MRI‐based kidney radiomic analysis during chronic lithium treatment. (10th February 2022)
- Record Type:
- Journal Article
- Title:
- MRI‐based kidney radiomic analysis during chronic lithium treatment. (10th February 2022)
- Main Title:
- MRI‐based kidney radiomic analysis during chronic lithium treatment
- Authors:
- Beunon, Paul
Barat, Maxime
Dohan, Anthony
Cheddani, Lynda
Males, Lisa
Fernandez, Pedro
Etain, Bruno
Bellivier, Frank
Marlinge, Emeline
Vrtovsnik, François
Vidal‐Petiot, Emmanuelle
Khalil, Antoine
Haymann, Jean‐Philippe
Flamant, Martin
Tabibzadeh, Nahid - Abstract:
- Abstract: Background: Lithium therapy during bipolar disorder is associated with an increased risk of chronic kidney disease (CKD) that is slowly progressive and undetectable at early stages. We aimed at identifying kidney image texture features as possible imaging biomarkers of decreased measured glomerular filtration rate (mGFR) using radiomics of T2‐weighted magnetic resonance imaging (MRI). Methods: One hundred and eight patients treated with lithium were evaluated including mGFR and kidney MRI, with T2‐weighted sequence single‐shot fast spin‐echo. Computed radiomic analysis was performed after kidney segmentation. Significant features were selected to build a radiomic signature using multivariable Cox analysis to detect an mGFR <60 ml/min/1.73 m². The texture index was validated using a training and a validation cohort. Results: Texture analysis index was able to detect an mGFR decrease, with an AUC of 0.85 in the training cohort and 0.71 in the validation cohort. Patients with a texture index below the median were older (59 [42–66] vs. 46 [34–54] years, p = .001), with longer treatment duration (10 [3–22] vs. 6 [2–10] years, p = .02) and a lower mGFR (66 [46–84] vs. 83 [71–94] ml/min/1.73m², p < .001). Texture analysis index was independently and negatively associated with age (β = −.004 ± 0.001, p < .001), serum vasopressin (−0.005 ± 0.002, p = .02) and lithium treatment duration (−0.01 ± 0.003, p = .001), with a significant interaction between lithium treatmentAbstract: Background: Lithium therapy during bipolar disorder is associated with an increased risk of chronic kidney disease (CKD) that is slowly progressive and undetectable at early stages. We aimed at identifying kidney image texture features as possible imaging biomarkers of decreased measured glomerular filtration rate (mGFR) using radiomics of T2‐weighted magnetic resonance imaging (MRI). Methods: One hundred and eight patients treated with lithium were evaluated including mGFR and kidney MRI, with T2‐weighted sequence single‐shot fast spin‐echo. Computed radiomic analysis was performed after kidney segmentation. Significant features were selected to build a radiomic signature using multivariable Cox analysis to detect an mGFR <60 ml/min/1.73 m². The texture index was validated using a training and a validation cohort. Results: Texture analysis index was able to detect an mGFR decrease, with an AUC of 0.85 in the training cohort and 0.71 in the validation cohort. Patients with a texture index below the median were older (59 [42–66] vs. 46 [34–54] years, p = .001), with longer treatment duration (10 [3–22] vs. 6 [2–10] years, p = .02) and a lower mGFR (66 [46–84] vs. 83 [71–94] ml/min/1.73m², p < .001). Texture analysis index was independently and negatively associated with age (β = −.004 ± 0.001, p < .001), serum vasopressin (−0.005 ± 0.002, p = .02) and lithium treatment duration (−0.01 ± 0.003, p = .001), with a significant interaction between lithium treatment duration and mGFR ( p = .02). Conclusions: A renal texture index was developed among patients treated with lithium associated with a decreased mGFR. This index might be relevant in the diagnosis of lithium‐induced renal toxicity. … (more)
- Is Part Of:
- European journal of clinical investigation. Volume 52:Number 5(2022)
- Journal:
- European journal of clinical investigation
- Issue:
- Volume 52:Number 5(2022)
- Issue Display:
- Volume 52, Issue 5 (2022)
- Year:
- 2022
- Volume:
- 52
- Issue:
- 5
- Issue Sort Value:
- 2022-0052-0005-0000
- Page Start:
- n/a
- Page End:
- n/a
- Publication Date:
- 2022-02-10
- Subjects:
- radiomics -- magnetic resonance imaging -- chronic kidney disease -- lithium -- bipolar disorder
Pathology -- Periodicals
Medical research -- Periodicals
616.075 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1365-2362 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1111/eci.13756 ↗
- Languages:
- English
- ISSNs:
- 0014-2972
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3829.727100
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 27137.xml