the stability of the
test system within predetermined limits.
·
From
Westgard http://www.westgard.com/glossary.htm#b
·
Bias. A systematic difference or systematic
error between an observed value and some measure of the truth.
Generally used to describe the inaccuracy of a method relative to a
comparative method in a method comparison experiment. It also has a specific
meaning in the statistical t-test, where bias equals the difference between
the mean values of the two methods being compared or the average of all the
differences between the paired sample values.
Analytical Run
Generally defined by CLIA as an 8 hour to 24 hour interval during which
control materials must be analyzed. According to CLSI C24, a run is “an
interval (i.e., a period of time or series of measurements) within which the
accuracy and precision of the measuring system is expected to be stable. In
laboratory operations, control samples are analyzed during each analytical run to
evaluate method performance; therefore the analytical run defines the interval (period of
time or number of
specimens) between evaluations of control results. Between quality
control evaluations, events may occur causing the measurement process to be
susceptible to variations that are important to detect.”
1. Define the quality requirement for the test.
2. Determine method precision and bias.
3. Identify candidate IQC procedures.
4. Predict IQC performance.
5. Set goals for IQC performance.
6. Select an appropriate IQC procedure.
Set up IQC system
1.
Quality Planning
l Define the quality
requirement of the test
Analytic requirement for all assays should be in the form of an allowable total error
The total allowable
difference from the accepted reference value seen in deviation of a single
measurement from the target value.
2.
Determine method precision and bias
1)
Precision check
2)
Analyze samples of the control material (manufacturer of
Third Party) by the analytical method to be controlled on at least 20
different days
3)
Calculate the mean, standard deviation & CV%
for the results for each control material being used
4)
Compare the imprecision with our quality
requirement
“Control charts are set up based on
estimates mean and SD (the standard deviation of the mean) calculated with a
limit number of runs during a preliminary period.
During that period, the assessment
of mean and SD and later the acceptable range is a pivotal step for the set up
of the QC chart. The goal is to differentiate between variability due to chance from
that due to error.”
Determine method Bias
Bias check, run a set of EQAP
sample by the analytical method
Compare the results of EQAP sample
by the analytical method with those of peer groups.
All values exceed =/-2 SD to be unacceptable
3.
Identify candidate IQC procedure
IQC involved the analysis of control materials alongside the routine
test samples. The laboratory must establish the frequency, type and number of QC that monitor the entire
analytical process:
I.
Fixed time intervals,
II.
randomly scheduled within fixed time intervals,
III.
scheduled at random intervals,
IV.
average intervals between QC events was set on 8
hours for all scheduling strategies
Level of QC: number
of analytical runs and specimens analyzed per day
Less than 50 samples
per day: apply at least one level of QC once per day
Between 50-100
samples per day: apply at least two level of QC once a day
More than 100
samples per day: apply at least two level of QCs twice a day.
Six Sigma Principles
Sigma= (Tea-bias)/
precision
4.
Set goals for IQC performance
1.
The goals of IQC is to catch all significant
errors without repeating test unnecessarily
2.
A significant error is defined as a wrong answer
that cause a change in the diagnosis or treatment of a patient, or a
failure in proficiency testing
5.
Select an appropriate IQC procedures
Since Analytes show
varying biological variation and assays show varying accuracy and precision. To
detect significant errors.
To determine the QC
rules for an assay that are specially based on 1) its total allowable Error (TEa) 2) Its specific performance
TEa=allowable error based on CLIA requirements for proficiency testing
or determined from individual and group biological variance
The appropriate IQC procedure is one that has at least a 0.90
probability or 90% chance of detecting
medically important errors (Ped >0.90) and a maximum 0.05 probability or 5% chance of false
rejections (Pfr
QC material
1. General
requirement: Control material needed
to different from calibrator material.
2.
QC material used must cover the analytical concentrations encountered.
Low/normal/ high or normal and abnormal controls as appropriate for the test
3. Controls independent of those produced by the manufacturer of the test
or analyzer should be used.
4.
QC material may be provided by the
instrument manufacturer or by an independent control manufacturer (Third party).
Third Party controls are formulated independently form system manufacturer’s
calibrators and control.
5.
These controls are not limited to use with specific instruments or reagent lots;
consequently they help to provide an unbiased assessment of method or system
performance.
6.
Third party controls are good indictors of the validity of your complete
analytical process, thus better patient care.
Properties of QC material
1.
Matrix of
QC material should be resemble of human
sample
2.
The analytic concentration should
be at medically significant levels
Cover
the clinically important range of analyte’s concentration
3.
Constituent should be stable for a long period of time
4.
Once QC is opened for use,
manufacturer claimed stability should be strictly followed
5.
QC materials may be assyed and
unassyed. Liquid form (ready to use, reconstitution is not required) and lyophilized are available
for use
6. The
control material should be ready to use and require
minimum preparation.
7.
Price should be reasonable
adjusted for different packing
8.
The control should be tested in the same manner as patient
sample
9.
Worldwide report provided for peer
group comparison
http://www.physics.umd.edu/courses/Phys276/Hill/Information/Notes/ErrorAnalysis.html
L6. External Quality
Assurance Program
External Quality Assurance Program EQAP is a
program in which multiple sample are
periodically sent to members of a group of laboratories for analysis and/
or identification; whereby each laboratory’s results are compared with those of other laboratories in the group
and/or with as assigned values, and
reported to the participating laboratories and others” National committee
for clinical laboratory standards
Benefits
of EQAP
1. Accreditation requirement
by Hong Kong Laboratory accreditation scheme
2. Peers comparison on tests
performance
3. Maintain result accuracy
EQAP,
service provider
Bio-rad(
12 sample per year, Lyophilized serum sample)
CAP
(3 batch /yr @5 samples Liquid samples)
RCPA
(48 or 24 per year Lyophilized serum sample)
Chose RCPA?
1. Increase the samples
frequency, these data provide us with more confidence that the result are
reliable and fit for clinical use (medical decision)
2. Chose the EQAP with high
number of participants, increase the peer group size. The laboratory can see
the result they are reporting are consistent with the
results reported by other laboratories using the same methodology.
3. Cost versus benefits
l
Extensive range of programs, extensive method classification system
l
Unique range of reports ( interim, end of cycle, KPI and supervisors)
l
Online data entry, friendly, prompt customer service
l
Target values are set by using international CDC reference
laboratories ( if organizers cannot establish target values, use overall median
as the expected value)
l The acceptable range for
results is determined by allowable limits of
performance
l
Overall QA objectives are listed in Quality
manual
Three
type of reports for reviewing analytical performance:
Performance
summary report, End-of cycle report, Error analysis report
EQAP
1.
To monitor the accuracy and precision of our tests
2.
It provide a valuable database for reviewing methods, instruments,
reagents and calibrators.
3.
It showed the number of laboratories using particular systems for selection
of instrument for future development
4.
Sharing of accreditation experience, common nonconformities encountered
in assessments using ISO15189.
Corrective and preventive action Report
l
All EQAP specimens should be treated as patient specimen
l
The EQAP specimen will MIMIC like patient specimens and go through
different stages of analytical cycles, pre-analytical stage, analytical stage
and post analytical stage
l
Prepare standard operating procedures for EQAP
SOP for Pre-analytical stage:
1.
check that instruments have been calibrated and the
performance of the analytical system is under proper control
2.
Follow RCPA recommended procedure to reconstitute the QAP specimen
3.
Reconstitute the EQAP sample with matched diluent
4.
Alkaline phosphatase and Troponin I should be analyzed within 1 hour of
being reconstituted, otherwise sample should be frozen
5.
The constituents are stable for 5 days after reconstitution when stores
at 2-8 C
6.
Create and ID number for RCPA chemical pathology specimen
7.
All chemical pathology EQAP will be registered in the LIS through this
unique ID number
8.
Analysis date: one week before RCPA due day for submission
9.
Responsible person: chem Bench, AMT or medical Technologist
SOP for Analytical stage:
1.
Follow the standard operating procedures of your laboratory instrument
for sample analysis
2.
Responsible person: chem Bench, AMT or medical Technologist
SOP for Post-analytical stage
1. MT will follow the authorization guideline and sign out
procedure to issue report
2. To prevent clerical error, submitted result will be cross-checked by
another AMT or Medical technologist
3. A printed result will be issued for successful entry
4. Responsible people: Chem bench, medical technologist
IF reports have high
or low comments?
1.
Check clerical error
2.
Performance of peer group
3.
QC performance on that particular day
4.
check if there is a change in the lot number of
calibrator or reagent
5.
Check if there is any major maintenance procedure
performed such as replacement of new source lamp, reagent and sample probe
6.
Inform the manufacturer to follow our cause
Consider both
manufacturer and third party contract
Lecture 8 Laboratory accreditation
Accreditation is a voluntary, third party-reviewed process, a formal recognition
given by an authoritative
body to acknowledge that a laboratory is competent to perform specific
examinations.
As part of
accreditation, a laboratory's quality management system is thoroughly evaluated on a regular basis to ensure continued
technical competence and compliance with ISO/IEC 17025.
Laboratory
accreditation can only be granted by an accreditation body.
Example:
The college of American Pathologists USA (CAP) runs CAP 15189 program that provides
accreditation to ISO 15189, an international quality standard for medical
laboratories.
The National Association of testing Authorities, Australia
(NATA):is the authority
responsible for accreditation of laboratories, inspection bodies, calibration
services, producer of certified reference materials and proficiency testing
scheme provider throughout Australia.
What is ISO 15189?
It is an international standard, based on ISO/IEC 17025 and
ISO 9001, that specifies requirements for competency and quality that are
particular to medical laboratories.
ISO 15189 focuses on the continuum of care directly connected with improved patient
safety, risk mitigation and operational efficiency.
Objective of Laboratory
accreditation
1. Confer official recognition to competent
laboratories
2. Upgrade standard of testing
3. Greater private sector role in safety and quality
standard
4. Reduce government expenditure
Accreditation schemes in Hong Kong:
Hong Kong
Accreditation service (HKAS) by government of Hong Kong
Offer
accreditation to laboratories, certification bodies, inspection bodies,
proficiency testing providers and reference material producers.
HKAS is formed
through the expansion of Hong Kong Laboratory accreditation scheme (HOKLAS).
Characteristics of HOKLAS
1. Voluntary
2. Accept application
from public and private organizations
3. Accreditation criteria
based on international standards
4. ISO 15189- for medical
laboratories based on 17025
5. ISO/IEC 17025 for
laboratories
QMS as well technical
competence requirements
Focus on valid test
results
6.
International recognition Independent and impartial
Rights & Obligations
of accredited labs:
1.
Offer full cooperation during on site assessments
2.
HOKLAS endorsed reports meet requirements
3.
Inform HKAL any significant change
4.
Participate in Proficiency testing
5.
Inform HKAS complaints unresolved within 60days
6.
Comply with relevant HKSA & HOKLAS regulations and criteria
7.
Only claim accreditation in respect of service accredited
8.
Pay Fees (HKLAS 0006)
9.
Reports and HOKLAS accreditation not used in misleading manner
10. Same standard of
service to all clients
6 disciplines:
anatomical pathology, chemical pathology, clinical microbiology and infection,
hematology, immunology and medical genetics
HOKLAS
accreditation procedure
1.
Organization submits and
application with its quality manual and other documents. HKAS executive reviews
the organization’s documents to determine if an appropriate quality system has
been established.
2.
HKAS executive pays an
advisory/ pre-assessment visit if necessary
l answer any questions relating to technical criteria and regulations
l Advise on any obvious improvements to existing practice as
necessary.
l Advise on probable calibration requirements for the tests for which
accreditation is being sought.
l Comment on acceptability of organization’s quality manual.
3.
Preparation for assessment:
The organization submits the final copies of it quality manual and
test procedures. HKAS executive seeks any further information required from the
organization and arrangement of a on-site assessment.
4.
Rigorous on-site assessment
conducted by a HKAS assessment team and assessment findings reported to the
organization.
l All key organization personnel shall be available for interview
during the on-site assessment
l The organization may be asked to undertake typical tests as part of
the assessment process.
l Assessment report: recommendation for granting of accreditation for
all or part of the scope sought by the applicant organization
l List of any action which may be necessary before accreditation for
all or part of the scope that can be further consider, details of follow-up
action.
5.
If the outcome is satisfactory,
accreditation granted.
l For reassessment and assessment for extension of accreditation
within a test category/ certification system/inspection field for which the
organization is already accredited. Report reviewed by HKAS executive
l For initial assessment: assessment report reviewed by HKAS executive
and accreditation advisory board
6.
Remedial actions if required
The applicant organization submit the documents of remedial actions
have been taken. HKAS will take follow up action and on-site assessment if
required.
Assuming the remedial actions are found acceptable, a recommendation
for accreditation will normally follow. A formal notification letter and
certificate of accreditation will be issued.
7.
After accreditation
l After accreditation has been granted, accredited organization are
reassessed the following year and thereafter at intervals normally not exceeding two year.
l Socope of accreditation extended or reduced or they may seek changes
to their approved personnel: require on site assessment
l Required to time to time to participate in proficiency testing
programmes organized or specified by HKAS
l Under HKAS regulations to advise the HKAS executive in writing any
changes in the organization’s circumstance which may affect the continued
conformity with HKAS requirements.
Change in ownership and name of the accredited organization
Its organization structure and managerial staff, approved
signatories, organizational policies, its registered address or any place where
the accredited activities are to be carried out, working procedures and
resources( personnel, equipment, facilities), nature of work performed by an
accredited organiszation
ISO 15189:2012 : the
transition period for the implementation will conclude on 1 Mar 2016. NEW
edition of HKLAS 015 5th edition
Westgard
rule summary
Westgard Rules are multirule QC rules to help analyze whether or
not an analytical run is in-control or out-of-control. It uses a combination of
decision criteria, usually 5 different control rules to judge the
acceptability of an analytical run.
By comparison, a
single-rule QC procedure uses a single criterion or single set of control
limits, such as a Levey-Jennings chart with control limits set as either the mean plus or minus 2 standard
deviations (2s) or the mean plus or minus 3s.
"Westgard
rules" are generally used with 2 or 4 control measurements per run, which means they are appropriate when two
different control materials are measured 1 or 2 times per material, which is
the case in many chemistry applications. Some alternative control rules are
more suitable when three control materials are analyzed, which is common for
applications in hematology, coagulation, and immunoassays.
Warning
rules
12s
One control
measurement exceeding 2 standard deviations of control limits either above or
below the mean.
This rule is used
a warning rule to trigger careful inspection of the control data.
41s
This rule rejects
a run with the 4th consecutive control measurement exceeding 1 standard deviation
on the same side of the mean.
10x
This rule rejects
a control run when there are 10 consecutive controls on the same side of the mean.
The warning rule is broken when one control
measurement exceeds the +-2 SD guideline.
The other rules must now be tested by examining other
control values in run (Within run) and in previous (across runs) before making
a decision on the acceptability of the patient result.
If any of the remaining rules are violated, the
laboratory professional must thoroughly examine the test’s analytical
procedure, troubleshoot steps in procedure, and or perform instrument
maintenance, etc before making any decision about releasing the results or
re-running the test.
Rejection Rules
13s
This rule is
commonly used with a Levey-Jennings chart when the control limits are set as
the mean +3 standard deviations of control limits. A run is rejected
when a single control measurement
exceeds the mean +3 control limits.
The within-run
only rule: detect random error for a control but may also point to systematic
error. The run is considered out of control when one control value exceeds
the +-3SD limits.
But
random errors may occur with no warning and for unknown reason.
Repeating
a control when it is out of range often remedies the situation.
Note that the errors for
patient specimen are not detected as this refers only to control.
22s
The control run is
rejected with 2 consecutive control
measurements 2 standard deviations of control limits on the same side of mean
with this rule.
Two-consecutive
control rule: is designed to detect systematic error and can be applied within and across
runs. It is violated when two consecutive control values exceed the same +-
2SD limit.
R4s
This rule rejects
a run if two control measurements in a group exceed the mean with a 4 standard
deviation difference between the 2 controls
The range rule is applied within the same
run only to detect random error.
It is violated when the SD difference between
two consecutive contraol values exceeds 4SD. The 4SD spread may occur across
the mean value and include a positive and a negative value from the mean.
If a systematic change occurred between two runs,
perhaps due to a calibration problem, the R4s rule would respond to this
systematic change as well as any change in random error. Because we want to use
these rules to give us some indication of the type of error occurring (which
would help us in trouble-shooting the method), we prefer to use the R4s rule only within a run and detect between-run systematic changes with other rules such as the
22s or 41s. Not everyone
agrees with this and some analysts choose to apply the R4s rule across runs,
so be sure to look carefully at how the R4srule is being applied in your
own laboratory.
https://www.westgard.com/lesson74.htm#1
How do you perform
multirule QC?
You collect your control
measurements in the same way as you would for a regular Levey-Jennings control
chart. You establish the means and standard deviations of the control materials
in the same way. All that's changed are the control limits and the
interpretation of the data, so multirule QC is really not that hard to do! For
manual application, draw lines on the Levey-Jennings chart at the mean
plus/minus 3s, plus/minus 2s, and plus/minus 1s. See QC - The Levey Jennings chart for
more information about preparing control charts.
In manual applications, a 12s rule
should be used as a warning to trigger application of the other rules, thus
anytime a single measurement exceeds a 2s control limit, you respond by
inspecting the control data using the other rules. It's like a yield or warning
sign at the intersection of two roads. It doesn't mean stop, it means look
carefully before proceeding.
How do you "look
carefully"? Use the other control rules to inspect the control points.
Stop if a single point exceeds a 3s limit. Stop if two points in a row exceed
the same 2s limit. Stop if one point in the group exceeds a plus 2s limit and
another exceeds a minus 2s limit. Because N must be at least 2 to satisfy US
CLIA QC requirements, all these rules can be applied within a run. Often the 41s and
10x must
be used across runs in order to get the number of control measurements needed
to apply the rules. A 41s violation
occurs whenever 4 consecutive points exceed the same 1s limit. These 4 may be
from one control material or they may also be the last 2 points from a high
level control material and the last 2 points from a normal level control
material, thus the rule may also be applied across materials. The 10xrule
usually has to be applied across runs and often across materials.
Computer applications don't
need to use the 12swarning
rule. You should be able to select the individual rejection rules on a
test-by-test basis to optimize the performance of the QC procedure on the basis
of the precision and accuracy observed for each analytical method and the
quality required by the test.
What is N?
When N is 2, that can mean 2
measurements on one control material or 1 measurement on each of two different
control materials. When N is 3, the application would generally involved 1
measurement on each of three different control materials. When N is 4, that
could mean 2 measurements on each of two different control materials, or 4
measurements on one material, or 1 measurement on each of four materials.
In general, N represents the
total number of control measurements that are available at the time a decision
on control status is to be made.
https://www.westgard.com/mltirule.htm
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