AI Article Synopsis

  • Close monitoring of immunosuppressant levels after lung transplantation is crucial to avoid long-term complications, and therapeutic drug monitoring (TDM) is currently the method used for this.
  • The study explored the use of a novel electronic nose (eNose) technology to assess Tacrolimus levels in lung transplant recipients through non-invasive breathprints, measuring correlations and diagnostic ability.
  • Results showed a weak correlation between eNose measurements and Tacrolimus levels, with categorization accuracy ranging from 45%-69%, indicating that eNose technology is currently not reliable enough for TDM in this context.

Article Abstract

In order to prevent long-term immunity-related complications after lung transplantation, close monitoring of immunosuppressant levels using therapeutic drug monitoring (TDM) is paramount. Novel electronic nose (eNose) technology may be a non-invasive alternative to the current invasive procedures for TDM. We investigated the diagnostic and categorization capacity of eNose breathprints for Tacrolimus trough blood plasma levels (TAC) in lung transplant recipients (LTRs). We performed eNose measurements in stable LTR attending the outpatient clinic. We evaluated (1) the correlation between eNose measurements and TAC, (2) the diagnostic capacity of eNose technology for TAC, and (3) the accuracy of eNose technology for categorization of TACinto three clinically relevant categories (low: <7g ml, medium: 7-10g ml, and high: >10g ml). A total of 186 measurements from 86 LTR were included. There was a weak but statistically significant correlation (= 0.21,= 0.004) between the eNose measurements and TAC. The root mean squared error of prediction for the diagnostic capacity was 3.186 in the training and 3.131 in the validation set. The accuracy of categorization ranged between 45%-63% for the training set and 52%-69% in the validation set. There is a weak correlation between eNose breathprints and TACin LTR. However, the diagnostic as well as categorization capacity for TACusing eNose breathprints is too inaccurate to be applicable in TDM.

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Source
http://dx.doi.org/10.1088/1752-7163/acf066DOI Listing

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