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Using Data to Reduce Error, Standardize Practice and Improve Patient Outcomes James H. Nichols, Ph.D., DABCC, FACB Associate Professor of Pathology Tufts.

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Presentation on theme: "Using Data to Reduce Error, Standardize Practice and Improve Patient Outcomes James H. Nichols, Ph.D., DABCC, FACB Associate Professor of Pathology Tufts."— Presentation transcript:

1 Using Data to Reduce Error, Standardize Practice and Improve Patient Outcomes James H. Nichols, Ph.D., DABCC, FACB Associate Professor of Pathology Tufts University School of Medicine Director, Clinical Chemistry Baystate Health System Springfield, Massachusetts

2 Baystate Health System

3 Baystate Medical Center - tertiary care 572 beds, 3rd largest acute care in NE 40,000 discharges/200,000 inpatient days (4.7 mean LOS) 600,000 ambulatory visits Western Campus of Tufts School of Medicine Franklin and Mary Lane Hospitals Over 40 Ambulatory Care Practices (1 million visits) Home nursing and assisted care (156,000 visits) Reference Lab (BRL) - 4 million tests/year Clin Chemistry - Core 1 Roche TLA (2500/day)


5 Medical Errors Institute of Medicine of the National Academies report 1999 Medical errors kill 44,000 - 98,000 patients in US hospitals each year. Number one problem facing health care Lucien Leape, Harvard Professor of Public Health

6 Medical Errors 2002 Commonwealth Fund report estimated that 22.8 million people have experienced a medical error, personally or through at least one family member Reinforces the 1999 IOM report, To Err is Human Annual costs estimated at $17 – 29 billion US Agency for Healthcare Research and Quality (AHRQ) estimate medical errors are the 8 th leading cause of death in the US – higher than: Motor Vehicle Accidents (43,458) Cancer (42,297) AIDS (16,516)

7 Laboratory Errors Typically think patient, tube or aliquot mix-up. Other, more insidious errors to consider Overutilization of testing – fishing Inappropriate use of testing – method selection or test for symptoms, screening vs management Misunderstanding – wrong test, assume test is a test Delays – ordering, receipt of result, clinical action

8 Laboratory Errors A minireview of the literature found the majority of errors occur in the pre and post analytical phases. Bonini P, Plebani M, Ceriotti F, Rubboli F. Clin Chem 2002;48:691-698. Many mistakes are referred to as lab error, but actually due to poor communication, actions by others involved in the testing process, or poorly designed processes outside the labs control. Medical errors occur in prevention, diagnosis and drug treatment occur. Among errors in diagnosis; 50% were failure to use indicated tests, 32% were failure to act on results of tests, and 55% involved avoidable delay in diagnosis. Leape LL, Brennan TA, Laird N, et al. N Eng J Med 1991;324:377-84.

9 Man A creature made near the end of the week when God was tired. Mark Twain

10 Medical Errors The Person Easier to blame a person than an institution for errors. In aviation, 90% of quality lapses are judged to be blameless. The System Active failures due to personal interaction with system Latent conditions, weaknesses in system due to design flaws or heirarchical decisions Need to engineer systems that prevent dangerous errors and are able to tolerate errors and contain their effects Reason J. BMJ 2000;320:768-770.

11 Automation Collects raw data and processes to information (trends) Reduces practice variability (device prompts) Consolidates operator interactions (barcoding) Assists decision-making (internal checks for QC pass, expiration dates, operator ID) When linked to information management and data algorithms can warn of possible errors (delta checks, device flags like inadequate sample, analyzer interferences)

12 Improvement

13 Hemolysis in the ED Coagulation specimens must be rejected if hemolyzed and recollected Inpatient rates of hemolysis are typically <1% ED had rates approaching 20% or more Related to implementation of a flexible catheter and practice of collecting blood through lines Manufacturer even distributed a customer warning against collecting blood through this catheter Yet, ED unwilling to change practice – customer satisfaction issue and comfort level of IV lines Number of redraws and delays of ED patients led to elimination of practice.

14 Phlebotomy Hemolysis Rates Implement Practice Change

15 Middleware Data server sits between an analyzer and LIS/HIS POCT servers are a form of Middleware Allows data processing before sending results LIS, also functions as data repository for report searches Common current uses – autoverification, insertion of data flags for H/I/L indices More sophisticated functions are limited only by imagination of the lab

16 Clinical Alarms Critical pathway ordering practices and variant ordering practices Hct level and POCT glucose testing Medication (propofol) and potential test interference (i-Stat) Insulin dose, individual response and prediction of future dose Disease/medication (high blood pressure/loop diuretics) vs predicted lab result (low K) vs questionable lab results (high K) Medical devices (flexible catheters) and potential for hemolysis and laboratory interference

17 POCT Error Management POCT – diagnostic testing conducted close to the site where clinical care is delivered POCT error rates are not known in literature POCT conducted by nursing but managed by lab Requires considerable interdisciplinary communication to deliver effectively POCT QI can be a tool to uncovering ongoing errors and addressing system weaknesses

18 Reducing Errors through Automation Newer POCT devices have data management Prompts operator to perform testing same way every time Lock-outs act as internal fail-safes to prevent a patient result if QC fails, not performed or operator is not certified for testing. Feb 2004 CLIAC meeting discussion of possible changes to CLIA waived category suggested that waived tests have fail-safe or failure alert mechanisms whenever possible include QC materials with kits specimens requiring significant manipulation not be waived

19 Medical Errors The Person Easier to blame a person than an institution for errors. In aviation, 90% of quality lapses are judged to be blameless. The System Active failures due to personal interaction with system Latent conditions, weaknesses in system due to design flaws or heirarchical decisions Need to engineer systems that prevent dangerous errors and are able to tolerate errors and contain their effects Reason J. BMJ 2000;320:768-770.

20 Patient Identification Errors POCT results are transmitted to the POCT manager when devices are downloaded The data manager orders and results the test in the LIS If the test does not match an active patient account the data manager holds the result for resolution Compliance problems as test cannot be billed, and some results transmitted to incorrect patient record and inappropriate medical management

21 Failure Mode and Error Analysis FMEA identifies an error Outlines possible steps that could lead to the error. Identifies the reasoning behind the various pathways, why they exist and ways that paths can be improved. Establishes quantitative monitors and the means of measuring improvement. FMEA improves motivation by seeking route causes of errors rather than placing blame.

22 ICU FMEA Incidence of patient ID errors in our ICU led to an administrative demand for improved compliance or loss of privileges (3 strike rule) Conducted FMEA analysis ID errors due to multiple issues: Long number entry (9 digits), transposition of numbers Some devices cant accept leading zeros Patient wristbands are not legible (clin engineering) Need for patient care, share operator IDs (retraining) Barcoding seen as optimum solution

23 Barcoding In practice, one of the more challenging projects to implement in an institution: Devices only read specific barcode languages Wristbands vary in durability Ink isnt permanent (thermal vs inkjet) Devices dont require barcode entry! Try to engineer around manual entry by adding special characters or digits to ID These work-arounds lengthen the barcode and increase read failure if barcode not flat on wrist. How to print? Wristbands only or labels that an operator can stick onto device or paper towel? What about neonates?

24 Barcoding During implementation, operators continued to manually enter patient IDs due to the scanner failing on the 1 st attempt An investigation was conducted into why scanners fail i-Stat scanners failed more frequently than glucose Operator interaction with the POCT device was the primary determinant in scanner failure

25 Scanner Angle

26 Scanner Distance

27 Scanner Depth of Field


29 P=0.014P=0.0007

30 P=0.048P=NS, 0.378

31 Barcoding Barcode acceptance and difficulties in implementation lead to <100% effectiveness: Manual entry Barcoding patient with the wrong account or patient ID Patients with multiple wristbands Scanning the wrong barcode (lot number instead of patient) From the AACC listserv, those successful institutions communicate the value of barcoding and have operators who have acknowledged the advantages and implement strategies to enhance success


33 Communication How best to reach clinicians? Errors are a system weakness and require an interdisciplinary system fix, one person is not responsible. Utilize available resources: Hospital Quality Improvement Teams Peer-Reviewed Literature Practice Guidelines Learn to speak clinicalese – Use Clinical Protocols

34 Portland Protocol Examined glucose levels and surgical complications in 1,585 cardiac surgery patients with diabetes (990 preprotocol and 595 postprotocol) Implemented protocol of postoperative intravenous insulin to maintain glucose <200 mg/dL. Intensive monitoring and insulin therapy on hospitalized inpatients lowers blood glucose levels in the first 2 postoperative days with concomitant decrease in proportion of patients with deep wound infections (2.4% vs 1.5%, p<0.02) Zerr KJ et al. Ann Thorac Surg 1997;63:356-61.

35 Portland Protocol ACC/AHA Guidelines for CABG Surgery Another patient characteristic that has been associated with postoperative mediastinitis is the presence of diabetes, especially in patients requiring insulin. In addition to the microvascular changes seen in diabetic patients, elevated blood glucose levels may impair wound healing. The use of a strict protocol aimed at maintaining blood glucose levels 200 mg/dL by the continuous, intravenous infusion of insulin has been shown to significantly reduce the incidence of deep sternal wound infection in diabetic patients. Eagle KA, Guyton RA. JACC 1999;34:1262-1347.

36 Portland Protocol q1hr until glucose 125-175 with <15 mg/dL change and insulin rate unchanged x4 hrs. Then q2hr. Weaning vasopressors (Adrenalin) check q30min until stable Stop q2hr testing on POD #3 Test q2hr during the night on telemetry if glucose <200 Blood GlucoseInsulin Unit/hr <1250 125-1751 175-2252 >2253

37 Portland Protocol Operational Issues Which method to utilize? [TAT, Accuracy] Glucose meter – glucose oxidase Blood Gas glucose – glucose oxidase Core laboratory glucose - hexokinase Preferred sample? [Method, Line Contamination] Whole blood or plasma Fingerstick, line draw or venipuncture

38 Unmodified direct-reading biosensor result relative molality of glucose in plasma or whole blood (not recommended) Concentration of glucose in plasma (recommended) Concentration of glucose in whole blood (not recommended) 0.94 1.18 1.11 Fig. 1. Conversion factors for different quantities of glucose.

39 Meter Performance Criteria ADA 87All Levels± 15% ADA 94 All Levels± 5% Agence du Médicament< 100 mg/dL± 20 mg/dL (95% of data) 100 mg/dL± 20% (CV <7.5%) CSA< 45 mg/dL± 25% (CV<12.5%) 90 mg/dL± 15% (CV <7.5%) FDA< 100 mg/dL± 20 mg/dL (95% of data) 100 mg/dL± 20% ISO< 100 mg/dL± 20 mg/dL (95% of data) 100 mg/dL± 20% IMSS< 60 mg/dL± 25% 60 mg/dL± 20% NCCLS (C30A)< 100 mg/dL< 15 mg/dL 100 mg/dL± 20% TNO< 117 mg/dL± 20 mg/dL 117 mg/dL± 15% mg/dL (CV <10%)

40 Quality Specification Modeling Monte Carlo simulation to generate random true and measured glucose based on mathematical model of meters having defined imprecision and bias. (N=10,000 - 20,000 pairs) Analytical errorInsulin dose errors 5% 8 - 23% 10% 16 - 45% 2x or greater insulin dosage errors >5% of time when analytic error exceeded 10 - 15% Total error 95% of time. Boyd JC. Bruns DE. Quality specifications for glucose meters: Assessment by simulation modeling of errors in insulin dose. Clin Chem 2001;47:209-214

41 Portland Protocol Glucose meters may or may not be applicable for tight management, as can vary by +/-20% in the 100–200 mg/dL range. Blood gas and some analyzers perform better than glucose meters, may be more appropriate in these cases. Should be a clinical not a laboratory decision, role of laboratory to inform not dictate method



44 Clinical Protocols Clinical protocols provide a pathway of care to manage patients with specific disorders in the most effective manner for optimum patient outcome. Incorporating laboratory testing into clinical protocols standardizes practice, reduces practice variability, ensures appropriate ordering of tests and can assist the interpretation of test results. Clinical protocols are a good means of communicating with clinicians and providing reminders or important components of decision-making

45 2004 National Patient Safety Goals - JCAHO Improve the accuracy of patient identification Improve the effectiveness of communication among caregivers Improve the safety of using high-alert medications Eliminate wrong-site, wrong patient, wrong-procedure surgery Improve the safety of using infusion pumps. Improve the effectiveness of clinical alarm systems. Reduce the risk of healthcare-acquired infections.


47 NACB Laboratory Medicine Practice Guidelines – Evidence Based Practice for POCT Clinicians, staff and laboratorians need guidance to apply POCT in the most effective manner for patient benefit. This guidance should be based on a concurrence of the scientific evidence to date. This need for evidence-based practice was the concept behind the NACB Laboratory Medicine Practice Guidelines for POCT

48 Evidence-Based Practice for POCT POCT is an increasingly popular means of delivering laboratory testing. When used appropriately, POCT can improve patient outcome by providing a faster result and therapeutic intervention. However, when over-utilized or incorrectly performed, POCT presents a patient risk and potential for increased cost of healthcare. This LMPG will systematically review the existing evidence relating POCT to patient outcome, grade the literature, and make recommendations regarding the optimal utilization of POCT devices in patient care. Develop liaisons with appropriate professional, clinical organizations: ACB, ADA, ACOG, CAP, etc.

49 Evidence-Based Practice for POCT Focus Group Chairs Cardiac – Robert H. Christenson, Ph.D. Diabetes – Christopher Price, Ph.D. Reproduction – Ann M. Gronowski, Ph.D. Infectious Disease – Robert Sautter, Ph.D. Coagulation – Marcia Zucker, Ph.D. Parathyroid – Lori J. Sokoll, Ph.D. Drugs – Ian Watson, Ph.D. Bilirubin Screening – Steven Kazmierczak, Ph.D. Critical Care – Greg Shipp, Ph.D. Renal – William A. Clarke, Ph.D. Occult Blood – Kent Lewandrowski, M.D. pH – James Nichols, Ph.D. Introductory Comments – Ellis Jacobs, Ph.D.

50 Evidence Based Practice for POCT pH Guidelines I Does the use of pH paper for assisting the placement of nasogastric tubes, compared to clinical judgment (air, pressure) improve the placement of tubes on inpatient, endoscopy, home care and nursing home patients? We recommend the use of pH testing to assist in the placement of nasogastric tubes. The choice of measuring pH with an intragastric electrode or testing tube aspirates with a pH meter or pH paper will depend on consideration of the clinical limitations of each method, and there is conflicting evidence over which method is better. (Class II – prospective comparative trials and expert opinion)

51 Evidence Based Practice for POCT pH Guidelines I Assuring correct NG or NI tube placement: Measure length of tube Direct visualization of oropharynx Auscultation of stomach by air insufflation Aspiration of gastric contents Irrigation of tube with 10 to 50 mL water Direct palpation of tube within stomach during intra- abdominal procedures Gold Standard - Abdominal roentgenogram to confirm position pH may be faster, safer and more economical

52 Evidence Based Practice for POCT pH Guidelines I Gastric contents more acidic Neuman – pH 4 not useful – respiratory or duodenal. Acid suppressors increase gastric pH and 6.0 may be a better cutoff (81% pH 1 – 4, 88% intestinal >6.0, pulmonary >6.5). Confounds aspirate pH 4 – 6. pH of gastric fluid may replace 85-95% of x-ray cases. Significant decrease radiation exposure

53 Evidence Based Practice for POCT pH Guidelines I Method to determine pH controversial Continuous monitor or pH tipped NG tube preferred for those patients that are equipped, but expensive. Question whether pH probes are measuring gastric contents or cell surface pH Aspirate pH may not generate sufficient volume, may differ from intragastric pH, as antacid, drug salts, protein and bile may interfere with some methods. pH meter more accurate than pH paper, but paper simpler (0.5 – 1.0 increments), cheaper, easier to use and quality assure, and can be performed bedside. X-ray confirmation still the gold standard and recommended in indeterminate cases.

54 Question Five: Can gastroccult testing of gastric fluid from a nasogastric tube be used to detect gastrointestinal bleeding in high- risk intensive care unit patients receiving antacid prophylaxis?

55 Recommendation Five: We cannot currently recommend for or against the use of gastroccult to detect gastric bleeding in intensive care unit patients receiving antacid prophylaxis. Grade of Evidence: III – small study, clinical evidence

56 Gastroccult Tests FOBT should not be used to measure occult blood in gastric fluid because of interferences from low pH, certain medications and metal ions. The presence of occult blood in gastric fluid can be useful to detect stress ulcer syndrome, so specific gastroccult tests are utilized.

57 Bleeding in ICU Patients A small study with 41 patients showed that 13/14 patients with positive gastroccult tests had a source of upper GI bleeding as seen by upper endoscopy. Study suggest gastroccult testing may aid in detecting occult bleeding in critically ill patients. However, patients with negative gastroccult tests did not undergo upper endoscopy which may have documented false negative results.

58 Baystate Gastroccult Testing Discontinued without incident Approached Chief of GI and Division of Healthcare Quality with clinical utility. Researched literature Developed recommendation and justification Draft letter to medical staff reviewed by select clinicians General announcement and test removal

59 Gastroccult Discontinuation No peer-reviewed literature indicating improved outcomes based on Gastroccult Use of test after NG tube placement leads to positive results solely due to trauma of tube insertion Overt bleeding is a medical concern and doesnt require test to detect pH is medically useful, pH paper is a better alternative because its easier to QC, already available on units and lower cost Elimination would reduce hospital burden of training and POCT documentation on nursing staff and reduce risk of developer mixup with hemoccult.

60 Gastroccult Cost Savings Reagent: (12,000 tests/year) Cards$21,000 Developer$ 5,000 Labor Nursing (5 min/test, 45K= 125d)$22,000 Competency (1100 x 15 min)$ 6,000 Lab oversight (4hr x 8 units x 12 mo)$ 8,500 Total Annual Savings Estimate $62,500 Total billed previous year 12 Cost estimate for pH replacement$ 250


62 Summary Medical errors are a significant problem and the laboratory should be aware of the many opportunities to reduce errors Interdisciplinary teams and positive attitudes are important factors in achieving successful outcomes and changes to practice Need to engineer systems (not people) that prevent dangerous errors and are able to tolerate errors and contain their effects Automation, information management and communication are effective strategies to reduce errors. The next challenge for laboratorians is to better integrate the data we have at hand and condense the literature into standard practice pathways that assist clinicians in appropriate decision- making for optimal patient care

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