Dengue Shock Classification And Prediction wEarable – D-SCAPE

Funder:

LifeArc

Principal Investigator(s):

Sophie Yacoub

Huynh Trung Trieu

Ho Quang Chanh

Pantelis Georgiou

Location(s):

Hospital for Tropical Diseases, HCMC, Vietnam

This project aims to develop a bespoke PPG-based wearable device specifically for dengue, enabling continuous and accurate monitoring of key clinical parameters and risk of severe progression in hospital settings while remaining affordable for low-resource contexts.

Dengue incidence continues to rise globally, with an estimated 3.9 billion people at risk each year. During the rainy season, patient consultations and hospital admissions often surge, overwhelming healthcare systems, particularly in tropical and subtropical regions where resources and clinical capacity are limited. 

As there are currently no effective antiviral or therapeutic agents, dengue management depends largely on close monitoring and timely supportive care. Frequent measurement of vital signs and serial haematocrits remains central to diagnosis and prognosis, especially in low- and middle-income countries (LMICs) where continuous monitoring devices are rarely available. Conventional tools such as continuous blood pressure monitors or cardiac output devices are often prohibitively expensive, require specialist training, and are impractical in resource-limited settings. 

To address this critical gap, we are collaborating with Imperial College London to develop D-SCAPE (Dengue Shock Classification And Prediction wEarable), a novel, affordable, and non-invasive wearable device designed for continuous real-time monitoring of physiological parameters relevant to dengue pathophysiology. By enabling early identification of severe progression, the device aims to support timely intervention, optimise fluid management, and ultimately improve outcomes for patients in resource-limited settings. 

As part of the Wellcome Trust–funded Innovations Flagship Programme, engineers and researchers at Imperial College London and our research team have developed machine learning algorithms capable of classifying dengue severity and predicting severe outcomes within the next six hours using only photoplethysmography (PPG) data. Building on this foundation, D-SCAPE uses multi-wavelength PPG sensors to derive pulse rate, oxygen saturation, haematocrit, blood pressure, and other key physiological indicators. 

D-SCAPE Prototype Development 

In 2022–2023, we tested the first prototype, D-SCAPE v1, on both healthy volunteers and dengue patients with varying severity levels. Results showed that the device reliably differentiated between severe and non-severe dengue cases. PPG-based estimates of SpO₂ and heart rate demonstrated high accuracy (mean absolute errors of 1.54% and 4.1 bpm, respectively), meeting commercial and FDA standards. 

Importantly, D-SCAPE v1 also tracked haematocrit changes closely aligned with laboratory results, revealing trends that conventional blood tests might miss. Patient feedback was overwhelmingly positive—most participants expressed willingness to wear the device if it could lead to faster discharge, while recommending further miniaturisation for comfort. 

Figure 1: D-SCAPE V1 in action in Vietnam and comparison with the current V2 prototype

 

Figure 2 Left: Severe adult patient continuous LOWESS approximation of hct; Right: Severe paediatric patient continuous LOWESS approximation of hct. Clear trends can be observed in the clinical values as well as in the acquired PPG data. The end of plot on the right coincides with the patient entering the shock stage.

 

Advancing to D-SCAPE v2 and v3 

Building on our earlier findings, we have developed the next versions of D-SCAPE prototypes. This device is smaller, fully battery-powered, and capable of wireless data transmission, offering greater patient comfort and freedom of movement. It also enables precise signal synchronisation for accurate non-invasive blood pressure estimation, representing a major step forward in continuous, real-time dengue monitoring. The project will move through a two-stage clinical development pathway to refine and validate D-SCAPE further. 

  • Stage 1: Pilot testing of the compact, arm-worn D-SCAPE v2 device to assess usability, data quality, and patient feedback in clinical environments. Insights from this pilot will guide the development of D-SCAPE v3, the final, fully wearable prototype consisting of a wrist device and a connected ring. This version will eliminate all cables, maximising patient comfort while allowing natural movement during monitoring. 
Figure 3: D-SCAPE v2 on patient

 

  • Stage 2: The D-SCAPE v3 device will then be evaluated in a larger clinical study to comprehensively validate its accuracy, usability, and real-world performance. 

Aims/objectives: 

  1. Assessment of PPG signal quality obtained from the D-SCAPE, including data completeness, degree of interference, and artefact. 
  2. Quantify the concordance of PPG signals with patient physiological parameters. 
  3. To evaluate patient comfort and attitude towards the use of a novel wearable device in a hospital setting. 
  4. To evaluate the relationship between PPG signals and clinical outcomes.  
  5. To evaluate economic consequences of D-SCAPE in dengue management 

 

Publications

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Ho Quang Chanh, Damien K Ming, Quang Huy Nguyen, Tran Minh Duc, Luu Phuoc An, Huynh Trung Trieu, Stefan Karolcik, Bernard Hernandez, Perez, Jennifer Van Nuil, Ngan Nguyen Lyle, Evelyne Kestelyn, Louise Thwaites, Pantelis Georgiou, Chris Paton, Alison Holmes, Nguyen Van Vinh Chau, Sophie Yacoub
Bull World Health Organ
July 1, 2023
DOI: 10.2471/BLT.22.289423
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