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CLS 431 Clinical Laboratory Management II - Quality Management II Quality Control II Lecture Handout 1 Quality Control II CLS 431 Clinical Laboratory Management II Quality Management II QC Basics: What You Know QC is a statistical tool used to ensure reliability of laboratory measurements – Reliability = precision and accuracy QC value must fall in its ‘acceptable range’ – Acceptable range = ‘95% confidence interval’ – Within acceptable range: accept results – Outside of acceptable range: reject results 2 Why are we here today? Clarify terminology – Control materials – Control programs Internal controls – External controls – Instrument Performance Controls – Batch and Random Access Assays Discuss troubleshooting strategies 3 Quality Control Procedure for monitoring work processes, detecting problems, and making corrections prior to delivery of products and services The CONTEXT QCis used in is very The CONTEXT QC is used in is very important, and can be misinterpreted Must differentiate: – Internal/External Quality Control Material – Internal/External Quality Control Programs 4 What is CLSI? CLSI provides guidelines for quality control – The Clinical and Laboratory Standards Institute (CLSI) is a global, nonprofit, standards-developing organization that promotes the development and use of voluntary consensus standards and guidelines within the health care community 5 Quality Control Material Clinical and Laboratory Standards Institute (CLSI) Definition: – A device, solution or lyophilized preparation intended for use in the preparation intended for use in the quality control process to monitor the reliability of a test system and to maintain its performance within established limits. 6

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  • CLS 431 Clinical Laboratory Management II - Quality Management IIQuality Control II Lecture Handout 1

    Quality Control II

    CLS 431 Clinical Laboratory Management IIy gQuality Management II

    QC Basics: What You Know

    QC is a statistical tool used to ensure reliability of laboratory measurements Reliability = precision and accuracy

    QC value must fall in its acceptable range Acceptable range = 95% confidence interval Within acceptable range: accept results Outside of acceptable range: reject results

    2

    Why are we here today? Clarify terminology

    Control materials Control programs Internal controls External controls Instrument Performance Controls Batch and Random Access Assays

    Discuss troubleshooting strategies3

    Quality Control Procedure for monitoring work processes,

    detecting problems, and making corrections prior to delivery of products and services

    The CONTEXT QC is used in is very The CONTEXT QC is used in is very important, and can be misinterpreted

    Must differentiate: Internal/External Quality Control Material Internal/External Quality Control Programs

    4

    What is CLSI?

    CLSI provides guidelines for quality control The Clinical and Laboratory Standards

    Institute (CLSI) is a global, nonprofit, standards-developing organization that p g gpromotes the development and use of voluntary consensus standards and guidelines within the health care community

    5

    Quality Control Material Clinical and Laboratory Standards Institute

    (CLSI) Definition: A device, solution or lyophilized

    preparation intended for use in thepreparation intended for use in the quality control process to monitor the reliability of a test system and to maintain its performance within established limits.

    6

  • CLS 431 Clinical Laboratory Management II - Quality Management IIQuality Control II Lecture Handout 2

    Components of a QC Program

    7

    How are QC Ranges Established? Assay new lot number of QC through

    parallel testing to collect data

    Current lot number of QC validates the run Current lot number of QC validates the run Do not use new lot QC values to accept/reject

    a run

    Do not accept new lot data point if current QC failed

    8

    How are QC Ranges Established? If the current lot number of QC is within

    acceptable limits, the new lot value is valid and saved for statistical analysis

    If the current lot number of QC is not within acceptable limits, the new lot value is invalid (rejected) and not saved for statistical analysis

    9

    Establish QC Acceptable Range The laboratory establishes its own means

    and acceptable ranges based on the saved data of the new lot QC

    Acceptable ranges should be establishedAcceptable ranges should be established using N=30 (tentative limits N=10 or N=20) Ideal: one data point per day

    The laboratory should not rely solely on the means and ranges from the manufacturers package insert (these must be verified)

    10

    Is Documentation Really all that Important?

    11

    Document Changes to the Test System

    Document any changes or processes to help troubleshoot future issues New lot # reagents opened/put into use

    New lot # standards opened/put into use New lot # standards opened/put into use New calibration curve put into use New lot # of QC material opened Maintenance or when instrument repairs

    occur

    12

  • CLS 431 Clinical Laboratory Management II - Quality Management IIQuality Control II Lecture Handout 3

    Documenting QC Results All technologists are responsible for

    identifying, correcting and documenting QC problems as they occur

    13

    Failed QC results are never deleted/discarded

    Documentation of ALL QC is reviewed by supervisor or designee according to SOP

    Documentation of QC Failures All unacceptable control results should be

    documented by indicating: If run is not acceptable If patient results cannot be reportedp p Corrective action(s) taken

    If QC failure cannot be resolved in a timely manner, you may need to notify your customers (ER, oncology, OR, etc.) of the potential delay in reporting patient results

    14

    Leaving a trail: QC Documentation #1

    CLSI provides recommendations for when quality control should be performed on commercially prepared microbiological media

    Due to high failure rate in some commercially prepared media, a higher frequency of testing is performed (not needed for media that have low failure rates)

    15

    Leaving a trail: QC Documentation #1 Upon receipt in the laboratory, QC is

    performed on the commercially prepared media just received We want to ensure that media after shipment

    will support growth of the suspected organismg g

    Growth of Campylobacter species is used to QC the CVA agar Campylobacter species also require the correct

    gas mixture and temperature to support growth on the CVA agar

    16

    Leaving a trail: QC Documentation #1Incubation Technique Protocol A fresh subculture of a known Campylobacter

    species is subbed from frozen on Sunday On Tuesday a new subculture is made from

    Sundays culture growth On Thursday a new subculture is made from

    Tuesdays growth

    All subcultures are incubated in the same manner as patient samples and are checked for growth the following day

    17

    Example of the Campylobacter Quality control documentation:

    S M T W Th FIndicate day C. jejuni was

    Leaving a trail: QC Documentation #1

    j jsubbed

    Check for growth

    18

    Does anything appear wrong with documentation?

  • CLS 431 Clinical Laboratory Management II - Quality Management IIQuality Control II Lecture Handout 4

    This organism had actually failed to grow on Monday The technologist suspected a problem with the

    organism and subbed another from frozen On Tuesday: failed to grow subbed from frozen

    Leaving a trail: QC Documentation #1

    On Tuesday: failed to grow subbed from frozen On Wednesday: failed to grow subbed from frozen On Thursday On Friday..

    Failure of the organism to grow (M F) was never documented, nor was it investigated

    19

    On Saturday the technologist questioned why the new lot of media had not been QCd with the subbed Campylobacterspecies Found a sticky note saying:

    Leaving a trail: QC Documentation #1

    Found a sticky note saying: QC organism not growing

    A considerable amount of time was spent investigating the issue After piecing together verbal reports from

    several other technologists, the problem was identified 20

    Problem Identified 7 days earlier the wrong gas mixture was

    delivered to the laboratory

    Consequence of inadequate documentation

    Leaving a trail: QC Documentation #1

    Consequence of inadequate documentation Patient samples from the past 6-7 days

    were compromised Medical director instructed technologist to

    notify providers of the problem and the need to resubmit samples if clinically indicated 21

    Documentation is Important Several technologists had been on the bench

    No clear communication between technologists Lack of documentation delayed identification of

    problem

    Leaving a trail: QC Documentation #1

    Time and resources wasted = $$$ lost Angry physician(s) Patient diagnosis delayed Patient inconvenience (recollect sample )

    22

    TB Quantiferon Testing Protocol: Manual test with strict QC requirements for

    run to pass (std in duplicate; duplicates must agree; ABS value of STD cannot vary)

    Leaving a trail: QC Documentation #2

    Run failed because the standards did not meet these strict requirements QC failure not documented The technologist tossed the worksheet (thought

    he/she made a pipetting error and did not want anyone to know)

    23

    What are the potential issues with not documenting the failed run? Next run, standards again failed requirements

    Run was repeated and again the standards failed

    Leaving a trail: QC Documentation #2

    requirements After two failed runs, the issue was investigated:

    Pipette used to dilute the standards appeared to be sticking, the pipette was checked and failed QC

    After the pipette was cleaned, the pipette passed QC

    24

  • CLS 431 Clinical Laboratory Management II - Quality Management IIQuality Control II Lecture Handout 5

    Important to document If the original run had been documented as a

    failure, troubleshooting would have been done after the second run failed, rather than the 3rd

    V i t t t ( $500) b t

    Leaving a trail: QC Documentation #2

    Very expensive test to run (~$500), but even more so since it was run four times before results could be reported

    Time, resources, money, patient care!!

    25

    Troubleshooting Strategies

    26

    Troubleshooting QC for Manual vs. Automated Tests

    Usually there are fewer potential sources of error in an automated method, as the instrument does not vary the analytic y yprocess from specimen to specimen

    With manual methods, there is variation between CLSs, and possibly between runs performed by the same CLS

    27

    Troubleshooting for Manual Tests Begin with the processing steps that are

    more prone to human error: Was the proper SOP followed? Were proper techniques employed? Were the proper control materials selected?Were the proper control materials selected? Had any of the materials used expired? Was there a calculation/transcription error?

    Manual methods are more frequently corrected by simply repeating the test

    28

    Basic Troubleshooting Steps Was the proper procedure followed?

    Check the controls: Expired? Correct control? (level) Current/new lot number?

    Check the reagents: Expired? Contaminated? (cloudy, bacteria) Correct reagents? Properly prepared? Current/new lot number? 29

    Basic Troubleshooting Steps Check the instrument:

    Mechanical malfunction? Required maintenance performed? Calibration current?

    Check for calculation or transcription errors

    30

  • CLS 431 Clinical Laboratory Management II - Quality Management IIQuality Control II Lecture Handout 6

    QC Troubleshooting Flow Chart

    Flow charts may be used by some laboratories in an effort to streamline the troubleshooting process

    It i i t d d t di t t f It is intended to direct you to perform a series of defined steps in response to a QC failure

    This way, all technologists follow this same series of steps

    31

    QC Troubleshooting Flow Chart Intended to minimize use of controls,

    recalibration procedures, tech time and frustration

    Often helps inexperienced technologists work through the troubleshooting process What should I do in response to a QC failure?

    32

    33

    Using QC Failure Flowchart

    You have just completed the daily maintenance on the urinalysis dipstick reader. Control results follow:

    Level 1: within 2SD of meanLevel 2: outside 3SD of mean

    You have already rerun the same level 2 control and results remain outside 3SD

    What is your next step?34

    How QC Policies May Vary

    35

    How is QC Used in the Lab? Contingent on the type of testing performed

    Qualitative assay Quantitative assay Batch assay Batch assay Random Access assay Laboratorys SOP

    36

  • CLS 431 Clinical Laboratory Management II - Quality Management IIQuality Control II Lecture Handout 7

    Qualitative Assay Positive or negative results

    Reactive or nonreactive resultsGrowth or no growth

    Control(s) must yield the expected results before reporting patient results

    Can be manual or automated assay If QC result(s) fails for manual assay, suspect

    human error first37

    Qualitative Assay Examples Screening procedures

    Pregnancy Strep throat Antigen typing Hemoglobin S Monospot

    Identification tests: catalase, oxidase Media checks: growth/no growth Test reactivity: Rh-hr, Coombs control cells

    38

    Using 1 Control: Control Fails Blood Bank Antibody Screen

    SC AHG CCI 0 3+II 0 0III 0 3+

    QC for Screen Cell (SC) II failed Coombs Control Cells did not yield the expected positive result

    Patient results can not be reported Test must be repeated on SCII

    39

    Using 2 Controls: 1 FailsBlood Bank Antigen Typing

    Anti-Fya

    AHG CC

    Positive Control Cells 0 3+

    Negative Control Cells 0 3+

    Positive Control Cells failed Patient had positive reactivity Coombs Control Cells worked

    g

    Patient Cells 2+

    40

    Using 2 Controls: Both FailBlood Bank Antigen Typing

    Neither control gave expected result Look for problems with:

    Reagent Reagent Method used Cells selected for controls

    41

    Quantitative Assay Numerical results

    Glucose = 185 mg/dl Potassium = 3.2 mmol/L

    Si i l l bt i d Since numerical values are obtained, we can calculate QC statistics (mean, SD, CV) Control acceptable ranges can be stored in

    computer memory or we can manually prepare Levey-Jennings charts for visual review of QC data

    42

  • CLS 431 Clinical Laboratory Management II - Quality Management IIQuality Control II Lecture Handout 8

    Quantitative Assay Most often 2 levels of control are analyzed

    Westgards rules are often used as minimal acceptable standards to accept/reject QC

    Some laboratories and/or departments may choose to use stricter guidelineschoose to use stricter guidelines

    Even one QC value 2-3SD from mean = QC failure

    Examples: Batch assay (instruments or manual testing) Random access instruments

    43

    What is a Batch Assay? Can be a manual or automated test

    Can analyze multiple specimens at one time (per run) but can only analyze ONE analyte(per run) but can only analyze ONE analyte per run

    Each run requires validation of calibration using standards and/or controls

    44

    Example of a Manual Batch Assay

    45

    Example of Automated Batch Assay

    46

    QC Evaluation: Batch Assay Before patient results are released, QC is

    evaluated: If QC fails, the entire run fails:

    Reject all test results (controls, patients)

    If you reject the run, troubleshooting should occur. After the problem has been corrected, the entire run will need to be re-analyzed

    47

    What is a Random Access Assay? Automated instrument that is capable of

    analyzing any test at any time Mary Jones: TSP, BUN, Creatinine Joe Smith: Glucose, Na, K, Cl, BUN, TSP, , , , ,

    Capable of interrupting the instruments current work list to analyze STAT specimens out of sequence

    48

  • CLS 431 Clinical Laboratory Management II - Quality Management IIQuality Control II Lecture Handout 9

    Current work list Mary Jones: TSP, BUN, Creatinine Joe Smith: Glucose, Na, K, Cl, BUN, TSP

    What is a Random Access Assay?

    STAT order John Doe: Amylase, Lipase

    Work list continued after STAT testing completed 49

    Examples of Random Access

    Vitros Beckman Centaur Sysmex Sysmex Provue Galileo Stago

    50

    QC Evaluation: Random Access Usually QC for all analytes on the

    instruments test menu are run at the start of the shift or once per day (follow SOP)

    Before you can analyze and/or reportBefore you can analyze and/or report patient test results, QC is evaluated If QC is acceptable, patient samples can be

    analyzed, evaluated and reported

    If QC fails, patient samples cannot be analyzed until troubleshooting is performed and QC is acceptable 51

    Evaluation of QC Failures: Random vs Batch Assays,

    RAE vs SAE

    52

    Review of RAE vs SAE

    Determine if the QC failure is caused by a RAE or SAE

    Only one control >3SD: RAEy Both controls >3SD: SAE Shift: SAE Trend: SAE Second consecutive control value 2-3SD

    from the mean: SAE

    53

    Chemistry Random Access Assay #1

    You are running the required two controls for a random access chemistry assay. The level 1 control value is within 2SD of the mean and the level 2 control is >3SD from the mean

    What is the next appropriate action?

    A. Report both controls and patientsB. Rerun a new vial of the level 2 control onlyC. Rerun the same vial of both controlsD. Recalibrate the assay

    54

  • CLS 431 Clinical Laboratory Management II - Quality Management IIQuality Control II Lecture Handout 10

    You are running the required two controls for a chemistry batch assay. Both levels of control are >3SD from the mean

    What is the next appropriate action?

    Chemistry Batch Assay #2

    A. Report all control and patient resultsB. Rerun all controls and patients againC. Rerun only the controls, but use fresh vialsD. Recalibrate the assay, then rerun controls and all

    patients55

    Types of Control Materials

    56

    Internal Control Materials Instrument Performance Controls

    Checks that are performed to ensure instrument is operating as expected

    Electronics Voltage Voltage Optics Fluidics Pneumatics/hydraulics Pumps Pipette alignment

    57

    Internal Control Materials

    Controls that are built into the test platform Control line: pregnancy, Rapid-Strep pH indicator : Rapid-Strep, EluKit

    Background clearing: pregnancy Rapid Strep Background clearing: pregnancy, Rapid-Strep Color change: back of glucose strip turns

    blue, Low Ionic Strength Solution (LISS) changes color when patient plasma is added

    58

    Internal Control Materials

    Example: pregnancy screen

    59

    External Control Materials

    Control material that is tested in a manner identical to patient testing

    Thi t i th b lk f QC f d This category is the bulk of QC performed in laboratory testing Daily controls Level 1, Level 2 Abnormal, Normal

    60

  • CLS 431 Clinical Laboratory Management II - Quality Management IIQuality Control II Lecture Handout 11

    One Level of Control

    Not common practice to use only one control

    May run only one level of control to verify an instrument problem has developed (seeing multiple bad patient CBC results) Troubleshooting can begin sooner

    Alternatively may rerun a previously reported sample, and compare to see if results match Patient sample acts as a free control Used in conjunction with, not instead of low, normal or

    high liquid control material61

    Two Levels of Control:Coagulation Instrument

    Normal and Abnormal controls are used

    Labs SOP states: troubleshooting required for any control value exceeding 2SD of the mean PRIOR TO REPORTING ti t ltPRIOR TO REPORTING patient results. Differentiate a control problem from an

    instrument/reagent problem, and once problem is corrected.

    Determine if control material, patient samples or both need to be repeated

    62

    Two Levels of Control:Coagulation #1

    When entering QC, the Laboratory Information System (LIS) shows the following SDs from the mean

    What test(s) are reportable? What test(s) require troubleshooting prior to reporting patient results?

    63

    Do you suspect a control vial problem or instrument/reagent problem?

    Two Levels of Control:Coagulation #1

    64

    Once the APTT controls are in range, do the patient samples need to be repeated as well as the controls?

    Two Levels of Control:Coagulation #1

    65

    When entering QC, the LIS shows the following SDs from the mean

    What test(s) are reportable? What test(s) require troubleshooting prior to reporting

    Two Levels of Control:Coagulation #2

    require troubleshooting prior to reporting patient results?

    66

  • CLS 431 Clinical Laboratory Management II - Quality Management IIQuality Control II Lecture Handout 12

    Do you suspect a control vial problem or instrument/reagent problem?

    Two Levels of Control:Coagulation #2

    67

    Once the control is in range for PTs and APTTs, do the patient samples need to be repeated?

    Two Levels of Control:Coagulation #2

    repeated?

    68

    Causes of Control/Reagent Problems

    Manufacturers instructions should alwaysbe followed Most reconstituted control or reagents need

    an equilibration time at room temperature prior to use (e g 30 minutes)prior to use (e.g., 30 minutes)

    Frozen controls should be thawed by following manufacturers instructions

    Room temperature 37 C water bath or heat block

    69

    Recommended stability times should be strictly followed

    Always write a date and time on controls and

    Causes of Control/Reagent Problems

    yreagents when they are reconstituted, thawed or opened

    Remember, documentation is invaluable when troubleshooting an out of range control result

    70

    Low, normal, high controls

    Manufacturer instructions should always be followed:

    Three Levels of Control:Cell Counter

    followed: Warm at room temp for 15 minutes Mix thoroughlybut GENTLY (these are cells!)

    Proper documentation is essential Date opened Be aware of expiration date (cell stability) 71

    Labs SOP states: All directly measured parameters must be 2SD

    from the mean on at least two of three levels of control

    Three Levels of Control: Cell Counter

    A result on a directly measured parameter can be between 2-3SD IF the same parameter is 2SD on the other two levels

    Calculated parameters can be between 2-3SD if the directly measured parameters used in their calculation are 2SD from the mean 72

  • CLS 431 Clinical Laboratory Management II - Quality Management IIQuality Control II Lecture Handout 13

    When entering QC results, your LIS shows the following SD from the mean. On this instrument, the RBC and Hgb are directly measured; others are calculated.

    What action should be taken?

    Three Levels of Control: Cell Counter #1

    What action should be taken?

    73

    Analyze the following control results from the same analyzer the next day. On this instrument, the RBC and Hgb are directly measured; others are calculated.Wh t ti h ld b t k ?

    Three Levels of Control: Cell Counter #2

    What action should be taken?

    74

    The manufacturer of reagents and instruments often have controls that are formulated to match the reagent, standard and/or a specific instrument

    Manufacturer Controls

    How do you compensate for a possible bias caused by the manufacturers formulation?

    75

    Manufactured by an independent company other than the instruments manufacturer Provides an independent, unbiased

    assessment of your laboratory method

    What Are Third Party Controls?

    These can be the controls that are usually run with your assay every day

    Biorad: Lyphocheck I, Lyphocheck II Dade: Level 1, Dade Level 2 Streck: Low, Normal, High

    76

    Advantages: Long-term QC monitoring: manufacturer controls

    expire when standards or reagents expire

    Different formulation than standards or reagents

    Use of Third Party Controls

    Same control can be used over multiple reagent or calibration changes

    Some controls are used on multiple instruments

    Disadvantage: costs money77

    Use of Third Party Controls:Detecting a Problem

    Labs SOP: After instrument preventative maintenance

    (PM) is performed, the manufacturers controls AND third party controls must be

    78

    controls AND third party controls must be analyzed

    Results of both controls (manufacturer and third party) must be within acceptable limits for the system to be in control

  • CLS 431 Clinical Laboratory Management II - Quality Management IIQuality Control II Lecture Handout 14

    QC Results after PMTest Units

    3rd party Level 1

    Expected Range

    3rd party Level 2

    Expected Range

    Triglyceride mg/dl 214 147-209 109 74-108

    Cholesterol mg/dl 267 200-265 113 84-111

    79

    Test UnitsManufacture Level 1

    Expected Range

    Manufacture Level 2

    Expected Range

    Triglyceride mg/dl 137 109-143 267 229-283

    Cholesterol mg/dl 143 128-154 260 233-265

    QC Results after PM Both levels of the manufacturers controls

    were within the expected range, but both levels of the 3rd party control were out high

    Additional troubleshooting was performed on

    80

    Additional troubleshooting was performed on the instrument and it was discovered that the sampling probe was out of alignment and needed adjustment

    After the probe adjustment was made, another set of both controls (manufacturer and 3rd party) were run

    QC Results after Re-alignmentTest Units 3rd party

    Level 1Expected Range

    3rd party Level 2

    Expected Range

    Triglyceride mg/dl 198 147-209 100 74-108

    Cholesterol mg/dl 248 200-265 103 84-111

    81

    Test Units Manufacture Level 1

    Expected Range

    Manufacture Level 2

    Expected Range

    Triglyceride mg/dl 130 109-143 255 229-283

    Cholesterol mg/dl 139 128-154 245 233-265

    QC Results After Re-alignment Both the manufacturers controls and the 3rd

    party controls were within the expected limits

    The 3rd party control was able to detect the

    82

    problem that occurred after the PM

    The manufacturers controls did not detect the sampling probes misalignment

    The sampling probes shift out of alignment could have affected patient results

    Types of Control Programs

    83

    External/Interlaboratory QC Program

    Example:Mandatory Proficiency Testingy y g

    84

  • CLS 431 Clinical Laboratory Management II - Quality Management IIQuality Control II Lecture Handout 15

    Proficiency Testing CLIA regulations require clinical laboratories

    participate in a proficiency testing program for regulated analytes

    Testing an unknown using the same methods Testing an unknown using the same methods, reagents, and personnel as used to perform patient testing

    Samples usually provided by an outside vendor College of American Pathologists (CAP)

    85

    Proficiency Testing Comparison is made between the results the lab

    obtained and the referee results, as well as with the results of other laboratories in the nation

    Allows the laboratory to monitor its performance Allows the laboratory to monitor its performance in relation to that of its peers using the same test method, and those using different test methods

    Proficiency Testing will be discussed further as a component of the CLS431 course, in the Compliance and Regulatory Issues unit

    86

    87

    Resources Used www.biorad.com www.cap.org www.jointcommission.org www.clsi.org

    88

    McKenzie, S.B. & Williams, J.L., Clinical Laboratory Hematology, 2nd edition, Pearson Education, Inc., 2010.

    Westgard, James O., Basic QC Practices, 3RDEdition, Westgard QC, Inc., 2010

  • Policy 6.001 Attachment 1

    Quality Control Failure Troubleshooting Flowchart

    Control Within Limit Control Not within Limit Control Within Limit Control Not within Limit Control Within Limit

    Control Not within Limit Control Within Limit Control Still Not within Limit Document all remedial action on appropriate log sheet.

    Control falls outside the satisfactory control limit

    Repeat the control

    Use control from another bottle

    Open another reagent with the same and/or new lot number and repeat with the first vial

    Using the new reagent, repeat with the new vial of control

    CANNOT USE FOR PATIENT TESTING. If instrumentation, call the Customer Service Hotline of the Manufacturer for assistance. If they are unable to help correct the problem, have it checked and repaired if necessary by Biomedical Instrumentation. If kit, discontinue using kit and open another kit.

    PROCEED

    WITH PATIENT

    TESTING

    Contact Lab Consultant

    QCII Lecture Handout 10-11.pdfQuality Control Failure Flowchart.pdf