Using cdss for appropriate dosing of antibiotics with reduced renal function
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Using CDSS FOR Appropriate Dosing of Antibiotics with Reduced Renal Function. Presented By: Kwavi Agbeyegbe, Sam Ruffing, Michael Peterson MED INF 406-DL FALL 2010. Identify the Problem.

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Using cdss for appropriate dosing of antibiotics with reduced renal function

Using CDSS FOR Appropriate Dosing of Antibiotics with Reduced Renal Function

Presented By:

Kwavi Agbeyegbe, Sam Ruffing, Michael Peterson

MED INF 406-DL FALL 2010

Identify the problem
Identify the Problem Reduced Renal Function

  • Antibiotics are one of the most widely used classes of drugs in hospitals and account for one-third of total pharmacy cost.

  • Suboptimal dosing decisions are the most common reason for inappropriate antibiotic prescribing in the hospital setting, with the majority of errors occurring in the prescribing phase.

  • It is believed 25-50% of all prescribed antibiotics are inappropriate in respect of drug choice, dose administered or duration of treatment (Ena,1998)

Identify the problem1
Identify the Problem Reduced Renal Function

  • Antibiotics which are eliminated from the human body by renal excretion, are inappropriately dosed in an estimated 18-26% of patients (Nicholas,2009).

  • The estimated prevalence of impaired renal function (GFR<60 ml/min/1.73m2) is 13% for men and 36% for women over the age of 65.

  • Dosing of renal cleared antibiotics is very complex, it requires complicated dosing algorithms and pharmacokinetic monitoring.

Antibiotics Reduced Renal Function

  • Antibiotics are eliminated from our bodies by basically two routes.

  • * Renal elimination

  • * Metabolized by the liver

  • Antibiotics can be cleared by one route, both routes, or any proportion of either route.

  • Our CDSS will focus on antibiotics that required a reduction in dosage or kinetic monitoring when renal function is diminished.

  • Examples: Quinolones , Aminoglycosides and Vancomycin.

Renal function
Renal Function Reduced Renal Function

Renal Function Decreasing as patients get older (COOK, 2007)

Different Calculation Methods: Glomular Filtration Rate (GFR), Creatinine Clearance (CrCl)

Negative effects
Negative Effects Reduced Renal Function

  • Adverse Drug Events: Nephrotoxicity, Ototoxicity, Cardiotoxicity….

  • Economic Cost: Increased length of stay, higher cost for monitoring, increased medication costs.

  • Societal Cost: Increased Insurance cost, Loss of antibiotic efficacy, lower quality of care.

Antibiotic dosing model
Antibiotic Dosing Model Reduced Renal Function

  • Our CDSS Antibiotic dosing model requires data from multiple sources: ADT, Lab, Pharmacy, EMR, Clinics

  • Baseline data required: Age, sex, height, allergies, diagnosis, infection site, current drug therapy, WBC with diff, albumin.

  • Lab work-up: Scr, BUN, cultures

  • Loading dose based on ideal body weight, and dosing interval determined by renal function.

Monitoring parameters
Monitoring Parameters Reduced Renal Function

  • Trough and Peak levels at steady state

  • Measuring SrCr every two days or every day in unstable renal function

  • Weigh patient every two to seven days

  • Measure and monitor urine output daily

  • When the patient is on an aminoglycoside baseline and weekly audiograms, and check for tinnitus or vertigo daily.

HMS Reduced Renal Function



HMS Nursing Doc





EPIC Pharmacy


Interface Engine




Knowledge Base

Antibiotic Assistant

Clinical Alerts

ADE Assist

ICP Assist


EPIC uses HL7, ANSI X 12, XML Reduced Renal Function




Real time interface

TheraDoc-HL7, LOINC, NHSN, PHIN, MS, SNOMED-CT and Rx Norm

1. Physician selects an Antibiotic-Initial Order Reduced Renal Function

  • 2. All known needed data elements are pulled to one screen:

  • Allergies

  • Current/Past Renal Dx

  • Serum Creatinine, BUN, WBC w/diff and albumin results

  • Demographics

  • Radiology results-Chest X-rays findings

  • Pathology findings if relevant

4. Physician selects agree/change

If order selection is changed drop down box with reasons will require completion

Once order is completed:

Peak and trough dates and times will be ordered

eMAR will populate Antibiotic

Selections with peak and trough draw times

3. Recommendations include

Antibiotic dosage/ selection

Peak / trough levels ordered

Repeat BUN/Creatinine ordered

Alerts Reduced Renal Function

To : Physician and Pharmacist

Micro results on culture and sensitivity with new recommendations for Antibiotic choice, if appropriate

To: Nurses/phlebotomist

Alerts for peak and trough times for drawing

To: Physicians

Alerts from nursing documentation/Lab that may signal signs and symptoms of toxicity

Evaluation Reduced Renal Function

  • To implement a knowledge-based clinical decision support system for clinical information systems, it is crucial to verify and validate the knowledge base. (Kim, Kim, Cho, Lee, & Kim, 2010).

Evaluation Reduced Renal Function

  • The requirements of the CDSS should meet the user requirements and also satisfy all the regulatory specifications.

  • Methods and techniques used in the Verification and Validation should be designed carefully with verification taking place before validation.

  • Software validations should not be left to the closing phases of the project.

Verification and validation
Verification and Validation Reduced Renal Function

  • Building the system right

  • Building the right system

Verification Reduced Renal Function

  • Requirements Specification gathering

  • Functional design

  • Internal systems design

  • Code verification

Verification Reduced Renal Function

  • Walk through

  • Buddy Checks

  • Inspection

Validation testing strategy
Validation Reduced Renal FunctionTesting Strategy

  • Black box testing

  • Equivalence partitioning testing

Validation Reduced Renal Function

  • User Acceptance Testing/Validation

  • Functional Testing/Validation

  • Integration Testing/Validation

  • Code Validation

Verification levels with corresponding Validation tests Reduced Renal Function.




Code Verification

Code Validation


Under-testing Reduced Renal Functionvs Over-testing

  • However, the FDA is realistic enough to recognize that a developer cannot test forever.

    • Under-testing vs. Over-testing

Benefits of verification and validation
Benefits of Verification and Validation Reduced Renal Function

Benefits of Verification and Validation

(Chojnowski, 2008)

System limitations
System limitations Reduced Renal Function

  • Physician autonomy

  • Computer literacy

  • IT Support Availability

  • Impact on workflow

System limitations1
System limitations Reduced Renal Function

  • Training

  • Buy-in from clinicians and administrative staff

  • Lack of standards for CDSS development

Future extensions
Future Extensions Reduced Renal Function

  • Study the prescribing behavior and structure of errors when physicians override the default value.

  • Open source Standard for development of CDSS

  • Post-implementation review

Conclusion Reduced Renal Function

  • Stakeholders have to be informed and involved

    prior, during and after implementation.

  • CDSS is more effective when combined with CPOE.

  • CDSS System review concludes aided drug dosing provides an overall benefit.

  • To increase adoption, CDSS should be integrated into existing workflow.