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Sample Size Calculation (Confidence Interval and Reliability) - Medical Devices


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Some Related Topic Tags (Not all threads are Tagged)
confidence intervals (statistics), medical devices, reliability analysis and testing, sample size, statistical analysis and studies
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  Post Number #1  
Old 8th July 2017, 10:53 AM
Harini17

 
 
Total Posts: 3
Please Help! Sample Size Calculation (Confidence Interval and Reliability) - Medical Devices

Dear Statisticians and regulatory experts,

Kindly help me to solve this problem for one of the medical device project. I asked many statisticians, but none were able to give convincing answer from the regulatory standpoint as you know FDA is very strict with the evidences and rationals. I found the similar problem on this forum but couldn't find the end answer.

Problem: The manufacturer of medical endoscope device equipment (pretty expensive prototypes) and they are trying to figure out justification for using 5, 7 or 10 samples with sufficient confidence level and reliability to proceed w/ manufacturing.
Testing such as bend cycling and environmental testing etc which they can do in house, for these tests sample sizes need to be determined (for each test). *These sample sizes can be calculated based on confidence and reliability levels, but a precedent should be set for the confidence/reliability that is needed for these devices and testing based on the risk level of the testing and the expense of running these tests.

At least with the examples of similar kind with formula and method!

I have very limited statistical knowledge. Kindly help me to solve this problem with the solutions from the regulatory standpoint.

Thank you!

Last edited by Harini17; 8th July 2017 at 01:33 PM.

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  Post Number #2  
Old 10th July 2017, 04:07 AM
paulag

 
 
Total Posts: 58
Re: Sample Size Calculation (Confidence Interval and Reliability) - Medical Devices

http://www.fdanews.com/ext/resources...Validation.pdf
Attached Files: 1. Scan for viruses before using, 2. Please report any 'bad' files by Reporting this post, 3. Use at your Own Risk.
File Type: pdf Walfish-Choosing-the-Best-Device-Sample-Size-for-Verification-and-Validation.pdf (299.1 KB, 42 views)
Thank You to paulag for your informative Post and/or Attachment!
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  Post Number #3  
Old 10th July 2017, 12:45 PM
Harini17

 
 
Total Posts: 3
Please Help! Re: Sample Size Calculation (Confidence Interval and Reliability) - Medical Devices

Thank you Paulag.
I would like to know the reliability and confidence interval percentages that we can to use for these tests, so that FDA accepts. I would like to know the FDA requirements for these tests.

Thank you!
  Post Number #4  
Old 10th July 2017, 03:27 PM
Bev D's Avatar
Bev D

 
 
Total Posts: 3,505
Re: Sample Size Calculation (Confidence Interval and Reliability) - Medical Devices

I am afraid you are asking for something that cannot be answered to your satisfaction. Sample sizes that will 'satisfy the FDA' are not easy or straightforward. You cannot simply plug numbers into a formula. We can give you the formula (I believe that it is in the attachment in the above post) but YOU must come up with the numbers that go into the formula based on your organizations assessment of the risk (hazard) of each characteristic that you will be testing.


The formula that incorporates Reliability with a specified confidence level is:

n = LN(1-C)/LN(R)

n= sample size
LN is the natural log
1-C is 1- confidence level (traditionally this is 95% or 99%. a higher confidence level is selected if the hazard is high)
R is the 'Reliability'. This is 1-defect rate that you can tolerate. again a severe hazard would require a pretty low defect rate

This formula requires that NO DEFECTS be found in the sample in order to accept the validation results.

This formula is based on using only pass/fail categorical results. you can get smaller sample sizes if you have continuous data where you can make predictions regarding the distribution vs. specification limits. These typically require a statistician or at least someone who is well versed in these types of statistics.

Severe hazards require large sample sizes per this Reliability/Confidence formula - although this typically results in the lowest sample sizes possible. Often companies will balk at high sample sizes and so the FDA provides the ability to provide a rationale based on balancing cost of testing vs. cost of the hazard. you can plug various numbers into the formula and see the effect for yourself.

Beyond this you have the complication of understanding that sample size applies to both the number of instruments/products and the number of USES of the product. The reliability/confidence formula typically applies to the number of instruments and the number of uses is based on the either the specified number of maximum uses or the maximum expected number of uses.
Thank You to Bev D for your informative Post and/or Attachment!
  Post Number #5  
Old 10th July 2017, 05:15 PM
Statistical Steven's Avatar
Statistical Steven

 
 
Total Posts: 1,083
Re: Sample Size Calculation (Confidence Interval and Reliability) - Medical Devices

Quote:
In Reply to Parent Post by paulag View Post

Thank you for sharing my presentation. I have updated it slightly, but the ideas are the same. There is no "Standard" confidence and reliability. You need to tie it back to your risk management program so that your sample sizes (confidence and reliability) are commensurate with the risk to the patient (reliability component).
Thank You to Statistical Steven for your informative Post and/or Attachment!
  Post Number #6  
Old 11th July 2017, 03:38 AM
Harini17

 
 
Total Posts: 3
BIG Smile Re: Sample Size Calculation (Confidence Interval and Reliability) - Medical Devices

Thank you, Bev D and Statistical Steven...I have read all your threads addressing these questions thank so much. You both are doing good work in solving these regulatory obstacles. Special thanks to Bev D for such detailed explanation!

Last edited by Harini17; 11th July 2017 at 12:09 PM.
  Post Number #7  
Old 11th July 2017, 01:31 PM
v9991

 
 
Total Posts: 945
Lurker Re: Sample Size Calculation (Confidence Interval and Reliability) - Medical Devices

Quote:
In Reply to Parent Post by Bev D View Post

Often companies will balk at high sample sizes and so the FDA provides the ability to provide a rationale based on balancing cost of testing vs. cost of the hazard. you can plug various numbers into the formula and see the effect for yourself.


while FDA is providing enough direction, there is not even an outline/framework or guidance from agency for same. got certain references on risk from PDA & ISPE ; but certainly not ones which reference cost of testvshazard.!

1. point is, agency has ultimate power (veto to say the system/practice is inadequate, non-compliant) but what it says is ...all theory, no reference/ example, guidance, framework; (I remember an section on risk benefit analysis on clinical trial data evaluation!., but no such thing on validations/sample size.)

2. is this one reason, why (especially) pharma is way behind in adopting these tools and techniques. (its only recently that 'statistical' rationale/analysis gaining releac env
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