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Showing 10 of 107966 citations.

Effects of In Vivo Contact Force on Pulsed‐Field Ablation Efficacy in Porcine Ventricles
Otsuka, Naoto , Tri, Jason , Yang, Ying , Espinoza, Elyana, Asirvatham, Samuel J. , Nguyen, Duy Tien, Koya, Taro , Tri, Jason A , Asirvatham, Samuel J , Espinoza, Elyana

Mayo Clinic

Journal of Cardiovascular Electrophysiology | January 24, 2025 | Volume: 36 | Issue: 3 | Pages: 642-649

10.1111/jce.16581 | PMID 39853784 Get It

ABSTRACT Background Pulsed‐field ablation (PFA) is an innovative non‐thermal method for arrhythmia treatment. The efficacy of various PFA configurations in relation to contact force (CF) has not been well‐studied in vivo. Objectives This study evaluated the effect of CF on acute bipolar PFA lesions in both a vegetal and an in vivo porcine heart model. Methods Bipolar PFA (500 V, 20 μs for 50 pulses) was applied to eight porcine ventricles, with CF categorized as standard (5–15 g), high (16–30 g), or very high (> 30 g) using the CARTO 3 system. PFA lesions were assessed by gross pathology, histology, and post‐ablation voltage amplitude. Additionally, a vegetal model using oscillating russet potatoes replicated the motion of a beating heart to compare lesion parameters under dynamic conditions and various PFA configurations (monopolar vs. bipolar). Results A total of 61 in vivo bipolar PFA lesions across all groups were analyzed. No significant differences in lesion surface diameter, depth, or volume were found among CF groups. In the vegetal model, monopolar setting had a better correlation between CF and lesion depth compared to bipolar setting. In addition, oscillations and catheter position (perpendicular or parallel) significantly affected lesion dimensions. Conclusion Increasing CF has a minimal effect on the size of acute bipolar PFA lesions in the porcine ventricle, suggesting that, for bipolar PFA, adequate CF is more critical than its intensity in a beating heart. For monopolar PFA, greater CF can impact lesion depth.
Rate and Timing of Progression to Total Knee Arthroplasty After Anterior Cruciate Ligament Reconstruction in Patients With Systemic Inflammatory Disease: A Long-term Propensity-Matched Cohort Study
Johnson, Quinn J. , Clark, Sean C. , Okoroha, Kelechi R. , Saris, Daniël B.F. , Hevesi, Mario , Krych, Aaron J. , Camp, Christopher L. , Hevesi, Mario , Krych, Aaron J , Pan, Xuankang , Wang, Allen S. , Tagliero, Adam J.

Mayo Clinic

The American Journal of Sports Medicine | January 24, 2025 | Volume: 53 | Issue: 3 | Pages: 649-657

10.1177/03635465241310520 | PMID 39850013 Get It

Background: Anterior cruciate ligament reconstruction (ACLR) is one of the most common orthopaedic procedures and one of the most well studied. Despite extensive research dedicated to ACLR, there is limited understanding of how chronic inflammatory systemic diseases (CIDs) such as rheumatoid arthritis and systemic lupus erythematosus affect outcomes. Purpose: To compare the outcomes of ACLR in cohorts of patients with and without CID. Study Design: Cohort study; Level of evidence, 3. Methods: A retrospective query of a regional data set was conducted for all patients who underwent ACLR from 1990 to 2021 for traumatic ACL rupture. All patients with CID were identified and propensity matched to non-CID controls. Baseline characteristics and clinical outcomes were identified through retrospective chart review, and patients were contacted for subjective outcomes. Results: A total of 30 patients with ACLR and a diagnosis of CID were identified. These patients were propensity matched to 120 non-CID controls. Baseline demographic and surgical characteristics demonstrated no statistical differences. Follow-up duration was similar between the CID and non-CID groups (mean, 14.6 vs 14.2 years; P = .868). The CID cohort had a higher arthrofibrosis rate (16.7% vs 4.3%; P = .031), higher osteoarthritis rate (33.3% vs 16.7%; P = .041), higher total knee arthroplasty (TKA) rate (16.7% vs 3.3%; P = .016), and earlier time to TKA (14.7 vs 23.5 years; P = .032). Knee range of motion, infection rate, retear rate, time to retear, and time to osteoarthritis were not statistically different between the cohorts. The CID cohort had higher visual analog scale pain scores (mean, 2.00 vs 1.20; P = .043) but slightly higher satisfaction (mean, 3.92 vs 3.39; P = .043). There were no differences in preinjury Tegner, postoperative Tegner, change in Tegner, or IKDC score. In a univariate Cox regression model, the CID cohort had a retear hazard ratio of 1.43 (95% CI, 0.46-4.51; P = .537). Kaplan-Meier survival revealed no significant differences in retear-free survival between the CID and non-CID cohorts at 25 years (85.7% vs 87.3%; P = .53). The CID cohort had a TKA hazard ratio of 3.94 (95% CI, 1.05-14.8; P = .042). Kaplan-Meier survival demonstrated significantly decreased TKA-free survival at 25 years in the CID cohort (64.9% vs 91.2%; P = .029). Conclusion: CID increases the incidence of arthrofibrosis, osteoarthritis, and TKA in those undergoing ACLR. Patients with CID also undergo TKA significantly sooner than non-CID counterparts. Notably, the majority of patient-reported outcome measures are no worse in patients who have a CID diagnosis. Thus, ACLR constructs themselves may not necessarily fare worse in patients with CID. Nonetheless, these patients need to be cautiously counseled on the clinical outlook after their ACLR.
Metabolic syndrome is associated with postoperative complications after holmium laser enucleation of the prostate
Edmonds, Victoria S. , Heidenberg, Daniel , Mayes, Chadwick , Mead‐Harvey, Carolyn , Humphreys, Mitchell R. , Mayes, Connor

Mayo Clinic

BJU International | January 24, 2025 | Volume: 135 | Issue: 4 | Pages: 684-690

10.1111/bju.16663 | PMID 39853858 Get It

Objectives To compare postoperative complication rates of patients with metabolic syndrome (MetS) with patients without MetS after holmium laser enucleation of the prostate (HoLEP) for management of benign prostatic hyperplasia (BPH). Patients and Methods We retrospectively reviewed patients aged >40 years who underwent HoLEP at our institution from 2007 to 2022. Criteria for MetS were diagnoses of at least three of the following: diabetes mellitus, hypertension, hyperlipidaemia, or obesity (body mass index ≥30 kg/m 2 ). Uni‐ and multivariable logistic regression were used to compare the likelihood of immediate, 30‐day, and 90‐day complications between groups. Results A total of 1500 patients were included with a median (interquartile range) age of 70 (65–76) years. Patients with MetS were more likely to develop complications at both 30 and 90 days, including urinary incontinence, irritative voiding symptoms, and bleeding ( P < 0.001). After adjusting for potential confounders, patients with MetS had a greater than three times odds of both 30‐ and 90‐day complications compared to patients without MetS (30‐day adjusted odds ratio [aOR] 3.32, 95% confidence interval [CI] 2.21–5.01, P < 0.001; and 90‐day aOR 3.64, 95% CI 2.49–5.31, P < 0.001). Conclusion Metabolic syndrome was associated with a three‐fold likelihood of 30‐ and 90‐day complications after HoLEP. This could be an important factor to consider in preoperative counselling and patient selection.
Myocardial Perforation From A Fractured Rib During Cardiopulmonary Resuscitation
Cousins, Ryan , Williams, Byron, Williams, Byron Robinson, Jokhadar, Maan

Mayo Clinic

No container title available | January 24, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.22541/au.173770407.72950343/v1 Get It

Survival, Tumor Control, and Safety Outcomes of Proton Therapy in Sinonasal Cancer Population: A Systematic Review and Meta‐Analysis
Vasudevan, Srivatsa Surya , Sharifi, Ahmad Reza , Patel, Samir H. , Holtzman, Adam L. , Mohammadi, Homan , Donaldson, Angela M. , Candelo, Estephanía , Sharifi, Alireza , Holtzman, Adam , Daniel, J. , Routman, David M.

Mayo Clinic

Head & Neck | January 24, 2025 | Volume: 47 | Issue: 4 | Pages: 1291-1305

10.1002/hed.28082 | PMID 39853705 Get It

ABSTRACTBackgroundIn sinonasal cancer (SNC), treatment with proton therapy (PT) provides excellent local control, especially after gross total resection. Because of the heterogeneity and rarity of this disease site, a comprehensive assessment of toxicity, survival, and control rates is lacking. Our primary objective was to assess the toxicity outcomes of PT in SNC patients, with a secondary aim of assessing survival and tumor control after PT.MethodsPubMed, Embase, EBSCO, Scopus, Science Direct, Web of Science, Ovid, Proquest, and Cochrane Library were searched from inception to August 2024 reporting PT acute and late toxicity, survival, and tumor control outcomes in SNC patients. A random‐effect meta‐analysis was used to assess the pooled safety, survival, and tumor control outcomes. The primary analysis was to report acute and late toxicity. The secondary aims included overall survival (OS), disease‐free survival (DFS), local control (LC), regional control (RC), and distant metastasis control (DMC) rate.ResultsFourteen studies were included for qualitative analysis. We pooled data from 756 patients who received PT for SNC. Among acute toxicity (AT), there was a 31.9% occurrence rate of grade ≥ 3 events, whereas within late toxicity (LT), grade ≥ 3 events occurred at a rate of 35.3%. Most LT (62.1%) were classified as grade 2, with the most frequent being ocular (24.8%) or neurological (18.4%) toxicities. The most common grade ≥ 3 toxicities were mucositis (15.3%) in AT and ocular toxicity (9.6%) in LT. The pooled 5‐year OS, DFS, LC, RC, and DMC were 36.8%, 34.2%, 35.6%, 28.6%, and 54.3%, respectively.ConclusionOur analysis demonstrates that PT‐treated SNC patients experience acceptable rates of acute and LT consistent with other published outcomes with highly conformal radiation techniques. PT demonstrates favorable OS and DFS. Further prospective and comparative effectiveness research is needed to better quantify the magnitude of the benefit of PT or other forms of radiation modalities.
Efficacy and safety of mechanical thrombectomy in patients with acute ischemic stroke and left ventricular assist device: review of the literature and meta-analysis
Jazayeri, Seyed Behnam , Alateya, Aysha, Muhammad, Sara, Ghozy, Sherief , Kadirvel, Ramanathan , Kallmes, David F. , Ghozy, Sherief , Kadirvel, Ram , Al‐Janabi, Omar , Rabinstein, Alejandro A.

Mayo Clinic

Journal of NeuroInterventional Surgery | January 23, 2025 | Volume: 18 | Issue: 2 | Pages: 339-347

10.1136/jnis-2024-022792 | PMID 39855672 Get It

Background Left ventricular assist devices (LVADs) are used as definitive therapy or as a bridge to heart transplant in patients with advanced heart failure. Thromboembolic complications such as acute ischemic stroke (AIS) are common among patients with LVAD support. This study aims to evaluate the current evidence on the efficacy and safety of mechanical thrombectomy (MT) in patients with AIS due to large vessel occlusions (LVO) and LVAD-support. Methods A comprehensive systematic review was conducted in PubMed, Embase, and Scopus to find observational studies with reports of ≥5 MTs in adult patients with LVAD support (PROSPERO registration code CRD42024597541). Rates of successful and complete reperfusion, favorable functional outcomes at 90 days (modified Rankin Scale (mRS) 0–2 or equal to pre-stroke mRS), mortality at 90 days, any intracerebral hemorrhage (ICH) and symptomatic ICH (sICH) were pooled using generalized linear mixed models. Results Eight studies were included with data from 51 patients and 62 MTs. The rate of successful reperfusion was 87.4% (95% CI 62.5% to 96.6%) and complete reperfusion rate was 57.3% (95% CI 35.1% to 76.9%). Rate of favorable functional recovery was 62.5% (95% CI 42.2% to 79.2%). Rate of sICH was 6.4% (95% CI 0.9% to 34.0%). Mortality rate was 16.7% (95% CI 7.1% to 34.7%). Between 25–40% of patients who were waiting for a heart transplant before their stroke received a heart transplant after MT. Conclusions MT for the emergent treatment of AIS in the setting of LVAD is relatively safe and efficacious for achieving successful reperfusion and good functional recovery.
Clinical outcomes of patients with unsuccessful mechanical thrombectomy versus best medical management of medium vessel occlusion stroke in the middle cerebral artery territory
Faizy, Tobias D. , Yedavalli, Vivek , Salim, Hamza , Lakhani, Dhairya A. , Musmar, Basel , Adeeb, Nimer , Essibayi, Muhammed Amir , Daraghma, Motaz , Naamani, Kareem El, Henninger, Nils , Sundararajan, Sri Hari , Khalife, Jane , Tan, Benjamin Yong‐Qiang , Regenhardt, Robert W. , Heit, Jeremy J. , Puri, Ajit S., Dyzmann, Christian , Filipe, João Pedro , Harker, Pablo, Abdalkader, Mohamad , Marotta, Thomas R. , Spears, Julian , Jabbour, Pascal , Biswas, Arundhati , Clarençon, Frédéric , Varela, Ricardo , Baker, Amanda , Altschul, David , Gonzalez, Nestor R. , Möhlenbruch, Markus A, Costalat, Vincent , Gory, Benjamin, Stracke, Christian Paul , Shaikh, Hamza , Liebeskind, David S. , Alexandre, Andrea , Tancredi, Illario , Kalsoum, Erwah , Lubicz, Boris , Patel, Aman B. , Guenego, Adrien , Valente, Iacopo , Salim, Hamza , Ghozy, Sherief , Scarcia, Luca , Yeo, Leonard Ll , Cancelliere, Nicole M , Rouchaud, Aymeric , Fiehler, Jens , Sheth, Sunil A , Colasurdo, Marco , Alexandru Radu, Răzvan , Klein, Piers , Ota, Takahiro , Jabbour, Pascal , Siegler, James E , Nguyen, Thanh N , Altschul, David J , Gonzalez, Nestor R , Hecker, Constantin , Marnat, Gaultier , Shaikh, Hamza A , Griessenauer, Christoph J , Liebeskind, David S. , Alexandre, Andrea M , Kalsoum, Erwah , Mendes Pereira, Vitor , Dmytriw, Adam A , Guenego, Adrien , Heit, Jeremy J , Musmar, Basel , Regenhardt, Robert W , Lakhani, Dhairya , Essibayi, Muhammed Amir , Yedavalli, Vivek S , Henninger, Nils , Tan, Benjamin Yq , Varela, Ricardo , Naamani, Kareem El , Kühn, Anna Luisa , Ghozy, Sherief , Cancelliere, Nicole M , Rouchaud, Aymeric , Fiehler, Jens , Puri, Ajit S , Colasurdo, Marco , Renieri, Leonardo , Harker, Pablo , Radu, Răzvan Alexandru , Klein, Piers , Mowla, Ashkan , Siegler, James E. , Nguyen, Thanh N. , Möhlenbruch, Markus , Gory, Benjamin , Hecker, Constantin , Griessenauer, Christoph J. , Pedicelli, Alessandro , Wintermark, Max , Dmytriw, Adam A.

Mayo Clinic

Journal of NeuroInterventional Surgery | January 23, 2025 | Volume: 18 | Issue: 1 | Pages: 155-165

10.1136/jnis-2024-022642 | PMID 39855674 Get It

Background Current randomized controlled trials are investigating the efficacy and safety of mechanical thrombectomy (MT) in patients with medium vessel occlusion (MeVO) stroke. Whether best medical management (MM) is more efficient than unsuccessful vessel recanalization during MT remains unknown. Methods This was a retrospective cohort study using data from 37 academic centers across North America, Asia, and Europe between September 2017 and July 2021. Only patients with occlusion of the distal branches (M2 and M3) of the middle cerebral artery territory were included. Unsuccessful MT was defined as a modified Thrombolysis in Cerebral Infarction score of 0–2a. Propensity score matching was used to control for confounders. The primary outcome was functional independence, defined as a modified Rankin Scale (mRS) score of 0–2 at 90 days after treatment. Multivariable regression analysis was used to assess factors associated with the primary outcome. Results Of 2903 patients screened for eligibility, 532 patients were analyzed (266 per group) after propensity score matching. The MM group had superior functional outcomes, with 32% achieving mRS 0–1 at 90 days compared with 21% in the MT group (P=0.011). Patients in the MM group also had significantly lower rates of symptomatic intracranial hemorrhage (sICH) (3.4% vs 16%, P<0.001) and any hemorrhage (18% vs 48%, P<0.001). On multivariable regression, unsuccessful MT was associated with reduced odds of functional independence (OR 0.50, 95% CI 0.29 to 0.85, P=0.011) and increased odds of sICH (OR 4.32, 95% CI 1.84 to 10.10, P<0.001). Mortality rates were similar between groups (27% in MM vs 29% in MT, P=0.73). Conclusion Unsuccessful MT for MeVO was linked to worse outcomes than best MM. These findings highlight the risks of prolonged attempts and emphasize the importance of efficient procedural decision-making to reduce complications and improve patient outcomes.
Exploring GPCR-mediated optogenetic modulation of seizure network in a pig model of Temporal Lobe Epilepsy
Chang, Su-Youne , Bar-Or, Karni Lev, Mívalt, Filip , Maltais, Daniela D., Kfir, Yoav , Kim, Inyong , Hershko, Matan, Daily, Jenn, Swissa, Evyatar , Devore, Sasha, Eldar, Yotam, Worrell, Gregory A., Mivalt, Filip , Kim, Jiwon W. , Levi, Ofir , Devore, Sasha, Yizhar, Ofer , Eldar, Yotam, Worrell, Gregory A.

Mayo Clinic

No container title available | January 23, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1101/2025.01.23.634545 Get It

Abstract Rationale Optogenetics offers unmatched cellular specificity and control over cellular activity. Various opsins have been tested in animal models of epilepsy, each contributing to our understanding of seizure circuit dynamics. However, inhibitory optogenetic tools based on microbial rhodopsins have low light sensitivity and, thus, are less suitable for applications involving larger brains. We evaluated eOPN3, a red-shifted, highly sensitive inhibitory G-protein coupled receptor opsin in a porcine seizure model using integrated electro-optical sensing and modulation. The results demonstrated the feasibility of eOPN3 circuit modulation in a large animal epilepsy model. Methods MRI-guided stereotactic surgery was used to deliver 20–60 µL of AAV-eOPN3 (AAV5-/AAV9-CaMKII-eOPN3-mScarlet) into the hippocampus (HPC) of three Göttingen minipigs. Each hemisphere received either an active or a control viral vector (AAV5/9-CaMKII-mScarlet) with gadolinium to visualize the injection sites and diffusion volume via post-operative MRI. Two to three months post-injection, bilateral deep brain stimulation electrodes integrated with optic fibers were stereotactically implanted into the anterior nucleus of the thalamus (ANT) and HPC to assess: 1) opsin expression using fiber photometry, 2) optogenetic modulation of stimulation evoked response potentials (SERPs), 3) induction and propagation of seizure-like activity via intrahippocampal kainic acid (KA) injection, and 4) optogenetic modulation of KA-induced seizure activity. After the electrophysiology recording, brains were harvested for histological analysis to evaluate injection target precision, eOPN3 expression, and estimate eOPN3-modulated volume. Results eOPN3 expression was confirmed during surgery via fiber photometry. ANT electrical stimulation elicited robust SERPs in the HPCs, which were attenuated by HPC light illumination. HPC stimulation similarly induced SERPs in the ipsilateral ANT and the contralateral HPC. The HPC stimulation-induced SERPs were significantly reduced by illuminating the site of the recording areas, the ipsilateral ANT and the contralateral HPC, demonstrating the optogenetic inhibition of the synaptic release from the HPC. KA injection into the HPC induced 20-30 Hz seizure-like activity. The ANT and HPC light illumination suppressed the localized KA-induced seizure activity in the early stage. However, after the generalization of KA-induced seizures, the ANT-HPC illumination lost efficacy for the control of seizures. Histological analysis confirmed eOPN3 expression in the HPC, ANT and other Papez circuit nodes. Conclusion Our pilot study highlights that eOPN3-mediated inhibition alters SERP and the latency and spread of KA-induced seizure-like activity. We developed a platform incorporating pre- and postoperative MRI for precise viral vector delivery, real-time fiber photometry for quantifying opsin expression, and integrated electro-optical sensing and stimulation to assess optogenetic efficacy in a large animal model. The large animal model provides a solid foundation for future translational research to develop electro-optical devices and cellular therapies for human epilepsy.
Baseline Fasting Glucose Level, Age, Sex, and Body Mass Index and the Development of Diabetes in US Adults
Wood‐Wentz, Christina M. , Mohan, Sneha , Bailey, Kent R. , Egan, Aoife M. , Wood-Wentz, Christina M, Vella, Adrian

Mayo Clinic

JAMA Network Open | January 23, 2025 | Volume: 8 | Issue: 1 | Pages: e2456067

10.1001/jamanetworkopen.2024.56067 | PMID 39847352 Get It

ImportanceUnderstanding the interplay between diabetes risk factors and diabetes development is important to develop individual, practice, and population-level prevention strategies.ObjectiveTo evaluate the progression from normal and impaired fasting glucose levels to diabetes among adults.Design, Setting, and ParticipantsThis retrospective community-based cohort study used data from the Rochester Epidemiology Project, in Olmsted County, Minnesota, on 44 992 individuals with at least 2 fasting plasma glucose (FPG) measurements from January 1, 2005, to December 31, 2017. People who met criteria for diabetes on or before their first FPG measurement were excluded. Data were electronically retrieved in December 2019 with analyses finalized in November 2024.ExposuresThe exposure was baseline FPG level, with covariates including the following measures that are consistently recorded in the electronic health record: body mass index (BMI), age, and sex.Main Outcomes and MeasuresThe cumulative probability of freedom from diabetes was estimated and presented graphically using a Kaplan-Meier curve. Multivariable Cox proportional hazards regression modeling was used to estimate the partial hazard ratios (HRs) for variables of interest. Diabetes was defined as an FPG level greater than 125 mg/dL.ResultsA total of 44 992 individuals (mean [SD] age at baseline, 43.7 [11.8] years; 26 025 women [57.8%]) were included. The baseline mean (SD) BMI was 28.9 (6.6). Over a median follow-up of 6.8 years (IQR, 3.6-9.7 years), 3879 individuals (8.6%) developed diabetes. The Kaplan-Meier 10-year cumulative risk of incident diabetes was 12.8% (95% CI, 12.4%-13.2%). All initial FPG levels outside a range of 80 to 94 mg/dL were associated with increased risk for diabetes (ie, FPG &amp;lt;70 mg/dL: HR, 3.49 [95% CI, 2.19-5.57]; FPG 120-125 mg/dL: HR, 12.47 [10.84-14.34]). Other independent risk factors were male sex (HR, 1.31 [95% CI, 1.22-1.40]), older age (≥60 years: HR, 1.97 [95% CI, 1.71-2.28]), and any abnormal category of BMI, including underweight (BMI &amp;lt;18.5: HR, 2.42 [95% CI, 1.77-3.29]; BMI ≥40: HR, 4.03 [95% CI, 3.56-4.56]). There was a significant additive association of variables, particularly FPG level and BMI. For instance, a woman aged 55 to 59 years with a BMI of 18.5 to 24.9 and an FPG level of 95 to 99 mg/dL had an estimated 10-year diabetes risk of 7.0%. However, an almost doubling of risk to 13.0% was observed if the BMI was 30.0 to 34.9, and risk more than doubled again to 28.0% if FPG level also increased to 105 to 109 mg/dL. A nomogram was generated to facilitate individual classification into one of four 10-year risk categories.Conclusions and RelevanceThis retrospective cohort study of 44 992 individuals suggests that FPG level, age, BMI, and male sex were all associated with development of diabetes, with significant interaction between these variables. These data contribute to understanding the clinical course of diabetes and highlight the substantial individual variation in diabetes risk according to commonly measured clinical variables. The findings facilitate lifestyle and pharmacologic interventions to treat those at highest risk of diabetes to reduce future morbidity and mortality. Further work is needed to validate this risk categorization tool for different populations.
INFORMING INTENSIVE CARE UNIT DIGITAL TWINS: DYNAMIC ASSESSMENT OF CARDIORESPIRATORY FAILURE TRAJECTORIES IN PATIENTS WITH SEPSIS
Hou, Grace Yao, Lal, Amos , Schulte, Phillip J. , Kılıçkaya, Oğuz , Gajic, Ognjen, Zhong, Xiang , Zhong, Xiang , Lal, Amos , Hou, Grace Yao, Dong, Yue , Gajic, Ognjen

Mayo Clinic

Shock | January 23, 2025 | Volume: 63 | Issue: 4 | Pages: 573-578

10.1097/shk.0000000000002536 | PMID 39847720 Get It

ABSTRACT Understanding clinical trajectories of sepsis patients is crucial for prognostication, resource planning, and to inform digital twin models of critical illness. This study aims to identify common clinical trajectories based on dynamic assessment of cardiorespiratory support using a validated electronic health record data that covers retrospective cohort of 19,177 patients with sepsis admitted to intensive care units (ICUs) of Mayo Clinic Hospitals over 8-year period. Patient trajectories were modeled from ICU admission up to 14 days using an unsupervised machine learning two-stage clustering method based on cardiorespiratory support in ICU and hospital discharge status. Of 19,177 patients, 42% were female with a median age of 65 (interquartile range [IQR], 55–76) years, The Acute Physiology, Age, and Chronic Health Evaluation III score of 70 (IQR, 56–87), hospital length of stay (LOS) of 7 (IQR, 4–12) days, and ICU LOS of 2 (IQR, 1–4) days. Four distinct trajectories were identified: fast recovery (27% with a mortality rate of 3.5% and median hospital LOS of 3 (IQR, 2–15) days), slow recovery (62% with a mortality rate of 3.6% and hospital LOS of 8 (IQR, 6–13) days), fast decline (4% with a mortality rate of 99.7% and hospital LOS of 1 (IQR, 0–1) day), and delayed decline (7% with a mortality rate of 97.9% and hospital LOS of 5 (IQR, 3–8) days). Distinct trajectories remained robust and were distinguished by Charlson Comorbidity Index, The Acute Physiology, Age, and Chronic Health Evaluation III scores, as well as day 1 and day 3 SOFA ( P < 0.001 ANOVA). These findings provide a foundation for developing prediction models and digital twin decision support tools, improving both shared decision making and resource planning.