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909 citation(s) found for "Ma, Caroline".

Cardiac Magnetic Resonance at 3.0 T in Patients With C282Y Homozygous Hereditary Hemochromatosis
Byrne, Danielle, Walsh, John P., Murphy, Ross T., McMorrow, Jason, Fagan, Andrew J., Poetrzyk, Aneta Kecler, Durand, Michael E., Norris, Suzanne, McKiernan, Susan, King, Gerard, Meaney, James F., Daly, Caroline, Byrne, Danielle, Walsh, John P., Murphy, Ross T., McMorrow, Jason, Fagan, Andrew J., Poetrzyk, Aneta Kecler, Durand, Michael E., Norris, Suzanne, McKiernan, Susan, King, Gerard, Meaney, James F., Daly, Caroline

Journal of Thoracic Imaging | April 15, 2022 | Volume: 37 | Issue: 5 | Pages: 300-306

10.1097/rti.0000000000000645 | PMID 35426858 Get It

Background: Iron-overload cardiomyopathy initially manifests with diastolic dysfunction and can progress to dilated cardiomyopathy if untreated. Previous studies have shown that patients with primary and secondary hemochromatosis can have subclinical left ventricle dysfunction with abnormalities on strain imaging. This study aimed to evaluate the relationship between cardiac T2* values and myocardial-wall strain in patients with hereditary hemochromatosis (HH) at the time of diagnosis and after a course of venesection treatment. Materials and Methods: Baseline cardiac magnetic resonance (CMR) at 3 T was performed in 19 patients with newly diagnosed HH with elevated serum ferritin levels and repeated after a course of treatment with venesection. Quantitative T2* mapping and strain analysis were performed offline using dedicated relaxometry fitting and feature-tracking software. Results: The majority (84%) of patients had normal baseline myocardial T2* values (mean 19.3 ms, range 8.9 to 31.2 ms), which improved significantly after venesection (mean 24.1 ms, range 11 to 38.1 ms) (P=0.021). Mean global radial strain significantly improved from 25.0 (range: 15.6 to 32.9) to 28.3 (range: 19.8 to 35.8) (P=0.001) and mean global circumferential strain improved, decreasing from −15.7 (range: −11.1 to −19.2) to −17.1 (range: −13.0 to −20.1) (P=0.001). Conclusion: Patients with HH may have normal T2* values in the presence of subclinical left ventricle dysfunction, which can be detected by abnormal radial and circumferential strain. As strain imaging improves following venesection in HH, it may serve as a useful biomarker to guide treatment.
Diabetes mellitus in relation to colorectal tumor molecular subtypes: A pooled analysis of more than 9000 cases
Harlid, Sophia , Guelpen, Bethany Van , Gylling, Björn , Aglago, Elom K. , Amitay, Efrat L. , Brenner, Hermann , Buchanan, Daniel D. , Cao, Yin , Chang‐Claude, Jenny , Drew, David A. , Figueiredo, Jane C. , French, Amy J. , Gallinger, Steven , Giannakis, Marios , Hoffmeister, Michael , Newton, Christina C. , Obón‐Santacana, Mireia , Song, Mingyang , Steinfelder, Robert S. , Thibodeau, Stephen N. , Woods, Michael O. , Phipps, Amanda I. , Harrison, Tabitha A. , Peters, Ulrike , Van Guelpen, Bethany , Amitay, Efrat L , Buchanan, Daniel D , Hoffmeister, Michael , Moreno, Victor , Murphy, Neil , Song, Mingyang , Cao, Yin , Drew, David A , Harrison, Tabitha A , Brenner, Hermann , Aglago, Elom K , Obón-Santacana, Mireia , Qu, Conghui , Campbell, Peter T. , Chan, Andrew T. , Giles, Graham G. , Gunter, Marc J. , Jenkins, Mark A. , Lin, Yi , Moreno, Vı́ctor , Murphy, Neil , Newcomb, Polly A. , Nowak, Jonathan A. , Ogino, Shuji , Potter, John D. , Sun, Wei , Toland, Amanda Ewart , Ugai, Tomotaka , Um, Caroline Y.

International Journal of Cancer | April 6, 2022 | Volume: 151 | Issue: 3 | Pages: 348-360

10.1002/ijc.34015 | PMID 35383926 Get It

AbstractDiabetes is an established risk factor for colorectal cancer. However, colorectal cancer is a heterogeneous disease and it is not well understood whether diabetes is more strongly associated with some tumor molecular subtypes than others. A better understanding of the association between diabetes and colorectal cancer according to molecular subtypes could provide important insights into the biology of this association. We used data on lifestyle and clinical characteristics from the Colorectal Cancer Family Registry (CCFR) and the Genetics and Epidemiology of Colorectal Cancer Consortium (GECCO), including 9756 colorectal cancer cases (with tumor marker data) and 9985 controls, to evaluate associations between reported diabetes and risk of colorectal cancer according to molecular subtypes. Tumor markers included BRAF and KRAS mutations, microsatellite instability and CpG island methylator phenotype. In the multinomial logistic regression model, comparing colorectal cancer cases to cancer‐free controls, diabetes was positively associated with colorectal cancer regardless of subtype. The highest OR estimate was found for BRAF‐mutated colorectal cancer, n = 1086 (ORfully adj: 1.67, 95% confidence intervals [CI]: 1.36‐2.05), with an attenuated association observed between diabetes and colorectal cancer without BRAF‐mutations, n = 7959 (ORfully adj: 1.33, 95% CI: 1.19‐1.48). In the case only analysis, BRAF‐mutation was differentially associated with diabetes (Pdifference = .03). For the other markers, associations with diabetes were similar across tumor subtypes. In conclusion, our study confirms the established association between diabetes and colorectal cancer risk, and suggests that it particularly increases the risk of BRAF‐mutated tumors.
Level I PD‐MCI Using Global Cognitive Tests and the Risk for Parkinson's Disease Dementia
Boel, Judith A., Bie, Rob M.A. de , Schmand, Ben , Dalrymple‐Alford, John C. , Adler, Charles H. , Goldman, Jennifer G. , Tröster, Alexander I. , Geurtsen, Gert J. , Disease, MDS Study Group Mild Cognitive Impairment in Parkinson's, Halliday, Glenda M. , Antonini, Angelo , Lewis, Simon J.G. , Biundo, Roberta , Segura, Bàrbara , Williams‐Gray, Caroline H. , de Bie, Rob M A , Adler, C H , Geurtsen, Gert J , Halliday, Glenda , Goldman, Jennifer G , Antonini, Angelo , Dalrymple-Alford, John C , Lewis, Simon J G , Williams-Gray, Caroline H , Segura, Barbara , Marras, Connie , Burn, David J. , Litvan, Irene , Disease, MDS Study Group Mild Cognitive Impairment in Parkinson's

Movement Disorders Clinical Practice | April 5, 2022 | Volume: 9 | Issue: 4 | Pages: 479-483

10.1002/mdc3.13451 | PMID 35582313 Get It

ABSTRACTBackgroundThe criteria for PD‐MCI allow the use of global cognitive tests. Their predictive value for conversion from PD‐MCI to PDD, especially compared to comprehensive neuropsychological assessment, is unknown.MethodsThe MDS PD‐MCI Study Group combined four datasets containing global cognitive tests as well as a comprehensive neuropsychological assessment to define PD‐MCI (n = 467). Risk for developing PDD was examined using a Cox model. Global cognitive tests were compared to neuropsychological test batteries (Level I&II) in determining risk for PDD.ResultsPD‐MCI based on a global cognitive test (MMSE or MoCA) increases the hazard for developing PDD (respectively HR = 2.57, P = 0.001; HR = 4.14, P = <0.001). The C‐statistics for MMSE (0.72) and MoCA (0.70) were lower than those based on neuropsychological tests (Level I = 0.82; Level II = 0.81). Sensitivity, specificity and diagnostic accuracy balance was best in Level II.ConclusionMMSE and MoCA predict conversion to PDD. However, Level II neuropsychological assessment seems the preferred assessment for PD‐MCI.
International consensus statement on allergy and rhinology: Olfaction
Patel, Zara M. , Holbrook, Eric H. , Turner, Justin H. , Adappa, Nithin D. , Albers, Mark W. , Altundağ, Aytuğ , Appenzeller, Simone , Costanzo, Richard M. , Croy, Ilona , Davis, Greg E. , Dehgani‐Mobaraki, Puya , Doty, Richard L. , Haehner, Antje , Hopkins, Claire , Hummel, Thomas , Jitaroon, Kawinyarat, Kern, Robert C. , Khanwalkar, Ashoke , Kobayashi, Masayoshi , Leopold, Donald A., Levy, Joshua M. , Marmura, Michael J. , Mclelland, Lisha, Miwa, Takaki , Moberg, Paul J., Mueller, Christian A. , Nigwekar, Sagar U. , O’Brien, Erin K. , Păunescu, Teodor G. , Philpott, Carl , Pinto, Jayant M. , Reiter, Evan R. , Schlosser, Rodney J. , Schwob, James E. , Seiden, Allen M., Smith, Timothy L. , Sowerby, Leigh J. , Tan, Bruce K. , Thamboo, Andrew , Wrobel, Bozena , Yan, Carol H. , Duffy, Valerie B , Goldstein, Bradley J , Gudis, David A , Haehner, Antje , Higgins, Thomas S , Hopkins, Claire , Huart, Caroline , Hummel, Thomas , Kern, Robert C , Khanwalkar, Ashoke R , Kobayashi, Masayoshi , Kondo, Kenji , Lane, Andrew P , Levy, Joshua M , Marmura, Michael J , O'Brien, Erin K , Paunescu, Teodor G , Pellegrino, Robert , Philpott, Carl , Roalf, David R , Rowan, Nicholas R , Schlosser, Rodney J , Schwob, James , Smith, Timothy L , Sowerby, Leigh , Yan, Carol , Holbrook, Eric H , Patel, Zara , Albers, Mark W , Adappa, Nithin D. , Gudis, David A. , Lechner, Matt , Rowan, Nicholas R. , Soler, Zachary M.

International Forum of Allergy & Rhinology | April 3, 2022 | Volume: 12 | Issue: 4 | Pages: 327-680

10.1002/alr.22929 | PMID 35373533 Get It

Abstract Background The literature regarding clinical olfaction, olfactory loss, and olfactory dysfunction has expanded rapidly over the past two decades, with an exponential rise in the past year. There is substantial variability in the quality of this literature and a need to consolidate and critically review the evidence. It is with that aim that we have gathered experts from around the world to produce this International Consensus on Allergy and Rhinology: Olfaction (ICAR:O). Methods Using previously described methodology, specific topics were developed relating to olfaction. Each topic was assigned a literature review, evidence‐based review, or evidence‐based review with recommendations format as dictated by available evidence and scope within the ICAR:O document. Following iterative reviews of each topic, the ICAR:O document was integrated and reviewed by all authors for final consensus. Results The ICAR:O document reviews nearly 100 separate topics within the realm of olfaction, including diagnosis, epidemiology, disease burden, diagnosis, testing, etiology, treatment, and associated pathologies. Conclusion This critical review of the existing clinical olfaction literature provides much needed insight and clarity into the evaluation, diagnosis, and treatment of patients with olfactory dysfunction, while also clearly delineating gaps in our knowledge and evidence base that we should investigate further.
Donation after circulatory death transplant outcomes using livers recovered by local surgeons
Macdonough, Elizabeth , Pont, Kylie , Valenti, Kristi , Lizaola‐Mayo, Blanca , Brooks, Abigail , Das, Devika , Heilman, Raymond L. , Mathur, Amit K. , Hewitt, Winston R. , Moss, Adyr A. , Aqel, Bashar , Reddy, Kunam S. , Jadlowiec, Caroline , Macdonough, Elizabeth , Pont, Kylie , Valenti, Kristi , Lizaola-Mayo, Blanca , Brooks, Abigail , Das, Devika , Heilman, Raymond , Mathur, Amit , Hewitt, Winston , Moss, Adyr , Aqel, Bashar A. , Reddy, Kunam S , Jadlowiec, Caroline C.

Liver Transplantation | March 25, 2022 | Volume: 28 | Issue: 11 | Pages: 1726-1734

10.1002/lt.26461 | PMID 35332655 Get It

Abstract Donation after circulatory death (DCD) liver transplantation (LT) outcomes have been attributed to multiple variables, including procurement surgeon recovery techniques. Outcomes of 196 DCD LTs at Mayo Clinic Arizona were analyzed based on graft recovery by a surgeon from our center (transplant procurement team [TPT]) versus a local procurement surgeon (non‐TPT [NTPT]). A standard recovery technique was used for all TPT livers. The recovery technique used by the NTPT was left to the discretion of that surgeon. A total of 129 (65.8%) grafts were recovered by our TPT, 67 (34.2%) by the NTPT. Recipient age (p = 0.43), Model for End‐Stage Liver Disease score (median 17 vs. 18; p = 0.22), and donor warm ischemia time (median 21.0 vs. 21.5; p = 0.86) were similar between the TPT and NTPT groups. NTPT livers had longer cold ischemia times (6.5 vs. 5.0 median hours; p < 0.001). Early allograft dysfunction (80.6% vs. 76.1%; p = 0.42) and primary nonfunction (0.8% vs. 0.0%; p = 0.47) were similar. Ischemic cholangiopathy (IC) treated with endoscopy occurred in 18.6% and 11.9% of TPT and NTPT grafts (p = 0.23). At last follow‐up, approximately half of those requiring endoscopy were undergoing a stent‐free trial (58.3% TPT; 50.0% NTPT; p = 0.68). IC requiring re‐LT in the first year occurred in 0.8% (n = 1) of TPT and 3.0% (n = 2) of NTPT grafts (p = 0.23). There were no differences in patient (hazard ratio [HR], 1.95; 95% confidence interval [CI], 0.76–5.03; p = 0.23) or graft (HR, 1.99; 95% CI, 0.98–4.09; p = 0.10) survival rates. Graft survival at 1 year was 91.5% for TPT grafts and 95.5% for NTPT grafts. Excellent outcomes can be achieved using NTPT for the recovery of DCD livers. There may be an opportunity to expand the use of DCD livers in the United States by increasing the use of NTPT.
Predictors of functional impairment in bipolar disorder: Results from 13 cohorts from seven countries by the global bipolar cohort collaborative
Burdick, Katherine E. , Millett, Caitlin E. , Yocum, Anastasia K. , Altimus, Cara M. , Aubin, V. , Belzeaux, Raoul , Berk, Michael , Biernacka, Joanna M. , Blumberg, Hilary P. , Cleare, Anthony J. , Diaz‐Byrd, Claudia , Dubertret, Caroline, Étain, Bruno , Forester, Brent P. , Fullerton, Janice M. , Frye, Mark A. , Gard, Sébastien, Godin, Ophélia , Klaus, Federica , Martínez‐Arán, Anabel , Olié, Émilie , Olorunfemi, Phebe, Passerieux, Christine , Peters, Amy T. , Pham, Dániel , Polosan, Mircea , Potter, J. , Samalin, Ludovic , Shanahan, Megan, Strawbridge, Rebecca , Stuart, Amanda L. , Ueland, Torrill, Williams, Lana J., Yatham, Lakshmi N. , Young, Allan H. , Nierenberg, Andrew A. , McInnis, Melvin G. , Biernacka, Joanna , Blumberg, Hilary P , Cleare, Anthony J , Etain, B , Fullerton, Janice M , Peters, Amy T , Potter, Julia R , Sajatovic, Martha , Strawbridge, Rebecca , Vieta, Eduard , Williams, Lana J , Wrobel, Anna L , Nierenberg, Andrew A , Pham, Daniel , Yatham, Lakshmi N , Young, Allan H , Berk, Michael , McInnis, Melvin G , Millett, Caitlin E , Burdick, K E , Samalin, Ludovic , Andreassen, Ole A. , Dubertret, Caroline , Eyler, Lisa T. , Haffen, Emmanuel , Lagerberg, Trine Vik , Leboyer, Marion , McElroy, Susan L. , Mitchell, Philip B , Schwan, Raymund , Torres, Ivan J.

Bipolar Disorders | March 24, 2022 | Volume: 24 | Issue: 7 | Pages: 709-719

10.1111/bdi.13208 | PMID 35322518 Get It

AbstractObjectivesPersistent functional impairment is common in bipolar disorder (BD) and is influenced by a number of demographic, clinical, and cognitive features. The goal of this project was to estimate and compare the influence of key factors on community function in multiple cohorts of well‐characterized samples of individuals with BD.MethodsThirteen cohorts from 7 countries included n = 5882 individuals with BD across multiple sites. The statistical approach consisted of a systematic uniform application of analyses across sites. Each site performed a logistic regression analysis with empirically derived “higher versus lower function” as the dependent variable and selected clinical and demographic variables as predictors.ResultsWe found high rates of functional impairment, ranging from 41 to 75%. Lower community functioning was associated with depressive symptoms in 10 of 12 of the cohorts that included this variable in the analysis. Lower levels of education, a greater number of prior mood episodes, the presence of a comorbid substance use disorder, and a greater total number of psychotropic medications were also associated with low functioning.ConclusionsThe bipolar clinical research community is poised to work together to characterize the multi‐dimensional contributors to impairment and address the barriers that impede patients' complete recovery. We must also identify the core features which enable many to thrive and live successfully with BD. A large‐scale, worldwide, prospective longitudinal study focused squarely on BD and its heterogeneous presentations will serve as a platform for discovery and promote major advances toward optimizing outcomes for every individual with this illness.
Wellness of hospitalists and hospital medicine advanced practice providers during the COVID‐19 pandemic, 2020–2021
Dugani, Sagar B. , Schroeder, Darrell R. , Geyer, Holly L. , Maniaci, Michael J. , Croghan, Ivana T. , Kashani, Daniel , Burton, M. Caroline , Maniaci, Michael J , Schroeder, Darrell , Dugani, Sagar B , Fischer, Karen M.

Journal of Hospital Medicine | March 24, 2022 | Volume: 17 | Issue: 4 | Pages: 259-267

10.1002/jhm.12812 | PMID 35535916 Get It

AbstractBackgroundThe early phase of the coronavirus disease 2019 (COVID‐19) pandemic had a negative impact on the wellness of hospitalists and hospital medicine advanced practice providers (APPs). However, the burden of the pandemic has evolved and the change in hospitalist and hospital medicine APP wellness is unknown.ObjectiveTo evaluate the longitudinal trend in wellness of hospitalists and hospital medicine APPs during the COVID‐19 pandemic and guide wellness interventions.Design, Setting and ParticipantsBetween May 4, 2020, and June 6, 2021, we administered three surveys to Internal Medicine hospitalists (physicians) and hospital medicine APPs (nurse practitioners and physician assistants) at 16 Mayo Clinic hospitals in four U.S. states.MeasurementsWe evaluated the association of hospitalist and hospital medicine APP characteristics with PROMIS® measures of global wellbeing‐mental health, global wellbeing‐social activities and relationships, anxiety, social isolation, and emotional support, using logistic and linear regression models.ResultsThe response rates were 52.2% (n=154/295; May 2020), 37.1% (n=111/299; October 2020) and 35.5% (n=114/321; May 2021). In mixed models that included hospitalist and hospital medicine APP characteristics and survey period, APPs, compared with physicians, had lower odds of top global wellbeing‐social activities and relationships (adjusted odds ratio 0.42 [0.22–0.82]; p = .01), whereas survey period showed no association. The survey period showed an independent association with higher anxiety (May 2020 vs. others) and higher social isolation (October 2020 vs. others), whereas profession showed no association. Concern about contracting COVID‐19 at work was significantly associated with lower odds of top global wellbeing‐mental health and global wellbeing‐social activities and relationships, and with higher anxiety and social isolation. Hospitalist and hospital medicine APP characteristics showed no association with levels of emotional support.ConclusionsIn this longitudinal assessment of hospitalists and hospital medicine APPs, concern about contracting COVID‐19 at work remained a determinant of wellness. The trend for global wellbeing, anxiety, and social isolation may guide wellness interventions.
Dysregulation of serum prolactin links the hypothalamus with female nociceptors to promote migraine
Watanabe, Moe, Kopruszinski, Caroline Machado , Moutal, Aubin , Ikegami, Daigo , Chen, Yanxia , Ross, Sarah, Mackenzie, Kimberly D., Stratton, Jennifer , Navratilova, Edita , Kopruszinski, Caroline , Khanna, Rajesh , Dodick, David W. , Navratilova, Edita , Porreca, Frank

Brain | March 22, 2022 | Volume: 145 | Issue: 8 | Pages: 2894-2909

10.1093/brain/awac104 | PMID 35325034 Get It

AbstractMigraine headache results from activation of meningeal nociceptors, however, the hypothalamus is activated many hours before the emergence of pain. How hypothalamic neural mechanisms may influence trigeminal nociceptor function remains unknown. Stress is a common migraine trigger that engages hypothalamic dynorphin/kappa opioid receptor (KOR) signalling and increases circulating prolactin. Prolactin acts at both long and short prolactin receptor isoforms that are expressed in trigeminal afferents. Following downregulation of the prolactin receptor long isoform, prolactin signalling at the prolactin receptor short isoform sensitizes nociceptors selectively in females. We hypothesized that stress may activate the kappa opioid receptor on tuberoinfundibular dopaminergic neurons to increase circulating prolactin leading to female-selective sensitization of trigeminal nociceptors through dysregulation of prolactin receptor isoforms.A mouse two-hit hyperalgesic priming model of migraine was used. Repeated restraint stress promoted vulnerability (i.e. first-hit priming) to a subsequent subthreshold (i.e. second-hit) stimulus from inhalational umbellulone, a TRPA1 agonist. Periorbital cutaneous allodynia served as a surrogate of migraine-like pain. Female and male KORCre; R26lsl-Sun1-GFP mice showed a high percentage of KORCre labelled neurons co-localized in tyrosine hydroxylase-positive cells in the hypothalamic arcuate nucleus. Restraint stress increased circulating prolactin to a greater degree in females. Stress-primed, but not control, mice of both sexes developed periorbital allodynia following inhalational umbellulone. Gi-DREADD activation (i.e. inhibition through Gi-coupled signalling) in KORCre neurons in the arcuate nucleus also increased circulating prolactin and repeated chemogenetic manipulation of these neurons primed mice of both sexes to umbellulone. Clustered regularly interspaced short palindromic repeats–Cas9 deletion of the arcuate nucleus KOR prevented restraint stress-induced prolactin release in female mice and priming from repeated stress episodes in both sexes. Inhibition of circulating prolactin occurred with systemic cabergoline, a dopamine D2 receptor agonist, blocked priming selectively in females. Repeated restraint stress downregulated the prolactin receptor long isoform in the trigeminal ganglia of female mice. Deletion of prolactin receptor in trigeminal ganglia by nasal clustered regularly interspaced short palindromic repeats–Cas9 targeting both prolactin receptor isoforms prevented stress-induced priming in female mice.Stress-induced activation of hypothalamic KOR increases circulating prolactin resulting in trigeminal downregulation of prolactin receptor long and pain responses to a normally innocuous TRPA1 stimulus. These are the first data that provide a mechanistic link between stress-induced hypothalamic activation and the trigeminal nociceptor effectors that produce trigeminal sensitization and migraine-like pain. This sexually dimorphic mechanism may help to explain female prevalence of migraine. KOR antagonists, currently in phase II clinical trials, may be useful as migraine preventives in both sexes, while dopamine agonists and prolactin/ prolactin receptor antibodies may improve therapy for migraine, and other stress-related neurological disorders, in females.
Abstract 10629: Effect of Empagliflozin on Blood Volume Redistribution in Patients with Chronic Heart Failure and Reduced Ejection Fraction
Jensen, Jesper , Videbæk, Lars , Schou, Morten , Omar, Massar , Jensen, Jesper, Burkhoff, Daniel , Frederiksen, Peter , Kistorp, Caroline , Poulsen, Mikael Kjær , Gustafsson, Finn , Køber, Lars , Borlaug, Barry A. , Møller, Jacob Eifer

Circulation | March 19, 2022 | Volume: 144 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.144.suppl_1.10629 Get It

Background: The relationship between blood volume and pressure in the vascular system can be described in terms of unstressed and stressed blood volume. Stressed blood volume determines venous pressure and provides preload back to the heart, which regulates the generation of cardiac output (CO) via the Frank-starling mechanism. Whether sodium-glucose cotransporter-2 (SGLT2i) favorably modifies stressed blood volume is not known. Hypothesis: To investigate the effect of SGLT2i (empagliflozin) on the hemodynamic estimated stressed blood volume (eSBV) in HFrEF patients compared to placebo. Methods: A post hoc analysis of investigator-initiated, double-blinded, placebo-controlled, randomized trial. Seventy patients were assigned to empagliflozin of 10 mg or matching placebo once daily for 12 weeks. Patients underwent right heart catheterization at rest and during exercise at baseline and follow-up. Outcome was change in eSBV after 12 weeks of empagliflozin treatment at each level of exercise. We conducted computer-modelling simulations based on invasive hemodynamic assessment to measure eSBV. Results: HFrEF patients with mean age was 57 years, mean ejection fraction 27%, 47 (71%) on diuretics were randomized. After 12 weeks treatment exercise eSBV was significantly reduced at 0 watt, 25 watt and 25 % of maximal exercise watt, compared to placebo [(0 watt; –258 mL, 95% CI –476 to –39, p=0.021); (25 watt; –301 mL, 95% CI –561 to –40, p=0.024); and (25% of peak exercise watt; –262 mL, 95% CI –490 to –34, p=0.024)]. There was no effect on rest, or at peak exercise eSBV [(Rest; –75 ml, 95% confidence interval [CI] –279 to 130; p=0.47); and (Peak; –96 mL, 95% CI –444 to 251, p=0.59)]. This was consistent among patients with and without type 2 diabetes, etiology of HFrEF, and diuretic usage (Figure 1). Conclusion: Empagliflozin may contribute to shift blood from the effective circulatory beds to the venous reservoir in reducing filling pressure and eSBV, but maintaining CO.
Abstract 10602: Baseline Clinical and Genetic Data Based Machine Learning Predictions of 1-Year Ischemic Outcomes Following Percutaneous Coronary Intervention
Raina, Anvi , Lennon, Ryan J. , Gulati, Rajiv , Rosenberg, Yves , So, Derek , Farkouh, Michael E. , Athreya, Arjun P. , Pereira, Naveen L. , Grant, Caroline, Goodman, Shaun G. , Lerman, Amir

Circulation | March 19, 2022 | Volume: 144 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.144.suppl_1.10602 Get It

Background: Ischemic event rates are low after percutaneous coronary intervention (PCI), conversely second generation P2Y12 inhibitors increase bleeding therefore identifying patients at risk to enable precision in prescribing dual anti-platelet therapy (DAPT) is of clinical interest. Prior machine-learning predictive analyses have been limited by use of older generation stents and lack of genetic data. We utilized clinical and genetic data of patients with new generation stents enrolled in TAILOR-PCI, a 40-center international trial to predict ischemic events after PCI. Methods: There were 4398 eligible post PCI patients with acute coronary syndromes or stable coronary artery disease who were randomly split into training (n=3299) and validation (n=1099) cohorts. The primary endpoint comprising of cardiovascular death, myocardial infarction, stroke, or stent thrombosis within 12 months of PCI was predicted with patient characteristics prior to hospital discharge. First, random forests were used for feature selection with 1,000 bootstraps comprising equal numbers of those with and without ischemic events to minimize the bias of sample imbalance. Features were selected by a consensus on variable-importance over bootstraps. Second, using these features in the training cohort, support vector machines (SVM) with a polynomial kernel was trained with repeated 5-fold cross validation to choose a model with highest area under the receiver operating characteristic curve (AUC) which was then used to predict ischemic events in the validation cohort. Results: The primary endpoint occurred in 2.4% of patients. Using 89 clinical and genetic variables in the random-forest feature selection step, variable importance-based consensus identified 50 top predictors. These 50 predictors achieved AUC=0.703 in the SVM training cohort and AUC=0.744 (specificity=0.84; sensitivity =0.43) in the SVM validation cohort. Conclusions: Machine learning methods using baseline clinical and genetic data enables prediction of infrequent ischemic events in post PCI patients receiving new generation stents. The role of such artificial intelligence algorithms in individualization of DAPT by identifying high or low risk patients needs to be explored.