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Il Controllo di Qualità Allargato
per la stima della Qualità
nel Laboratorio Clinico
Un esperimento relativo allo screening
maurizio piu
8 giugno 2015
Un esperimento relativo allo screening
regionale del Sangue Occulto nelle Feci
Perché scegliere l’ERRORE TOTALE
QC Design
The Meaning and Application of
Total Error
James O. Westgard
https://www.westgard.com/essay111.htm
The intended use of total error is to describe the
maximum error that might occur in a test result
obtained from a measurement procedure. In
method validation studies, it provides a measure
of quality that can be compared to the intended
analytical quality of a test, which can be
described in terms of an allowable total errordescribed in terms of an allowable total error
(TEa). TEa is an analytical quality requirement
that sets a limit for both the imprecision
(random error) and bias (systematic error) that
are tolerable in a single measurement or single
test result.
L'uso previsto per l’Errore Totale è di
ottenuto
da un procedimento di misura. In studi di
validazione del metodo, fornisce una misura
della qualità che può essere paragonata alla
, e che può, e che può
essere
. Il TEa è un requisito di
qualità analitica che
(errore casuale)
(errore sistematico)
.
A second use has developed over time. Peer-
comparison programs often calculate the total
error on the basis of the SD observed on internal
QC materials and the bias on the basis of the
lab’s mean versus some overall mean for a
method subgroup or the mean from the total
peer group. This estimate of total error is
intended to be predictive of the variationintended to be predictive of the variation
expected in the test results delivered to the
physician users and patient consumers. In this
context, total error might be thought of as a
precursor of today’s measurement uncertainty,
but estimated by a top-down approach rather
than the bottom-up estimate recommended by
ISO/GUM
Un secondo utilizzo si è sviluppato
successivamente. Programmi peer-
comparison (CQA) spesso calcolano l'errore
totale sulla base dellla SD osservata su
materiali di controllo interno e il bias sulla
base della media del laboratorio vs. la media
per un metodo sottogruppo o la media del
peer-group totale.peer-group totale.
.
In questo contesto
.
In short, total error is a quality characteristic
whereas precision and accuracy are performance
characteristics that contribute to the quality of a
test result. Different combinations of precision
and accuracy can produce the same quality for aand accuracy can produce the same quality for a
test result, thus it is better to set goals for the
allowable total error, rather than set individual
goals for the allowable SD and the allowable
bias
In breve,
mentre la precisione e l’esattezza
sono caratteristiche di prestazione che
contribuiscono alla qualità di un risultato
analitico.analitico.
, quindi
, invece di impostare obiettivi
individuali per SD e bias ammissibili
L’ERRORE TOTALE analitico
TE = Bias + Z*SD
Errore totale (ET)=|Bias%|+1.65*CV%
Dove:
è la stima dell’Errore Sistematico
è la stima dell’Errore Casuale
è il coefficiente (moltiplicatore) che rappresenta
l’intervallo di confidenza desiderato
James O. Westgard, PhD, and Sten A. Westgard, MS - SEP.1.2013 - Clinical Laboratory News-AACC
Total Analytic Error: From Concept to Application
Today clinical laboratories have come under increased
pressure to implement quality systems and new risk
management guidelines for quality control in order to
ensure timely and accurate delivery of test results.
However,
. In simple terms, the question that. In simple terms, the question that
laboratory professionals should be asking is:
As laboratories attempt to
answer this basic question, other questions quickly
become
. Other tools,
such as Sigma metrics, method decision charts, Sigma
statistical quality control (SQC) selection graphs, andstatistical quality control (SQC) selection graphs, and
charts of operating specifications are also useful. In this
article, we review the concept of TAE, including its
estimation and application in managing the analytical
quality of laboratory testing processes.
In , Westgard, Carey, and Wold
(1).
.
This practice originated in conventional analyticThis practice originated in conventional analytic
laboratories in which replicate measurements were
usually made to reduce the effects of imprecision, which
left bias as the primary consideration for assessing the
quality of a test result. As we know, however,
. Therefore,
.
This difference in clinical laboratory practice prompted
introduction of the . In short, the authors
recommended that
).
Because terminology and abbreviations sometimeBecause terminology and abbreviations sometime
complicate discussions of this concept and because the
Food and Drug Administration (FDA) favors TAE and ATE,
these terms will be used in the rest of this discussion.
Furthermore, these abbreviations will likely become part
of the standard lexicon in clinical laboratories.
Total Analytic Error =
Allowable Total Error =
<
Semplicemente…
<
In order to put the concept into practice, the authors
recommended that laboratories
and the
. Accordingly, using a multiple of the. Accordingly, using a multiple of the
standard deviation (SD) or coefficient of variation (CV),
(or for a one-
sided estimate) for a 95% confidence interval or limit of
the possible analytic error (Figure 1).
1-sided
The graph shows a representation of total analytic error or total error using
the terminology of the original paper: random error (RE), systematic error
(SE), total analytic error (TAE or TE), bias (inaccuracy), and SD (standard
deviation).
Given that
, its practical value depends on a
comparison to the quality required for the
intended use of a test result. In other
words, the definition refers towords, the definition refers to
.
As used by ISO here, intended use and quality of results
describe quality goals or requirements. Such quality
goals are meant to guide selection of methods and
design of SQC procedures.
.
SPECIFICHE DI QUALITA’
Traguardi Analitici
a. Data based on components of biological variation
b. Data based on analysis of clinicians' opinions
The Consensus Hierarchy from Stockholm Conference
b. Data based on analysis of clinicians' opinions
a. From national and international expert bodies
b. From expert local groups or individuals
a. Regulatory bodies
b. Organizers of External Quality Assessment (EQA) schemes
a. As demonstrated by data from EQA or Proficiency Testing
SPECIFICHE DI QUALITA’
Traguardi Analitici
, although new
perspectives were forwarded inducing cautious modifications and
explanatory additions.
- are available to set performances goals: some
of these are better suited for certain measurands than for others:of these are better suited for certain measurands than for others:
•Model 1:
•Model 2:
•Model 3:
SPECIFICHE DI QUALITA’
Traguardi Analitici
The first EFLM Strategic Conference – MILAN 2014
This model is since it is based on the actual
clinical outcome; however, in practice
since it is difficult to show the direct effect of laboratory tests
on medical outcome. Different options are available:
•Use the results of the outcome studies: how the analytical
performance influences the clinical outcome
•Investigate by a simulation study the impact of the analytical
performance on the probability of clinical outcomes
•Use surveys of clinicians or “experts” opinions to check the
impact of analytical performance on medical decisions
SPECIFICHE DI QUALITA’
Traguardi Analitici
The first EFLM Strategic Conference – MILAN 2014
This model seeks to
. Its applicability can however be
SPECIFICHE DI QUALITA’
Traguardi Analitici
This model is the one where . It is linked
to the highest level of analytical quality achievable with the
currently available techniques. If the best laboratories can achieve
The first EFLM Strategic Conference – MILAN 2014
currently available techniques. If the best laboratories can achieve
only a “certain” analytical quality not at the level required by Models
1 and 2, then manufacturers have to strive to develop better assays.
On the other hand, if the majority of laboratories can achieve the
analytical quality required by Model 1 and 2, then the laboratories
that cannot, have to change their practice. With this model,
however, there is no link or only a weak one between what is
technically achievable at present and what is needed to obtain a
better outcome for the patient (Model 1) or to minimize the ratio of
the analytical noise to the biological signal (Model 2). For this
reason, Model 3 .
Analytical Goal Survey Results
Sten Westgard, MS
January 2015
SPECIFICHE DI QUALITA’
Traguardi Analitici per FOB
SPECIFICHE DI QUALITA’
Traguardi Analitici per FOB
>>> Traguardi “decisi”>>> Traguardi “decisi”
più o meno arbitrariamente da organizzatori di
Programmi VEQ “istituzionali”
a. Regulatory bodies
b. Organizers of External Quality Assessment (EQA) schemes
The Consensus Hierarchy from Stockholm Conference
Can/should observed total error
specifications be calculated for each
laboratory based on laboratory estimates
of imprecision and bias?
Stima dell’Esattezza
VEQ >>> accettabileVEQ >>> accettabile
The need for and the practicality of
measurement
Un esempio di Report di CQA
I Box plot
La statistica descrittiva
M
M+2SD
M-2SD
M
M+2SD
M-2SD
La stima dell’Errore Totale
Errore totale (ET)=|Bias%|+1.65*CV%
Tendenza centrale
Dispersione
Errore totale (ET)=|Bias%|+1.65*CV%
Errore totale (ET)=|Bias%|+1.65*CV%
M lab-M peer gr.
M peer gr.
|Bias%|=
M peer gr.
=
108.77-108.96
108.96
= 0.17
Errore totale (ET)=|Bias%|+1.65*CV%
Errore totale (ET)=|Bias%|+1.65*CV%
0.17 + 1.65*5.76 = 9.68%0.17 + 1.65*5.76 = 9.68%
Calcolo CVR
CV1 CV2
a 6,26 6,22
b 5,43 5,07
c 7,13 5,54
d 6,28 4,09
e 5,05 4,89
f 5,71 3,89
g 5,76 4,47
Calcolo CVR
g 5,76 4,47
h 3,60 3,38
i 4,30 2,54
CUMULAT 6,47 5,12
5.76 / 6.47 =
Calcolo SDI
Livello 1
Livello 1
Livello 2
Livello 2
Esperimento di report cqi cqa

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Esperimento di report cqi cqa

  • 1. Il Controllo di Qualità Allargato per la stima della Qualità nel Laboratorio Clinico Un esperimento relativo allo screening maurizio piu 8 giugno 2015 Un esperimento relativo allo screening regionale del Sangue Occulto nelle Feci
  • 2. Perché scegliere l’ERRORE TOTALE QC Design The Meaning and Application of Total Error James O. Westgard https://www.westgard.com/essay111.htm
  • 3. The intended use of total error is to describe the maximum error that might occur in a test result obtained from a measurement procedure. In method validation studies, it provides a measure of quality that can be compared to the intended analytical quality of a test, which can be described in terms of an allowable total errordescribed in terms of an allowable total error (TEa). TEa is an analytical quality requirement that sets a limit for both the imprecision (random error) and bias (systematic error) that are tolerable in a single measurement or single test result.
  • 4. L'uso previsto per l’Errore Totale è di ottenuto da un procedimento di misura. In studi di validazione del metodo, fornisce una misura della qualità che può essere paragonata alla , e che può, e che può essere . Il TEa è un requisito di qualità analitica che (errore casuale) (errore sistematico) .
  • 5. A second use has developed over time. Peer- comparison programs often calculate the total error on the basis of the SD observed on internal QC materials and the bias on the basis of the lab’s mean versus some overall mean for a method subgroup or the mean from the total peer group. This estimate of total error is intended to be predictive of the variationintended to be predictive of the variation expected in the test results delivered to the physician users and patient consumers. In this context, total error might be thought of as a precursor of today’s measurement uncertainty, but estimated by a top-down approach rather than the bottom-up estimate recommended by ISO/GUM
  • 6. Un secondo utilizzo si è sviluppato successivamente. Programmi peer- comparison (CQA) spesso calcolano l'errore totale sulla base dellla SD osservata su materiali di controllo interno e il bias sulla base della media del laboratorio vs. la media per un metodo sottogruppo o la media del peer-group totale.peer-group totale. . In questo contesto .
  • 7. In short, total error is a quality characteristic whereas precision and accuracy are performance characteristics that contribute to the quality of a test result. Different combinations of precision and accuracy can produce the same quality for aand accuracy can produce the same quality for a test result, thus it is better to set goals for the allowable total error, rather than set individual goals for the allowable SD and the allowable bias
  • 8. In breve, mentre la precisione e l’esattezza sono caratteristiche di prestazione che contribuiscono alla qualità di un risultato analitico.analitico. , quindi , invece di impostare obiettivi individuali per SD e bias ammissibili
  • 9. L’ERRORE TOTALE analitico TE = Bias + Z*SD Errore totale (ET)=|Bias%|+1.65*CV% Dove: è la stima dell’Errore Sistematico è la stima dell’Errore Casuale è il coefficiente (moltiplicatore) che rappresenta l’intervallo di confidenza desiderato
  • 10. James O. Westgard, PhD, and Sten A. Westgard, MS - SEP.1.2013 - Clinical Laboratory News-AACC Total Analytic Error: From Concept to Application Today clinical laboratories have come under increased pressure to implement quality systems and new risk management guidelines for quality control in order to ensure timely and accurate delivery of test results. However, . In simple terms, the question that. In simple terms, the question that laboratory professionals should be asking is: As laboratories attempt to answer this basic question, other questions quickly become
  • 11. . Other tools, such as Sigma metrics, method decision charts, Sigma statistical quality control (SQC) selection graphs, andstatistical quality control (SQC) selection graphs, and charts of operating specifications are also useful. In this article, we review the concept of TAE, including its estimation and application in managing the analytical quality of laboratory testing processes.
  • 12. In , Westgard, Carey, and Wold (1). . This practice originated in conventional analyticThis practice originated in conventional analytic laboratories in which replicate measurements were usually made to reduce the effects of imprecision, which left bias as the primary consideration for assessing the quality of a test result. As we know, however, . Therefore, .
  • 13. This difference in clinical laboratory practice prompted introduction of the . In short, the authors recommended that ). Because terminology and abbreviations sometimeBecause terminology and abbreviations sometime complicate discussions of this concept and because the Food and Drug Administration (FDA) favors TAE and ATE, these terms will be used in the rest of this discussion. Furthermore, these abbreviations will likely become part of the standard lexicon in clinical laboratories.
  • 14. Total Analytic Error = Allowable Total Error =
  • 16. In order to put the concept into practice, the authors recommended that laboratories and the . Accordingly, using a multiple of the. Accordingly, using a multiple of the standard deviation (SD) or coefficient of variation (CV), (or for a one- sided estimate) for a 95% confidence interval or limit of the possible analytic error (Figure 1).
  • 17. 1-sided The graph shows a representation of total analytic error or total error using the terminology of the original paper: random error (RE), systematic error (SE), total analytic error (TAE or TE), bias (inaccuracy), and SD (standard deviation).
  • 18. Given that , its practical value depends on a comparison to the quality required for the intended use of a test result. In other words, the definition refers towords, the definition refers to .
  • 19. As used by ISO here, intended use and quality of results describe quality goals or requirements. Such quality goals are meant to guide selection of methods and design of SQC procedures. .
  • 20. SPECIFICHE DI QUALITA’ Traguardi Analitici a. Data based on components of biological variation b. Data based on analysis of clinicians' opinions The Consensus Hierarchy from Stockholm Conference b. Data based on analysis of clinicians' opinions a. From national and international expert bodies b. From expert local groups or individuals a. Regulatory bodies b. Organizers of External Quality Assessment (EQA) schemes a. As demonstrated by data from EQA or Proficiency Testing
  • 21. SPECIFICHE DI QUALITA’ Traguardi Analitici , although new perspectives were forwarded inducing cautious modifications and explanatory additions. - are available to set performances goals: some of these are better suited for certain measurands than for others:of these are better suited for certain measurands than for others: •Model 1: •Model 2: •Model 3:
  • 22. SPECIFICHE DI QUALITA’ Traguardi Analitici The first EFLM Strategic Conference – MILAN 2014 This model is since it is based on the actual clinical outcome; however, in practice since it is difficult to show the direct effect of laboratory tests on medical outcome. Different options are available: •Use the results of the outcome studies: how the analytical performance influences the clinical outcome •Investigate by a simulation study the impact of the analytical performance on the probability of clinical outcomes •Use surveys of clinicians or “experts” opinions to check the impact of analytical performance on medical decisions
  • 23. SPECIFICHE DI QUALITA’ Traguardi Analitici The first EFLM Strategic Conference – MILAN 2014 This model seeks to . Its applicability can however be
  • 24. SPECIFICHE DI QUALITA’ Traguardi Analitici This model is the one where . It is linked to the highest level of analytical quality achievable with the currently available techniques. If the best laboratories can achieve The first EFLM Strategic Conference – MILAN 2014 currently available techniques. If the best laboratories can achieve only a “certain” analytical quality not at the level required by Models 1 and 2, then manufacturers have to strive to develop better assays. On the other hand, if the majority of laboratories can achieve the analytical quality required by Model 1 and 2, then the laboratories that cannot, have to change their practice. With this model, however, there is no link or only a weak one between what is technically achievable at present and what is needed to obtain a better outcome for the patient (Model 1) or to minimize the ratio of the analytical noise to the biological signal (Model 2). For this reason, Model 3 .
  • 25. Analytical Goal Survey Results Sten Westgard, MS January 2015
  • 26.
  • 27.
  • 29. SPECIFICHE DI QUALITA’ Traguardi Analitici per FOB >>> Traguardi “decisi”>>> Traguardi “decisi” più o meno arbitrariamente da organizzatori di Programmi VEQ “istituzionali” a. Regulatory bodies b. Organizers of External Quality Assessment (EQA) schemes The Consensus Hierarchy from Stockholm Conference
  • 30. Can/should observed total error specifications be calculated for each laboratory based on laboratory estimates of imprecision and bias?
  • 31.
  • 32. Stima dell’Esattezza VEQ >>> accettabileVEQ >>> accettabile
  • 33.
  • 34. The need for and the practicality of measurement
  • 35.
  • 36.
  • 37.
  • 38. Un esempio di Report di CQA
  • 39.
  • 42.
  • 43.
  • 46. La stima dell’Errore Totale Errore totale (ET)=|Bias%|+1.65*CV% Tendenza centrale Dispersione
  • 48. Errore totale (ET)=|Bias%|+1.65*CV% M lab-M peer gr. M peer gr. |Bias%|= M peer gr. = 108.77-108.96 108.96 = 0.17
  • 50. Errore totale (ET)=|Bias%|+1.65*CV% 0.17 + 1.65*5.76 = 9.68%0.17 + 1.65*5.76 = 9.68%
  • 51.
  • 52.
  • 53.
  • 55. CV1 CV2 a 6,26 6,22 b 5,43 5,07 c 7,13 5,54 d 6,28 4,09 e 5,05 4,89 f 5,71 3,89 g 5,76 4,47 Calcolo CVR g 5,76 4,47 h 3,60 3,38 i 4,30 2,54 CUMULAT 6,47 5,12 5.76 / 6.47 =