Back

Breath-Based Monitoring of High Cholesterol State and Statin Therapy

Masilamani, A. p.; Kaushik, P.; Khomami Abadi, M.; Yazdanpanah, F.; Hooper, J.; Yockell Lelievre, H.; Sergerie, K.; Dubois, A.; Lesage, F.; Tardif, J. C.

2025-09-23 cardiovascular medicine
10.1101/2025.09.19.25336177 medRxiv
Show abstract

Monitoring the effectiveness of statin therapy in patients with dyslipidemia is essential for ensuring optimal treatment outcomes. The current standard involves lipid profiling via blood tests to detect abnormalities in blood lipids. This study evaluated the feasibility of a non-invasive, breath-based approach to statin therapy monitoring using Nozes electronic nose (eNose) platform. A total of 35 participants were enrolled, 25 with elevated low-density lipoprotein cholesterol (LDL-C) levels and 10 healthy controls. The high LDL-C group provided breath specimens both before starting statin therapy and after 6 to 8 weeks of treatment. These breath specimens were digitized using Nozes eNose platform and analyzed using machine learning (ML) algorithms. Results showed a 91% sensitivity and 87% specificity in identifying high blood cholesterol cases, demonstrating the potential of Nozes eNose platform for non-invasive monitoring of statin therapy through exhaled breath.

Matching journals

The top 6 journals account for 50% of the predicted probability mass.

1
Talanta
14 papers in training set
Top 0.1%
13.7%
2
Scientific Reports
3612 papers in training set
Top 2%
12.6%
3
PLOS ONE
5266 papers in training set
Top 18%
10.4%
4
Diagnostics
50 papers in training set
Top 0.2%
6.7%
5
Communications Medicine
113 papers in training set
Top 0.8%
3.7%
6
BMC Medical Genomics
50 papers in training set
Top 0.2%
3.4%
50% of probability mass above
7
Journal of Clinical Medicine
97 papers in training set
Top 2%
2.5%
8
Frontiers in Pediatrics
32 papers in training set
Top 0.5%
1.8%
9
Analytical Chemistry
218 papers in training set
Top 1%
1.8%
10
Biomedical Optics Express
95 papers in training set
Top 0.6%
1.8%
11
Respiratory Research
21 papers in training set
Top 0.3%
1.4%
12
eBioMedicine
183 papers in training set
Top 3%
1.4%
13
PLOS Neglected Tropical Diseases
466 papers in training set
Top 4%
1.4%
14
American Journal of Respiratory Cell and Molecular Biology
43 papers in training set
Top 0.5%
1.2%
15
PLOS Global Public Health
344 papers in training set
Top 6%
1.2%
16
npj Digital Medicine
118 papers in training set
Top 3%
1.2%
17
IEEE Journal of Biomedical and Health Informatics
37 papers in training set
Top 0.9%
1.1%
18
Metabolomics
14 papers in training set
Top 0.2%
1.1%
19
Nature Communications
5641 papers in training set
Top 53%
1.1%
20
Sensors
43 papers in training set
Top 1%
1.0%
21
Biosensors and Bioelectronics
57 papers in training set
Top 0.7%
0.9%
22
International Journal of Molecular Sciences
494 papers in training set
Top 14%
0.9%
23
BMC Genomics
406 papers in training set
Top 8%
0.9%
24
Patterns
78 papers in training set
Top 2%
0.9%
25
International Journal of Environmental Research and Public Health
128 papers in training set
Top 5%
0.9%
26
Frontiers in Digital Health
24 papers in training set
Top 1%
0.6%
27
Analytica Chimica Acta
17 papers in training set
Top 0.5%
0.6%
28
BMC Microbiology
49 papers in training set
Top 2%
0.5%
29
Frontiers in Physiology
106 papers in training set
Top 4%
0.5%
30
Heliyon
152 papers in training set
Top 10%
0.5%