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Vinson DR, Somers MJ, Qiao E, Campbell AR, Heringer GV, Florio CJ, Zekar L, Middleton CE, Woldemariam ST, Gupta N, Poth LS, Reed ME, Roubinian NH, Raja AS, Sperling JD. Consent to advanced imaging in antenatal pulmonary embolism diagnostics: Prevalence, outcomes of nonconsent and opportunities to mitigate delayed diagnosis risk. Acad Emerg Med 2025; 32:260-273. [PMID: 39552252 DOI: 10.1111/acem.15045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2024] [Revised: 10/15/2024] [Accepted: 10/18/2024] [Indexed: 11/19/2024]
Abstract
BACKGROUND Nonconsent to pulmonary vascular (or advanced) imaging for suspected pulmonary embolism (PE) in pregnancy can delay diagnosis and treatment, increasing risk of adverse outcomes. We sought to understand factors associated with consent and understand outcomes after nonconsent. METHODS This retrospective cohort study was undertaken across 21 community hospitals from October 1, 2021, through March 31, 2023. We included gravid patients undergoing diagnostics for suspected PE who were recommended advanced imaging. The primary outcome was verbal consent to advanced imaging. Diagnostic settings were nonobstetric (99% emergency departments [EDs]) and obstetrics (labor and delivery and outpatient clinics). Using quasi-Poisson regression, we calculated adjusted relative risks (aRRs) of consenting with 95% confidence intervals (CIs). We also reported symptom resolution and delayed imaging at follow-up and 90-day PE outcomes. RESULTS Imaging was recommended for 405 outpatients: median age was 30.5 years; 50% were in the third trimester. Evaluation was more common in nonobstetric (83%) than obstetric settings (17%). Overall, 314 (78%) agreed to imaging and 91 (22%) declined imaging. Consenting was more prevalent in obstetric settings compared with nonobstetric settings: 99% versus 73% (p < 0.001). When adjusted for demographic and clinical variables, including pretest probability, only obstetric setting was independently associated with consenting: aRR 1.26 (95% CI 1.09-1.44). Seventy-nine (87%) patients declining imaging had 30-day follow-up. Eight of 12 who reported persistent or worsening symptoms on follow-up were again recommended advanced imaging and consented. Imaging was negative. None who initially declined imaging were diagnosed with PE or died within 90 days. CONCLUSIONS One in five gravid patients suspected of PE declined advanced imaging, more commonly in nonobstetric (principally ED) settings than obstetric settings. Patients symptomatic on follow-up responded favorably to subsequent imaging recommendations without 90-day outcomes. Improving the communication and documentation of informed consent and securing close follow-up for nonconsenters may mitigate risks of missed and delayed PE diagnosis.
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Affiliation(s)
- David R Vinson
- The Permanente Medical Group, Pleasanton, California, USA
- Kaiser Permanente Northern California Division of Research, Pleasanton, California, USA
- Department of Emergency Medicine, Kaiser Permanente Roseville Medical Center, Roseville, California, USA
| | - Madeline J Somers
- Kaiser Permanente Northern California Division of Research, Pleasanton, California, USA
| | - Edward Qiao
- California Northstate University College of Medicine, Elk Grove, California, USA
| | - Aidan R Campbell
- Department of Biology, New York University, New York, New York, USA
| | - Grace V Heringer
- Department of Neurobiology, Physiology and Behavior, University of California, Davis, California, USA
| | - Cole J Florio
- Department of Microbiology and Molecular Genetics, University of California, Davis, California, USA
| | - Lara Zekar
- Department of Emergency Medicine, UC Davis Health, Sacramento, California, USA
| | - Cydney E Middleton
- Department of Emergency Medicine, UC Davis Health, Sacramento, California, USA
| | - Sara T Woldemariam
- Department of Obstetrics and Gynecology, Kaiser Permanente Oakland Medical Center, Oakland, California, USA
| | - Nachiketa Gupta
- The Permanente Medical Group, Pleasanton, California, USA
- Department of Emergency Medicine, Kaiser Permanente Redwood City Medical Center, Redwood City, California, USA
| | - Luke S Poth
- The Permanente Medical Group, Pleasanton, California, USA
- Department of Emergency Medicine, Kaiser Permanente South San Francisco Medical Center, San Francisco, California, USA
| | - Mary E Reed
- Kaiser Permanente Northern California Division of Research, Pleasanton, California, USA
| | - Nareg H Roubinian
- The Permanente Medical Group, Pleasanton, California, USA
- Kaiser Permanente Northern California Division of Research, Pleasanton, California, USA
- Department of Pulmonary and Critical Care Medicine, Kaiser Permanente Oakland Medical Center, Oakland, California, USA
| | - Ali S Raja
- Departments of Emergency Medicine and Radiology, Harvard Medical School, Cambridge, Massachusetts, USA
| | - Jeffrey D Sperling
- The Permanente Medical Group, Pleasanton, California, USA
- Department of Maternal and Fetal Medicine, Kaiser Permanente Modesto Medical Center, Modesto, California, USA
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Huisman MV, Tromeur C, Le Gal G, Le Roux PY, Righini M. Diagnostic management of acute pulmonary embolism. Presse Med 2024; 53:104241. [PMID: 39181236 DOI: 10.1016/j.lpm.2024.104241] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 08/27/2024] Open
Abstract
Straightforward, accurate diagnostic management in patients presenting with clinically suspected pulmonary embolism (PE) is essential, since starting anticoagulant treatment may give important adverse effects of bleeding, while false exclusion of the disease may lead to recurrent VTE, with associated morbidity and mortality. In the past three decades, considerable improvement in the diagnostic management of PE has been made. Computed tomography pulmonary angiography (CTPA) has largely replaced conventional pulmonary angiography and ventilation-perfusion lung scanning as the imaging methods of choice. Several diagnostic algorithms, all able to minimize the need for radiological imaging have been developed and validated. Lastly, within the diagnostic algorithms, varying d-dimer cut-off levels have successfully been introduced to further downsize the need for radiological imaging.
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Affiliation(s)
- M V Huisman
- Department of Medicine-Thrombosis and Hemostasis, Leiden University Medical Center, Leiden, the Netherlands; Dutch Thrombosis Network, Leiden, the Netherlands.
| | - C Tromeur
- Département de médecine interne, vasculaire et Pneumologie, CHU Brest, Univ Brest, INSERM U1304-GETBO, Brest, France
| | - G Le Gal
- Department of Medicine, Ottawa Hospital Research Institute, University of Ottawa, Ottawa, ON, Canada
| | - P Y Le Roux
- Department of Nuclear Medicine, CHU Brest, Univ Brest, INSERM U1304-GETBO, Brest, France
| | - M Righini
- Division of Angiology and Hemostasis, Geneva University Hospitals and Faculty of Medicine, Geneva, Switzerland
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3
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Li R, Shen S, Jiang J, Liu Y. Prognostic Value of Neutrophil/Lymphocyte Ratio for Pulmonary Embolism: A Meta-Analysis and External Validation. Ann Vasc Surg 2024; 105:48-59. [PMID: 38582200 DOI: 10.1016/j.avsg.2024.01.019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Revised: 12/26/2023] [Accepted: 01/21/2024] [Indexed: 04/08/2024]
Abstract
BACKGROUND Prognostic value of neutrophil/lymphocyte ratio (NLR) for pulmonary embolism (PE) has been reported in several retrospective studies. The purpose of this investigation was to perform a pooled analysis and external validation of predictive value of NLR. METHODS PubMed, Embase, and Cochrane databases were searched from inception to November 5, 2022. A random effects model was used. Grade was used to evaluate the certainty of evidence. External validation was conducted in clinical cohorts before and after a propensity scoring matching (PSM). Covariates include basic clinical characteristics, such as age, gender, etc. The value of NLR in prediction model was also evaluated. RESULTS A total of 15 studies comprising 5,874 patients were included. Pooled risk ratio of NLR was 2.33 (95% confidence interval [CI]: 1.97-2.75), with an area under the curve of 0.78 (95% CI: 0.74-0.81), a sensitivity of 0.75 (95% CI: 0.71-0.79), a specificity of 0.67 (95% CI: 0.61-0.73), and a median cut-off value of 5.7. Grade of Recommendations Assessment Development and Evaluation (GRADE) certainty analysis showed the quality of the evidence was moderate. Before (n = 336) and after (n = 152) propensity scoring matching, risk ratio of NLR was 2.69 (95% CI: 1.04-6.97) and 6.58 (95% CI: 1.99-17.75). A prediction model consisting of NLR, age, D-dimer, and simplified PE severity index had an area under the curve of 0.809 (95% CI: 0.738-0.88), a sensitivity of 0.638 (95% CI: 0.511-0.745), and a specificity of 0.851 (95% CI: 0.709-0.917). Net reclassification index (12%, P = 0.035) and integrated discrimination improvement (17%, P = 0.022) indicated an improvement caused by NLR. CONCLUSIONS Prognostic value of NLR for PE was confirmed by meta-analysis and validated in an independent cohort, deserving further clinical application.
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Affiliation(s)
- Ruihua Li
- Department of General Surgery, Vascular Surgery, Qilu Hospital of Shandong University, Jinan, Shandong, China
| | - Shuohao Shen
- Department of General Surgery, Vascular Surgery, Qilu Hospital of Shandong University, Jinan, Shandong, China
| | - Jianjun Jiang
- Department of General Surgery, Vascular Surgery, Qilu Hospital of Shandong University, Jinan, Shandong, China.
| | - Yang Liu
- Department of General Surgery, Vascular Surgery, Qilu Hospital of Shandong University, Jinan, Shandong, China.
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Martens ESL, Huisman MV, van Mens TE, Klok FA. The History of Diagnosing Venous Thromboembolism. Semin Thromb Hemost 2024; 50:739-750. [PMID: 38373722 PMCID: PMC11329323 DOI: 10.1055/s-0044-1779484] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/21/2024]
Abstract
An accurate and prompt diagnosis of deep vein thrombosis and/or pulmonary embolism is important to prevent serious complications and mortality. Because the clinical presentation of venous thromboembolism (VTE) is often nonspecific, objective testing by means of radiological imaging is required to confirm the diagnosis. Historically, a diagnosis of VTE involved invasive imaging techniques like contrast venography or conventional pulmonary angiography. Technological developments toward more accurate and less invasive diagnostics have driven the implementation of a variety of newer technologies over the past decades, as well as the derivation and validation of clinical decision rules (CDRs) that can be used to rule out VTE in combination with D-dimer blood tests. In this narrative review, we provide a historical overview of the most notable developments in the imaging techniques and CDRs for VTE diagnosis.
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Affiliation(s)
- Emily S L Martens
- Department of Medicine-Thrombosis and Hemostasis, Leiden University Medical Center, Leiden, The Netherlands
| | - Menno V Huisman
- Department of Medicine-Thrombosis and Hemostasis, Leiden University Medical Center, Leiden, The Netherlands
| | - Thijs E van Mens
- Department of Medicine-Thrombosis and Hemostasis, Leiden University Medical Center, Leiden, The Netherlands
| | - Frederikus A Klok
- Department of Medicine-Thrombosis and Hemostasis, Leiden University Medical Center, Leiden, The Netherlands
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de Jong CMM, Kroft LJM, van Mens TE, Huisman MV, Stöger JL, Klok FA. Modern imaging of acute pulmonary embolism. Thromb Res 2024; 238:105-116. [PMID: 38703584 DOI: 10.1016/j.thromres.2024.04.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2023] [Revised: 03/16/2024] [Accepted: 04/15/2024] [Indexed: 05/06/2024]
Abstract
The first-choice imaging test for visualization of thromboemboli in the pulmonary vasculature in patients with suspected acute pulmonary embolism (PE) is multidetector computed tomography pulmonary angiography (CTPA) - a readily available and widely used imaging technique. Through technological advancements over the past years, alternative imaging techniques for the diagnosis of PE have become available, whilst others are still under investigation. In particular, the evolution of artificial intelligence (AI) is expected to enable further innovation in diagnostic management of PE. In this narrative review, current CTPA techniques and the emerging technology photon-counting CT (PCCT), as well as other modern imaging techniques of acute PE are discussed, including CTPA with iodine maps based on subtraction or dual-energy acquisition, single-photon emission CT (SPECT), magnetic resonance angiography (MRA), and magnetic resonance direct thrombus imaging (MRDTI). Furthermore, potential applications of AI are discussed.
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Affiliation(s)
- C M M de Jong
- Department of Medicine - Thrombosis and Hemostasis, Leiden University Medical Center, Leiden, the Netherlands
| | - L J M Kroft
- Department of Radiology, Leiden University Medical Center, Leiden, the Netherlands
| | - T E van Mens
- Department of Medicine - Thrombosis and Hemostasis, Leiden University Medical Center, Leiden, the Netherlands
| | - M V Huisman
- Department of Medicine - Thrombosis and Hemostasis, Leiden University Medical Center, Leiden, the Netherlands
| | - J L Stöger
- Department of Radiology, Leiden University Medical Center, Leiden, the Netherlands
| | - F A Klok
- Department of Medicine - Thrombosis and Hemostasis, Leiden University Medical Center, Leiden, the Netherlands.
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Makowska A, Treumann T, Venturini S, Christ M. Pulmonary Embolism in Pregnancy: A Review for Clinical Practitioners. J Clin Med 2024; 13:2863. [PMID: 38792409 PMCID: PMC11121909 DOI: 10.3390/jcm13102863] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2024] [Revised: 05/06/2024] [Accepted: 05/08/2024] [Indexed: 05/26/2024] Open
Abstract
Diagnostic and therapeutic decision-making in pregnancy with suspected pulmonary embolism (PE) is challenging. European and other international professional societies have proposed various recommendations that are ambiguous, probably due to the unavailability of randomized controlled trials. In the following sections, we discuss the supporting diagnostic steps and treatments. We suggest a standardized diagnostic work-up in pregnant patients presenting with symptoms of PE to make evidence-based diagnostic and therapeutic decisions. We strongly recommend that clinical decisions on treatment in pregnant patients with intermediate- or high-risk pulmonary embolism should include a multidisciplinary team approach involving emergency physicians, pulmonologists, angiologist, cardiologists, thoracic and/or cardiovascular surgeons, radiologists, and obstetricians to choose a tailored management option including an interventional treatment. It is important to be aware of the differences among guidelines and to assess each case individually, considering the specific views of the different specialties. This review summarizes key concepts of the diagnostics and acute management of pregnant women with suspected PE that are supportive for the clinician on duty.
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Affiliation(s)
- Agata Makowska
- Emergency Department, Cantonal Hospital Lucerne, 6000 Lucerne, Switzerland; (S.V.); (M.C.)
- Cardiology, Hospital Centre of Biel, 2501 Biel, Switzerland
| | - Thomas Treumann
- Radiology, Cantonal Hospital Lucerne, 6000 Lucerne, Switzerland;
| | - Stefan Venturini
- Emergency Department, Cantonal Hospital Lucerne, 6000 Lucerne, Switzerland; (S.V.); (M.C.)
| | - Michael Christ
- Emergency Department, Cantonal Hospital Lucerne, 6000 Lucerne, Switzerland; (S.V.); (M.C.)
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Lutfi A, O'Rourke E, Crowley M, Craig E, Worrall A, Kevane B, O'Shaughnessy F, Donnelly J, Cleary B, Áinle FN. VTE risk assessment, prevention and diagnosis in pregnancy. Thromb Res 2024; 235:164-174. [PMID: 38350183 DOI: 10.1016/j.thromres.2024.01.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2023] [Revised: 12/18/2023] [Accepted: 01/02/2024] [Indexed: 02/15/2024]
Abstract
Venous thromboembolism (VTE) is still reported as the leading cause of direct maternal death in pregnancy in serial international reports in developed countries. VTE risk is higher during pregnancy but is further increased by additional well-characterized risk factors. International guidelines recommend that formal VTE risk assessment should be conducted at least in early pregnancy, at delivery and when risk factors change. High quality data supporting optimal VTE prevention strategies are lacking, outside the setting of prevention of VTE recurrence. Moreover, recent high-quality studies have provided much-needed data on diagnostic strategies for pulmonary embolism (PE) in pregnancy. In this review, we summarize knowledge gaps and recently published data in the prevention and diagnosis of VTE in pregnancy. Moreover, we describe ongoing high-quality randomised trials and prospective clinical management studies in this area. High quality clinical studies and trials in pregnancy can be done and must be prioritised, through international network efforts and national funding advocacy. Ultimately, translation of study results to impact upon guidelines and policy will deliver better care to and will protect the lives and health of pregnant people and those contemplating pregnancy throughout the world.
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Affiliation(s)
- Ahmed Lutfi
- Cork University Maternity Hospital, Cork, Ireland.
| | - Ellen O'Rourke
- Dept of Haematology, Mater Misericordiae University Hospital, Dublin, Ireland
| | | | - Eilidh Craig
- Rotunda Hospital, Dublin, Ireland; Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Amy Worrall
- Rotunda Hospital, Dublin, Ireland; Royal College of Surgeons in Ireland, Dublin, Ireland
| | | | - Fergal O'Shaughnessy
- Rotunda Hospital, Dublin, Ireland; School of Pharmacy and Biomolecular Sciences, RCSI University of Medicine and Health Sciences, Dublin, Ireland
| | - Jennifer Donnelly
- Rotunda Hospital, Dublin, Ireland; Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Brian Cleary
- Rotunda Hospital, Dublin, Ireland; School of Pharmacy and Biomolecular Sciences, RCSI University of Medicine and Health Sciences, Dublin, Ireland
| | - Fionnuala Ní Áinle
- Rotunda Hospital, Dublin, Ireland; University College Dublin, Dublin, Ireland
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Kevane B, Áinle FN. Prevention, diagnosis, and management of PE and DVT in pregnant women. HEMATOLOGY. AMERICAN SOCIETY OF HEMATOLOGY. EDUCATION PROGRAM 2023; 2023:237-247. [PMID: 38066865 PMCID: PMC10727078 DOI: 10.1182/hematology.2023000476] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/18/2023]
Abstract
Venous thromboembolism (VTE) is a leading cause of maternal morbidity and mortality worldwide. Despite the impact of VTE on pregnant and postpartum people and on society, guidelines addressing prevention, diagnosis, and management of VTE in pregnant and postpartum people frequently are based on recommendations from expert opinion and are extrapolated from data in nonpregnant populations. Pregnant individuals are frequently excluded from clinical trials, which is a barrier to providing safe, effective care. Anchoring to a case discussion, this review provides an update on recently published and ongoing randomized clinical trials (RCTs), prospective clinical management studies, and other research in this area. It highlights, in particular, the results of the Highlow RCT, which addresses optimal prevention of recurrence during pregnancy in people with prior VTE. Finally, we raise awareness of the impact of national and international clinical trial networks on the conduct of RCTs in pregnancy. We conclude, based on these data, that academic VTE clinical trials in pregnant women can and must be done.
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Affiliation(s)
- Barry Kevane
- Department of Hematology, Mater University Hospital, Dublin, Ireland
- Department of Hematology, Rotunda Hospital, Dublin, Ireland
- School of Medicine, University College Dublin, Dublin, Ireland
- Irish Network for VTE Research, University College Dublin, Dublin, Ireland
| | - Fionnuala Ní Áinle
- Department of Hematology, Mater University Hospital, Dublin, Ireland
- Department of Hematology, Rotunda Hospital, Dublin, Ireland
- School of Medicine, University College Dublin, Dublin, Ireland
- Irish Network for VTE Research, University College Dublin, Dublin, Ireland
- Royal College of Surgeons in Ireland, Dublin, Ireland
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9
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See KC. Diagnosis and Management of Asthma in Pregnancy. JAMA 2023; 330:1588. [PMID: 37874578 DOI: 10.1001/jama.2023.15279] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/25/2023]
Affiliation(s)
- Kay Choong See
- Division of Respiratory and Critical Care Medicine, National University Hospital, Singapore
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10
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Parks AL, Fazili M, Aston V, Porter TF, Branch DW, Woller SC, Snow GL, Stevens SM. Excluding pregnancy-associated deep vein thrombosis with whole-leg ultrasound. Res Pract Thromb Haemost 2023; 7:102202. [PMID: 37840688 PMCID: PMC10569988 DOI: 10.1016/j.rpth.2023.102202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 08/02/2023] [Accepted: 08/21/2023] [Indexed: 10/17/2023] Open
Abstract
Background Deep vein thrombosis (DVT) is common in pregnancy, yet data are limited on the best diagnostic strategies in pregnant patients suspected of DVT. Objectives We conducted a prospective cohort study to evaluate the rate of symptomatic DVT in the 90 days after a negative whole-leg compression ultrasound (CUS) in pregnant women presenting with DVT symptoms. Methods In this prospective cohort study, we enrolled pregnant patients suspected of DVT between 2011 and 2019 who were referred to the vascular imaging laboratory at a tertiary care center and had anticoagulation held after a negative whole-leg CUS. Primary outcome was objectively confirmed DVT or pulmonary embolism or death due to venous thromboembolism (VTE). Results Whole-leg CUS yielded normal results in 186 patients (97.9%) and identified DVT in 4 (2.1%). The mean age was 30 and 164 were White. Among the 186 patients with a negative, initial whole-leg CUS who did not receive anticoagulation, there were 2 DVT events identified over the 90-day follow-up period, for an overall rate of 1.1% (95% CI: 0.2-3.4%). The study was terminated before full planned accrual for administrative reasons. Conclusion The rate of symptomatic DVT is low in pregnant patients who have a single, negative whole-leg CUS and did not receive anticoagulation. Adequately powered studies should prospectively assess whole-leg CUS in a larger population alone and in combination with pre-test probability scores and/or D-dimer to determine its role in the evaluation of suspected DVT in pregnancy.
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Affiliation(s)
- Anna L. Parks
- Division of Hematology and Hematologic Malignancies, Department of Internal Medicine, University of Utah, Salt Lake City, Utah, USA
| | - Masarret Fazili
- Department of Medicine, Intermountain Medical Center, Intermountain Health, Salt Lake City, Utah, USA
| | - Valerie Aston
- Department of Pulmonary/Critical Care, Intermountain Medical Center, Intermountain Health, Salt Lake City, Utah, USA
| | - T. Flint Porter
- Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Intermountain Medical Center, Intermountain Health, Salt Lake City, Utah, USA
| | - D. Ware Branch
- Division of General Internal Medicine, Department of Internal Medicine, University of Utah, Salt Lake City, Utah, USA
| | - Scott C. Woller
- Department of Medicine, Intermountain Medical Center, Intermountain Health, Salt Lake City, Utah, USA
- Division of General Internal Medicine, Department of Internal Medicine, University of Utah, Salt Lake City, Utah, USA
| | - Gregory L. Snow
- Statistical Data Center, Intermountain Health, Salt Lake City, Utah, USA
| | - Scott M. Stevens
- Department of Medicine, Intermountain Medical Center, Intermountain Health, Salt Lake City, Utah, USA
- Division of General Internal Medicine, Department of Internal Medicine, University of Utah, Salt Lake City, Utah, USA
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