Evidence map›Paper›PMID 42828401›Full record

ArticleComputational and structural biotechnology journal2026

ThrombUS+ Project: Toward Wearable Continuous Point-of-Care Monitoring for Deep Vein Thrombosis of the Lower Limb.

Vaidotas Marozas, Stylianos Didaskalou, Rimvydas Eitminavičius, Nick Portokallidis, Rytis Jurkonis, Saulius Daukantas, Mantas Jucevičius, Andrius Rapalis, Nicolas Pousset, Mathieu Legros and 30 more

Abstract read
In one paragraph

Article in Computational and structural biotechnology journal, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

40 authors.

Vaidotas MarozasKaunas University of Technology, Kaunas 44029, Lithuania.ORCID https://orcid.org/0000-0002-6879-5845
Stylianos DidaskalouATHENA RC, Xanthi 67100, Greece.ORCID https://orcid.org/0000-0001-5932-9626
Rimvydas EitminavičiusKaunas University of Technology, Kaunas 44029, Lithuania.ORCID https://orcid.org/0009-0009-4682-8878
Nick PortokallidisATHENA RC, Xanthi 67100, Greece.ORCID https://orcid.org/0009-0007-5738-8228
Rytis JurkonisKaunas University of Technology, Kaunas 44029, Lithuania.ORCID https://orcid.org/0000-0002-9481-1773
Saulius DaukantasKaunas University of Technology, Kaunas 44029, Lithuania.ORCID https://orcid.org/0000-0001-5381-3193
Mantas JucevičiusKaunas University of Technology, Kaunas 44029, Lithuania.ORCID https://orcid.org/0000-0002-6537-0606
Andrius RapalisKaunas University of Technology, Kaunas 44029, Lithuania.ORCID https://orcid.org/0000-0003-0183-5168
Nicolas PoussetVermon Sa, Tours 37000, France.
Mathieu LegrosVermon Sa, Tours 37000, France.
Sean Toffessi SieweVermon Sa, Tours 37000, France.
Nicolas LangeFraunhofer Institute for Photonic Microsystems IPMS, Dresden 01109, Germany.
Sören KöbleFraunhofer Institute for Photonic Microsystems IPMS, Dresden 01109, Germany.ORCID https://orcid.org/0000-0002-4379-6956
Marco KircherFraunhofer Institute for Photonic Microsystems IPMS, Dresden 01109, Germany.
Andrius SakalauskasTelemed UAB, Vilnius 02301, Lithuania.ORCID https://orcid.org/0000-0002-3978-7301
Pavlos MoustakidisEchonous Inc., Redmond, WA 98052, USA.
Susann BallingMedis Medizinische Messtechnik Gmbh, Ilmenau 98693, Germany.
Jürgen QuerengässerMedis Medizinische Messtechnik Gmbh, Ilmenau 98693, Germany.
Lara Alessia MoltaniComftech Srl, Monza 20900, Italy.ORCID https://orcid.org/0009-0000-2495-3330
Jessica CesanaComftech Srl, Monza 20900, Italy.
Sami MajaTampere University, Tampere 33100, Finland.ORCID https://orcid.org/0009-0009-9052-3780
Roni AholaTampere University, Tampere 33100, Finland.
Andrius MacasLithuanian University of Health Sciences, Kaunas 44307, Lithuania.ORCID https://orcid.org/0000-0002-4048-3065
Neringa BalčiūnienėLithuanian University of Health Sciences, Kaunas 44307, Lithuania.ORCID https://orcid.org/0000-0002-9214-0232
Rytis KijauskasLithuanian University of Health Sciences, Kaunas 44307, Lithuania.ORCID https://orcid.org/0009-0000-8982-5882
Adomas AladaitisLithuanian University of Health Sciences, Kaunas 44307, Lithuania.ORCID https://orcid.org/0000-0003-3606-2601
Linas VeličkaLithuanian University of Health Sciences, Kaunas 44307, Lithuania.ORCID https://orcid.org/0009-0002-6444-9205
Michail PotoupnisGeneral Hospital Papageorgiou, Thessaloniki 54603, Greece.ORCID https://orcid.org/0000-0002-1236-5176
Elvira GrandoneFondazione Casa Sollievo Della Sofferenza, San Giovanni Rotondo FG 71013, Italy.ORCID https://orcid.org/0000-0002-8980-9783
Maxime GautierGroupement Hospitalier Eaubonne Montmorency Simone Veil, Montmorency 95160, France.ORCID https://orcid.org/0009-0002-8647-0427
Thorsten PrinzVDE Association for Electrical, Electronic and Information Technologies, Offenbach Am Main 63069, Germany.ORCID https://orcid.org/0000-0002-4726-077X
Sophia Zoe NartenVDE Association for Electrical, Electronic and Information Technologies, Offenbach Am Main 63069, Germany.
Pietro DionisioMedea Srl, Massa (MS) 54100, Italy.ORCID https://orcid.org/0000-0003-0055-9106
Spiros AnagnostopoulosPhaze SA, Athens 15451, Greece.
Lucas Javier SegalPredictBy Research and Consulting S.L, Barcelona 08018, Spain.ORCID https://orcid.org/0009-0005-5544-2994
Federico PuppoPredictBy Research and Consulting S.L, Barcelona 08018, Spain.
Katerina PavlidiSciGen SA, Xanthi 67100, Greece.
Arūnas LukoševičiusKaunas University of Technology, Kaunas 44029, Lithuania.ORCID https://orcid.org/0000-0002-9268-5347
Antti VehkaojaTampere University, Tampere 33100, Finland.
Eleni KaldoudiATHENA RC, Xanthi 67100, Greece.ORCID https://orcid.org/0000-0002-6054-4961

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Deep vein thrombosis (DVT) is characterized by the formation of blood clots in the deep veins, most commonly in the lower limbs, obstructing blood flow. In about 50% of cases, the clot dislodges and travels to the lungs, causing potentially fatal pulmonary embolism. Diagnosing DVT is challenging, as up to half of cases are asymptomatic. Early and accurate diagnosis is critical, but the current state of the art in ultrasound and plethysmography is insufficient for continuous, operator-independent, point-of-care monitoring. This paper introduces the concept and advances of the ThrombUS+ Horizon Europe project, which aims to innovate toward modular and wearable system for continuous, point-of-care DVT monitoring. The system leverages a multimodal approach, incorporating compression ultrasonography, electrical impedance plethysmography, and light reflection rheography, by re-engineering these clinical technologies for seamless integration into a wearable architecture. Manual compression of an ultrasound transducer is replaced by a sophisticated actuator, enabling precise pressure control via a piezoelectric micropump with feedback signals. The same actuator supports plethysmography modules, providing additional data for DVT assessment. These inputs, combined with physical movement monitoring, are processed by an artificial intelligence-driven central intelligence unit for DVT detection, risk assessment, and prevention. Preliminary laboratory testing of the individual modules highlights the system's potential for autonomous DVT monitoring and detection. The ThrombUS+ uses big datasets for machine learning training collected in the project via 3 large-scale clinical studies. The entire system will be validated in the clinical setting via an early feasibility study and a multicenter clinical trial.

Identifiers

PMID42828401
PMCPMC13632939

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