Next Article in Journal
Efficacy and Safety of Faricimab in Diabetic Macular Edema: Real-World Outcomes in Treatment-Naïve and Previously Treated Eyes
Previous Article in Journal
Management of the Venous Anastomoses of a Tertiary Referral Centre in Reconstructive Microvascular Surgery Using Fasciocutaneous Free Flaps in the Head and Neck
Previous Article in Special Issue
Prevalence of Electrocardiographic Abnormalities in Patients with Acute Pulmonary Embolism: A Systematic Review and Meta-Analysis
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Editorial

From Algorithms to Biomarkers: Toward Personalized Management of Venous Thromboembolism

by
Andrea Boccatonda
Diagnostic and Therapeutic Interventional Ultrasound Unit, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy
J. Clin. Med. 2025, 14(17), 6172; https://doi.org/10.3390/jcm14176172
Submission received: 18 August 2025 / Accepted: 29 August 2025 / Published: 1 September 2025
(This article belongs to the Special Issue Recent Advances in Pulmonary Embolism and Thrombosis)
Pulmonary embolism (PE) and venous thromboembolism (VTE) remain major contributors to global morbidity and mortality, yet their management has evolved significantly in recent years. Diagnostic efficiency has improved through clinical probability-based approaches, which combine Wells or Geneva scores with age-adjusted or probability-adapted D-dimer thresholds, which reduce unnecessary CT pulmonary angiography while maintaining safety [1,2]. More recently, strategies such as YEARS and 4PEPS have further refined diagnostic pathways, although they require broad external validation [2].
Treatment has been transformed by the widespread adoption of direct oral anticoagulants (DOACs), which are now first-line treatments for both initial and extended therapy. Reduced-dose regimens of apixaban or rivaroxaban have demonstrated superiority over aspirin in preventing recurrent VTE [3,4]. The American Society of Hematology (ASH) recommends indefinite anticoagulation for most cases of unprovoked VTE [5]. For low-risk PE, outpatient care is now supported by randomized trials and real-world studies, improving both patient convenience and healthcare resource use [6].
In intermediate-risk PE, current practice favors therapeutic anticoagulation with close monitoring, reserving reperfusion for clinical deterioration or selected intermediate-high risk patients with low bleeding risk [7]. Routine systemic thrombolysis is not recommended because, while it reduces hemodynamic decompensation, it increases major and intracranial bleeding (PEITHO) [8]. Interest has shifted to catheter-based strategies (ultrasound-facilitated low-dose lysis or mechanical thrombectomy), but definitive evidence vs. anticoagulation alone is still pending; pivotal trials are underway (HI-PEITHO and PE-TRACT) [9,10]. The PEERLESS trial demonstrated that large-bore mechanical thrombectomy reduced clinical deterioration and ICU admission compared with catheter-directed thrombolysis, though major bleeding rates were similar [11]. However, randomized comparisons with anticoagulation alone remain lacking, leaving uncertainty about which patients truly benefit from invasive strategies. Multidisciplinary decision-making is encouraged to individualize escalation based on RV dysfunction, biomarker profile, comorbidity, and bleeding risk.
System-level responses have emerged in the form of pulmonary embolism response teams (PERTs), designed to improve multidisciplinary decision-making and facilitate access to advanced therapy [12]. A retrospective study found that patients transferred after PERT activation, though more severely ill according to ESC classification, were more likely to receive advanced therapies but had no significant difference in mortality or length of stay compared with patients admitted directly through emergency departments [13]. These findings support PERT’s potential role in complex PE care, though prospective multicenter validation is needed.
The COVID-19 pandemic has added new dimensions to PE research [14]. While acute infection is a known prothrombotic trigger, the long-term influence of prior infection on PE is more complex [15,16]. In a recent multicenter study, nearly one-third of PE patients had a history of COVID-19, yet markers of embolism severity, such as RV/LV ratio > 1 on CT pulmonary angiography, were paradoxically more common in those without prior infection [17]. The absence of COVID-19 was also associated with higher odds of idiopathic PE, suggesting that post-COVID thrombotic risk may involve distinct mechanisms [17].
In cancer-associated VTE, the management of anticoagulation has shifted decisively toward DOAC-based strategies, anchored by randomized trials and now refined by new evidence for the extended phase. For initial 3–6-month treatment, apixaban, rivaroxaban, or edoxaban are appropriate for many patients, with apixaban shown to be noninferior to dalteparin without excess major bleeding in the CARAVAGGIO trial [18], while edoxaban and rivaroxaban reduce recurrence but require caution in luminal GI/GU cancers given the higher GI bleeding signals in Hokusai-VTE Cancer and early rivaroxaban data [19,20]. Contemporary guidance therefore favors DOACs for most patients without high bleeding risk or significant drug–drug interactions, reserving LMWH when bleeding risk is prominent (e.g., active GI lesions), interactions are problematic, or oral therapy is unsuitable [21]. The most notable update is API-CAT (2025): after the first 6 months, a reduced dose of apixaban at 2.5 mg twice daily was noninferior to a full dose (5 mg twice daily) in preventing recurrent VTE and reduced bleeding, supporting a step-down strategy for extended therapy in patients with active cancer who still warrant anticoagulation [22]. In practice, duration remains individualized—often continued while cancer is active or anticancer therapy ongoing—balancing recurrence risk, bleeding phenotype (especially GI/GU), renal function, and patient preferences, with LMWH as a viable alternative when DOACs are less suitable [23].
In unusual-site venous thrombosis, treatment is generally unified by prompt full-dose anticoagulation unless contraindicated [24]. Pragmatically, we should favor DOACs when bleeding risk and drug–drug interactions are low and absorption is reliable, and should prefer LMWH in pregnancy and in the presence of active GI lesions/bleeding, advanced liver disease, or significant interactions [24].
Prognostic research is also rapidly expanding. The AST/ALT (De Ritis) ratio, commonly used in hepatology, has been shown to predict adverse outcomes in PE [25]. Patients with elevated ratios (>1) were found to have nine-fold higher 60-day mortality, as well as increased risks of shock, vasopressor use, and extracorporeal life support [25]. Similarly, inflammatory markers such as the neutrophil-to-lymphocyte ratio (NLR) have been correlated with mortality and clinical severity, and when combined with PE severity index (PESI) or simplified PESI scores through machine learning models, have yielded refined risk categories with distinct mortality profiles [26]. These results highlight the promise of combining accessible biomarkers with computational tools to improve risk stratification.
A key question in secondary prevention after unprovoked VTE [27] is whether D-dimer-guided strategies can safely determine when to stop anticoagulation; the DULCIS and APIDULCIS management studies directly addressed this issue. The DULCIS study—pre-DOAC—used serial D-dimer testing with age/sex-specific cutoffs (and residual vein thrombosis assessment) to guide discontinuation: patients with persistently negative D-dimer who stopped anticoagulation had low recurrence (~3% patient-years), whereas those with positive tests who declined resumption had substantially higher recurrence; bleeding on resumed VKA therapy was non-trivial [28]. In contrast, APIDULCIS—in the DOAC era—embedded serial D-dimer into a strategy that gave a reduced-dose apixaban 2.5 mg bid only to patients with a positive test; the trial was halted early because outcomes were far worse in patients who stopped anticoagulation after a negative D-dimer (7.3%) than in those who received low-dose apixaban (1.1%; adjusted HR, ~8.2), leading to the conclusion that D-dimer alone should not be used to withhold extended therapy, while confirming the efficacy/safety of low-dose apixaban for extension [29]. Critically, both were nonrandomized management studies; differences in selection (anticoagulation ≥ 12 months prior to APIDULCIS), D-dimer assay/threshold heterogeneity, and contextual factors (e.g., COVID-19 pandemic era) likely contributed to divergent results, and in contemporary practice, a “stop-if-negative” approach appears unsafe, whereas extended low-dose DOAC is a more reliable default pending randomized data.
Device-based prevention strategies remain a controversial area. Inferior vena cava (IVC) filters, indicated in patients with contraindications for anticoagulation, are associated with long-term complications if not retrieved on time. Despite guideline recommendations, retrieval rates remain suboptimal. A recent multi-center retrospective analysis of more than 12,000 patients across 158 U.S. facilities revealed striking variability, with retrieval rates ranging from less than 1% to 100% and a mean of only 23% [30]. Moreover, only 43% of filters were retrieved within 90 days, the recommended timeframe [30]. High procedural volume did not correlate with better retrieval performance, and several high-volume centers demonstrated potential guideline non-adherence [30]. These findings highlight a systemic gap and the need for quality improvement initiatives to standardize retrieval practices and minimize complications.
Emerging factor XI/XIa inhibitors aim to decouple thrombosis from hemostasis and thus prevent VTE with less bleeding: the epidemiology of FXI deficiency and early clinical studies support this concept [31,32]. In phase 2 orthopedic prophylaxis, milvexian (oral FXIa inhibitor) and abelacimab (monoclonal anti-FXI) each reduced postoperative VTE with low bleeding versus enoxaparin, and an FXI antisense oligonucleotide similarly lowered VTE after knee arthroplasty [33,34,35]. Large phase 3 programs are now testing abelacimab for cancer-associated thrombosis (ASTER vs. apixaban; MAGNOLIA vs. dalteparin) [NCT05171049; NCT05171075], a population in whom a safer anticoagulant would be especially valuable; until these treatment trials are completed, DOACs remain the standard of care and FXI inhibitors should be viewed as promising but investigational.
Taken together, these studies reflect the rapidly evolving landscape of PE and VTE care. Diagnostics are becoming smarter and more resource-conscious, anticoagulation is more effective and individualized, interventional therapies are expanding but remain incompletely validated, and new biomarkers and computational tools are reshaping risk stratification [36]. Yet critical gaps remain. Randomized comparisons of invasive versus conservative therapy are urgently needed, as are strategies to personalize extended anticoagulation in high-risk populations such as cancer patients, those with obesity or renal impairment, and individuals with a history of COVID-19 [37]. Structured post-PE follow-up pathways to prevent chronic complications like chronic thromboembolic pulmonary hypertension (CTEPH) are lacking, and biomarkers such as the De Ritis ratio and NLR require multicenter validation. Addressing variability in device-related practices such as IVC filter retrieval is another crucial priority. The future of PE and VTE research lies in integrating these advances into cohesive, evidence-based care pathways. By uniting advances in diagnostics, therapeutics, prognostication, and healthcare delivery, the field has the opportunity to transform outcomes for patients with PE and VTE.

Conflicts of Interest

The authors declare no conflicts of interest.

References

  1. Kleinjan, A.; Di Nisio, M.; Beyer-Westendorf, J.; Camporese, G.; Cosmi, B.; Ghirarduzzi, A.; Kamphuisen, P.W.; Otten, H.-M.; Porreca, E.; Aggarwal, A.; et al. Safety and feasibility of a diagnostic algorithm combining clinical probability, d-dimer testing, and ultrasonography for suspected upper extremity deep venous thrombosis: A prospective management study. Ann. Intern. Med. 2014, 160, 451–457. [Google Scholar] [CrossRef]
  2. van der Hulle, T.; Cheung, W.Y.; Kooij, S.; Beenen, L.F.M.; van Bemmel, T.; van Es, J.; Faber, L.M.; Hazelaar, G.M.; Heringhaus, C.; Hofstee, H.; et al. Simplified diagnostic management of suspected pulmonary embolism (the YEARS study): A prospective, multicentre, cohort study. Lancet 2017, 390, 289–297. [Google Scholar] [CrossRef]
  3. Weitz, J.I.; Lensing, A.W.A.; Prins, M.H.; Bauersachs, R.; Beyer-Westendorf, J.; Bounameaux, H.; Brighton, T.A.; Cohen, A.T.; Davidson, B.L.; Decousus, H.; et al. Rivaroxaban or Aspirin for Extended Treatment of Venous Thromboembolism. N. Engl. J. Med. 2017, 376, 1211–1222. [Google Scholar] [CrossRef]
  4. Stevens, S.M.; Woller, S.C.; Kreuziger, L.B.; Bounameaux, H.; Doerschug, K.; Geersing, G.J.; Huisman, M.V.; Kearon, C.; King, C.S.; Knighton, A.J.; et al. Antithrombotic Therapy for VTE Disease: Second Update of the CHEST Guideline and Expert Panel Report. Chest 2021, 160, e545–e608. [Google Scholar] [CrossRef]
  5. Ortel, T.L.; Neumann, I.; Ageno, W.; Beyth, R.; Clark, N.P.; Cuker, A.; Hutten, B.A.; Jaff, M.R.; Manja, V.; Schulman, S.; et al. American Society of Hematology 2020 guidelines for management of venous thromboembolism: Treatment of deep vein thrombosis and pulmonary embolism. Blood Adv. 2020, 4, 4693–4738. [Google Scholar] [CrossRef] [PubMed]
  6. Aujesky, D.; Roy, P.M.; Verschuren, F.; Righini, M.; Osterwalder, J.; Egloff, M.; Renaud, B.; Verhamme, P.; Stone, R.A.; Legall, C.; et al. Outpatient versus inpatient treatment for patients with acute pulmonary embolism: An international, open-label, randomised, non-inferiority trial. Lancet 2011, 378, 41–48. [Google Scholar] [CrossRef] [PubMed]
  7. Konstantinides, S.V.; Meyer, G.; Becattini, C.; Bueno, H.; Geersing, G.J.; Harjola, V.P.; Huisman, M.V.; Humbert, M.; Jennings, C.S.; Jiménez, D.; et al. 2019 ESC Guidelines for the diagnosis and management of acute pulmonary embolism developed in collaboration with the European Respiratory Society (ERS). Eur. Heart J. 2020, 41, 543–603. [Google Scholar] [CrossRef] [PubMed]
  8. Meyer, G.; Vicaut, E.; Danays, T.; Agnelli, G.; Becattini, C.; Beyer-Westendorf, J.; Bluhmki, E.; Bouvaist, H.; Brenner, B.; Couturaud, F.; et al. Fibrinolysis for patients with intermediate-risk pulmonary embolism. N. Engl. J. Med. 2014, 370, 1402–1411. [Google Scholar] [CrossRef] [PubMed]
  9. Klok, F.A.; Piazza, G.; Sharp, A.S.P.; Ainle, F.N.; Jaff, M.R.; Chauhan, N.; Patel, B.; Barco, S.; Goldhaber, S.Z.; Kucher, N.; et al. Ultrasound-facilitated, catheter-directed thrombolysis vs anticoagulation alone for acute intermediate-high-risk pulmonary embolism: Rationale and design of the HI-PEITHO study. Am. Heart J. 2022, 251, 43–53. [Google Scholar] [CrossRef]
  10. Sista, A.K.; Troxel, A.B.; Tarpey, T.; Parpia, S.; Goldhaber, S.Z.; Stringer, W.W.; Magnuson, E.A.; Cohen, D.J.; Kahn, S.R.; Rao, S.V.; et al. Rationale and design of the PE-TRACT trial: A multicenter randomized trial to evaluate catheter-directed therapy for the treatment of intermediate-risk pulmonary embolism. Am. Heart J. 2025, 281, 112–122. [Google Scholar] [CrossRef]
  11. Jaber, W.A.; Gonsalves, C.F.; Stortecky, S.; Horr, S.; Pappas, O.; Gandhi, R.T.; Pereira, K.; Giri, J.; Khandhar, S.J.; Ammar, K.A.; et al. Large-Bore Mechanical Thrombectomy Versus Catheter-Directed Thrombolysis in the Management of Intermediate-Risk Pulmonary Embolism: Primary Results of the PEERLESS Randomized Controlled Trial. Circulation 2025, 151, 260–273. [Google Scholar] [CrossRef]
  12. Pandya, V.; Chandra, A.A.; Scotti, A.; Assafin, M.; Schenone, A.L.; Latib, A.; Slipczuk, L.; Khaliq, A. Evolution of Pulmonary Embolism Response Teams in the United States: A Review of the Literature. J. Clin. Med. 2024, 13, 3984. [Google Scholar] [CrossRef]
  13. Jermakow, M.; Machowski, M.; Gałecka-Nowak, M.; Deutsch, K.; Il, A.; Imiela, A.; Karolak, B.; Perzanowska-Brzeszkiewicz, K.; Pacho, S.; Wójcik, A.; et al. Characteristics and Outcomes of Pulmonary Embolism Patients Transferred After Activation of Pulmonary Embolism Response Team and Admitted from Local Emergency Department. J. Clin. Med. 2025, 14, 677. [Google Scholar] [CrossRef]
  14. Boccatonda, A.; Ianniello, E.; D’Ardes, D.; Cocco, G.; Giostra, F.; Borghi, C.; Schiavone, C. Can Lung Ultrasound be Used to Screen for Pulmonary Embolism in Patients with SARS-CoV-2 Pneumonia? Eur. J. Case Rep. Intern. Med. 2020, 7, 001748. [Google Scholar] [CrossRef]
  15. Donadini, M.P.; Tarasconi, E.; Bertù, L.; Antonucci, E.; Contino, L.; De Stefano, V.; Marcucci, R.; Palareti, G.; Russo, L.; Tiscia, G.L.; et al. Thrombotic events after vaccination for covid-19 in Italy: A report from the Italian society on thrombosis and haemostasis registry. Intern. Emerg. Med. 2025, 1–13. [Google Scholar] [CrossRef]
  16. Boccatonda, A.; Campello, E.; Simion, C.; Simioni, P. Long-term hypercoagulability, endotheliopathy and inflammation following acute SARS-CoV-2 infection. Expert. Rev. Hematol. 2023, 16, 1035–1048. [Google Scholar] [CrossRef] [PubMed]
  17. Durmuş Koçak, N.; Tutar, N.; Çil, G.; Afşin, E.; Şentürk, A.; Aydın, D.; Mermit, B.; Parmaksız, E.T.; Çolak, M.; Yıldırım, E.; et al. The Prevalence of Previous Coronavirus Disease-19 in Patients with Pulmonary Thromboembolism and Its Effect on Embolism Severity. J. Clin. Med. 2025, 14, 1909. [Google Scholar] [CrossRef] [PubMed]
  18. Agnelli, G.; Becattini, C.; Meyer, G.; Muñoz, A.; Huisman, M.V.; Connors, J.M.; Cohen, A.; Bauersachs, R.; Brenner, B.; Torbicki, A.; et al. Apixaban for the Treatment of Venous Thromboembolism Associated with Cancer. N. Engl. J. Med. 2020, 382, 1599–1607. [Google Scholar] [CrossRef] [PubMed]
  19. Raskob, G.E.; van Es, N.; Verhamme, P.; Carrier, M.; Di Nisio, M.; Garcia, D.; Grosso, M.A.; Kakkar, A.K.; Kovacs, M.J.; Mercuri, M.F.; et al. Edoxaban for the Treatment of Cancer-Associated Venous Thromboembolism. N. Engl. J. Med. 2018, 378, 615–624. [Google Scholar] [CrossRef]
  20. Young, A.M.; Marshall, A.; Thirlwall, J.; Chapman, O.; Lokare, A.; Hill, C.; Hale, D.; Dunn, J.A.; Lyman, G.H.; Hutchinson, C.; et al. Comparison of an Oral Factor Xa Inhibitor with Low Molecular Weight Heparin in Patients with Cancer with Venous Thromboembolism: Results of a Randomized Trial (SELECT-D). J. Clin. Oncol. 2018, 36, 2017–2023. [Google Scholar] [CrossRef]
  21. Falanga, A.; Ay, C.; Di Nisio, M.; Gerotziafas, G.; Jara-Palomares, L.; Langer, F.; Lecumberri, R.; Mandala, M.; Maraveyas, A.; Pabinger, I.; et al. Venous thromboembolism in cancer patients: ESMO Clinical Practice Guideline. Ann. Oncol. 2023, 34, 452–467. [Google Scholar] [CrossRef]
  22. Mahé, I.; Carrier, M.; Mayeur, D.; Chidiac, J.; Vicaut, E.; Falvo, N.; Sanchez, O.; Grange, C.; Monreal, M.; López-Núñez, J.J.; et al. Extended Reduced-Dose Apixaban for Cancer-Associated Venous Thromboembolism. N. Engl. J. Med. 2025, 392, 1363–1373. [Google Scholar] [CrossRef] [PubMed]
  23. Langer, F.; Hart, C.; Klima, K.M.; Marten, S.; Mühlberg, K.S.; Pfrepper, C.; Bauersachs, R. Implications of the API-CAT Trial for Extended Secondary Prophylaxis of Cancer-associated Venous Thromboembolism: Guidance from an Expert Panel. Hamostaseologie, 2025; online ahead of print. [Google Scholar] [CrossRef] [PubMed]
  24. Boccatonda, A.; Di Vincenzo, F.; Olivieri, I.; D’Ardes, D.; Lessiani, G.; Di Gregorio, N.; Vicari, S.; Ferri, C. Internal Jugular Vein Thrombosis: A Bicentric Cohort Study. J. Clin. Med. 2025, 14, 3626. [Google Scholar] [CrossRef] [PubMed]
  25. Durak, K.; Nubbemeyer, K.; Zayat, R.; Spillner, J.; Dineva, S.; Kalverkamp, S.; Kersten, A. De Ritis Ratio to Predict Clinical Outcomes of Intermediate- and High-Risk Pulmonary Embolisms. J. Clin. Med. 2024, 13, 2104. [Google Scholar] [CrossRef]
  26. Teodoru, M.; Negrea, M.O.; Cozgarea, A.; Cozma, D.; Boicean, A. Enhancing Pulmonary Embolism Mortality Risk Stratification Using Machine Learning: The Role of the Neutrophil-to-Lymphocyte Ratio. J. Clin. Med. 2024, 13, 1191. [Google Scholar] [CrossRef]
  27. Boccatonda, A.; Simion, C.; Brighenti, A.; Serra, C.; Simioni, P.; Campello, E. Efficacy and safety of anticoagulant treatment in elderly patients with venous thromboembolism beyond the first 3 to 6 months of therapy: A narrative review. Thromb. Res. 2025, 253, 109403. [Google Scholar] [CrossRef]
  28. Palareti, G.; Cosmi, B.; Legnani, C.; Antonucci, E.; De Micheli, V.; Ghirarduzzi, A.; Poli, D.; Testa, S.; Tosetto, A.; Pengo, V.; et al. D-dimer to guide the duration of anticoagulation in patients with venous thromboembolism: A management study. Blood 2014, 124, 196–203. [Google Scholar] [CrossRef]
  29. Palareti, G.; Poli, D.; Ageno, W.; Legnani, C.; Antonucci, E.; Bucherini, E.; Testa, S.; Paoletti, O.; Chistolini, A.; Serrao, A.; et al. D-dimer and reduced-dose apixaban for extended treatment after unprovoked venous thromboembolism: The Apidulcis study. Blood Adv. 2022, 6, 6005–6015. [Google Scholar] [CrossRef]
  30. Nuffer, Z.; Ramis, P.; Rohren, E.M.; Horn, G. Variability in Inferior Vena Cava (IVC) Filter Retrieval Rates and Adherence to Guidelines: A Multi-Center Retrospective Analysis. J. Clin. Med. 2025, 14, 4034. [Google Scholar] [CrossRef]
  31. Campello, E.; Simioni, P.; Prandoni, P.; Ferri, N. Clinical Pharmacology of Factor XI Inhibitors: New Therapeutic Approaches for Prevention of Venous and Arterial Thrombotic Disorders. J. Clin. Med. 2022, 11, 6314. [Google Scholar] [CrossRef]
  32. Spiezia, L.; Forestan, C.; Campello, E.; Simion, C.; Simioni, P. Persistently High Levels of Coagulation Factor XI as a Risk Factor for Venous Thrombosis. J. Clin. Med. 2023, 12, 4890. [Google Scholar] [CrossRef]
  33. Weitz, J.I.; Strony, J.; Ageno, W.; Gailani, D.; Hylek, E.M.; Lassen, M.R.; Mahaffey, K.W.; Notani, R.S.; Roberts, R.; Segers, A.; et al. Milvexian for the Prevention of Venous Thromboembolism. N. Engl. J. Med. 2021, 385, 2161–2172. [Google Scholar] [CrossRef]
  34. Verhamme, P.; Yi, B.A.; Segers, A.; Salter, J.; Bloomfield, D.; Büller, H.R.; Raskob, G.E.; Weitz, J.I.; ANT-005 TKA Investigators. Abelacimab for Prevention of Venous Thromboembolism. N. Engl. J. Med. 2021, 385, 609–617. [Google Scholar] [CrossRef] [PubMed]
  35. Büller, H.R.; Bethune, C.; Bhanot, S.; Gailani, D.; Monia, B.P.; Raskob, G.E.; Segers, A.; Verhamme, P.; Weitz, J.I.; FXI-ASO TKA Investigators. Factor XI antisense oligonucleotide for prevention of venous thrombosis. N. Engl. J. Med. 2015, 372, 232–240. [Google Scholar] [CrossRef] [PubMed]
  36. Murariu-Gligor, E.E.; Mureșan, S.; Cotoi, O.S. From Cell Interactions to Bedside Practice: Complete Blood Count-Derived Biomarkers with Diagnostic and Prognostic Potential in Venous Thromboembolism. J. Clin. Med. 2025, 14, 205. [Google Scholar] [CrossRef] [PubMed]
  37. Falsetti, L.; Guerrieri, E.; Zaccone, V.; Viticchi, G.; Santini, S.; Giovenali, L.; Lagonigro, G.; Carletti, S.; Palma, L.E.G.; Tarquinio, N.; et al. Cutting-Edge Techniques and Drugs for the Treatment of Pulmonary Embolism: Current Knowledge and Future Perspectives. J. Clin. Med. 2024, 13, 1952. [Google Scholar] [CrossRef]
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

MDPI and ACS Style

Boccatonda, A. From Algorithms to Biomarkers: Toward Personalized Management of Venous Thromboembolism. J. Clin. Med. 2025, 14, 6172. https://doi.org/10.3390/jcm14176172

AMA Style

Boccatonda A. From Algorithms to Biomarkers: Toward Personalized Management of Venous Thromboembolism. Journal of Clinical Medicine. 2025; 14(17):6172. https://doi.org/10.3390/jcm14176172

Chicago/Turabian Style

Boccatonda, Andrea. 2025. "From Algorithms to Biomarkers: Toward Personalized Management of Venous Thromboembolism" Journal of Clinical Medicine 14, no. 17: 6172. https://doi.org/10.3390/jcm14176172

APA Style

Boccatonda, A. (2025). From Algorithms to Biomarkers: Toward Personalized Management of Venous Thromboembolism. Journal of Clinical Medicine, 14(17), 6172. https://doi.org/10.3390/jcm14176172

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop