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Accepted for/Published in: JMIR Formative Research

Date Submitted: May 7, 2025
Open Peer Review Period: May 7, 2025 - Jul 2, 2025
Date Accepted: Jul 5, 2025
(closed for review but you can still tweet)

The final, peer-reviewed published version of this preprint can be found here:

Multimodal Noninvasive Assessment of C-Reactive Protein for Systemic Inflammation in Adults: Cross-Sectional Study

Shim J, Muraru S, Löw V, Evers C, Riedo S, Dobrota R, Fleisch E, Distler O, Barata F

Multimodal Noninvasive Assessment of C-Reactive Protein for Systemic Inflammation in Adults: Cross-Sectional Study

JMIR Form Res 2025;9:e77108

DOI: 10.2196/77108

PMID: 40856619

PMCID: 12379750

Multimodal Noninvasive Assessment of C-Reactive Protein for Systemic Inflammation in Adults: Cross-Sectional Study

  • Jinjoo Shim; 
  • Sinziana Muraru; 
  • Vanessa Löw; 
  • Caroline Evers; 
  • Sandro Riedo; 
  • Rucsandra Dobrota; 
  • Elgar Fleisch; 
  • Oliver Distler; 
  • Filipe Barata

ABSTRACT

Background:

Accurate and accessible measurements of inflammatory biomarkers are crucial for the diagnosis and monitoring of inflammatory diseases. The gold-standard C-reactive protein (CRP) requires venipuncture, which, despite providing high-quality samples, can cause discomfort, anxiety, and pain, particularly in vulnerable populations such as elderly patients. It is also resource intensive, unsuitable for remote or at-home use, and lacks continuous monitoring capability. These limitations limit patient autonomy and self-management, potentially leading to poorer prognosis due to delays in assessment and medical treatments. As digital health technologies advance, there is increasing interest in leveraging digital biomarkers for remote and real-time monitoring of systemic inflammation (SI). Digital biomarkers derived from non-invasive biofluids could provide a scalable solution for tracking inflammatory status, offering a patient-centered alternative to traditional blood-based assessments. To date, however, there is no consensus on the most suitable modality for assessment or its digitization potential. Therefore, a comprehensive evaluation of the feasibility, reliability, and patient acceptability towards non-invasive, digital inflammatory biomarkers is needed.

Objective:

Our aim is to evaluate the feasibility of various non-invasive methods to assess inflammatory markers and identify the optimal modality for predicting serum CRP levels.

Methods:

Inflammatory biomarkers were assessed in 20 participants (10 patients with SI defined as a CRP level >5 mg/l and 10 controls) using six non-invasive samples (urine, sweat, saliva, exhaled breath, core body temperature, and stool samples) alongside serum samples. Patient preferences were retrieved via a questionnaire. Mann-Whitney U test, Spearman’s correlation, and all-subset regression were conducted to assess the relationships between serum and non-serum biomarkers and to identify optimal predictive models for serum CRP levels.

Results:

CRP levels were significantly elevated in the inflammation group compared to controls in urine (median: 4.5 vs. 0.69 μg/mmol, p=0.001) and saliva (median: 4910 vs. 473 pg/ml, p=0.001). Urine and saliva CRP levels strongly correlated with serum CRP (rsp=0.886, p<0.001; rsp=0.709, p=0.0006). The multi-modal model using urine and saliva CRP predicted serum CRP levels with 76.1% outperforming single-modality models. Patient favored urine and saliva tests over blood tests.

Conclusions:

Urine and saliva represent promising non-invasive alternatives to traditional blood tests for assessing CRP, enabling more accessible and less invasive diagnostic and monitoring approaches.


 Citation

Please cite as:

Shim J, Muraru S, Löw V, Evers C, Riedo S, Dobrota R, Fleisch E, Distler O, Barata F

Multimodal Noninvasive Assessment of C-Reactive Protein for Systemic Inflammation in Adults: Cross-Sectional Study

JMIR Form Res 2025;9:e77108

DOI: 10.2196/77108

PMID: 40856619

PMCID: 12379750

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