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1.
Article in English | MEDLINE | ID: mdl-38781428

ABSTRACT

AIMS: The association between secondary mitral regurgitation (MR) and right ventricular (RV) dysfunction in heart failure patients with non-ischemic cardiomyopathy (NICM) is unclear. Hence, our objective was to study the association between secondary MR and the occurrence of RV dysfunction among patients with NICM using cardiac magnetic resonance (CMR). METHODS AND RESULTS: Patients with NICM were enrolled in a prospective observational registry between 2008-2019. CMR was used to quantify MR severity along with RV function. RV dysfunction was defined as RV ejection fraction <45%. The outcome of the study was a composite event of all-cause death, heart transplantation, or left ventricular assist device implantation at follow-up. In the study cohort of 241 patients, RV dysfunction (RVEF < 45%) was present in 148 (61%). In comparison to patients without RV dysfunction, those with RV dysfunction had higher median MR volume (23 ml [IQR 16-31ml] vs 18 ml [IQR 12-25 ml], P=0.002) and MR fraction (33% [IQR 25-43%] vs 22% [IQR 15-29%], P<0.001). Furthermore, secondary MR was independently associated with RV dysfunction: MR volume ≥ 24ml (OR 3.21, 95% CI 1.26-8.15, P= 0.01) and MR fraction≥ 30% (OR 5.46, 95% 2.23-13.35, P=0.002). Increasing RVEF (every 1% increase) was independently associated with lower risk of adverse events (HR 0.98, 95% 0.95, 1.00, P=0.047). CONCLUSIONS: In patients with NICM, the severity of secondary MR is associated with an increased prevalence of RV dysfunction. RV dysfunction is not only associated with the severity of LV dysfunction, but also with the severity of secondary MR.

2.
J Am Heart Assoc ; 13(8): e033510, 2024 Apr 16.
Article in English | MEDLINE | ID: mdl-38567665

ABSTRACT

BACKGROUND: Pulmonary hypertension (PH) and secondary mitral regurgitation (MR) are associated with adverse outcomes after mitral transcatheter edge-to-edge repair. We aim to study the prognostic value of invasively measured right ventricular afterload in patients undergoing mitral transcatheter edge-to-edge repair. METHODS AND RESULTS: We identified patients who underwent right heart catheterization ≤1 month before transcatheter edge-to-edge repair. The end points were all-cause mortality and a composite of mortality and heart failure hospitalization at 2 years. Using the receiver operating characteristic curve-derived threshold of 0.6 for pulmonary effective arterial elastance ([Ea], pulmonary artery systolic pressure/stroke volume), patients were stratified into 3 profiles based on PH severity (low elastance [HE]: Ea <0.6/mean pulmonary artery pressure (mPAP)) <35; High Elastance with No/Mild PH (HE-): Ea ≥0.6/mPAP <35; and HE with Moderate/Severe PH (HE+): Ea ≥0.6/mPAP ≥35) and MR pathogenesis (Primary MR [PMR])/low elastance, PMR/HE, and secondary MR). The association between this classification and clinical outcomes was examined using Cox regression. Among 114 patients included, 50.9% had PMR. Mean±SD age was 74.7±10.6 years. Patients with Ea ≥0.6 were more likely to have diabetes, atrial fibrillation, New York Heart Association III/IV status, and secondary MR (all P<0.05). Overall, 2-year cumulative survival was 71.1% and was lower in patients with secondary MR and mPAP ≥35. Compared with patients with low elastance, cumulative 2-year event-free survival was significantly lower in HE- and HE+ patients (85.5% versus 50.4% versus 41.0%, respectively, P=0.001). Also, cumulative 2-year event-free survival was significantly higher in patients with PMR/low elastance when compared with PMR/HE and patients with secondary mitral regurgitation (85.5% versus 55.5% versus 46.1%, respectively, P=0.005). CONCLUSIONS: Assessment of the preprocedural cardiopulmonary profile based on mPAP, MR pathogenesis, and Ea guides patient selection by identifying hemodynamic features that indicate likely benefit from mitral-transcatheter edge-to-edge repair in PH or lack thereof.


Subject(s)
Heart Valve Prosthesis Implantation , Mitral Valve Insufficiency , Humans , Middle Aged , Aged , Aged, 80 and over , Prognosis , Mitral Valve Insufficiency/surgery , Hemodynamics , Cardiac Catheterization/adverse effects , Pulmonary Artery , Treatment Outcome , Heart Valve Prosthesis Implantation/adverse effects
4.
Clin Transplant ; 38(2): e15249, 2024 02.
Article in English | MEDLINE | ID: mdl-38369810

ABSTRACT

BACKGROUND: Desensitization is one of the strategies to reduce antibodies and facilitate heart transplantation in highly sensitized patients. We describe our center's desensitization experience with combination of plasma cell (PC) depletion therapy (with proteasome inhibitor or daratumumab) and costimulation blockade (with belatacept). METHODS: We reviewed five highly sensitized patients who underwent desensitization therapy with plasma cell depletion and costimulation blockade. We evaluated the response to therapy by measuring the changes in cPRA, average MFI, and number of positive beads > 5000MFI. RESULTS: Five patients, mean age of 56 (37-66) years with average cPRA of 98% at 5000 MFI underwent desensitization therapy. After desensitization, mean cPRA decreased from 98% to 70% (p = .09), average number of beads > 5000 MFI decreased from 59 to 37 (p = .15), and average MFI of beads > 5000 MFI decreased from 16713 to 13074 (p = .26). CONCLUSION: Combined PC depletion and CoB could be a reasonable strategy for sustained reduction in antibodies in highly sensitized patients being listed for heart transplantation.


Subject(s)
Heart Transplantation , Plasma Cells , Humans , Middle Aged , Abatacept/therapeutic use , Abatacept/pharmacology , Desensitization, Immunologic , Graft Rejection/etiology , Graft Rejection/prevention & control , HLA Antigens , Isoantibodies , Proteasome Inhibitors , Adult , Aged
5.
Artif Organs ; 48(5): 536-542, 2024 May.
Article in English | MEDLINE | ID: mdl-38189564

ABSTRACT

BACKGROUND: Pump exchange is an established strategy to treat LVAD-related complications such as thrombosis, infection, and driveline failure. Pump upgrades with an exchange to newer generation devices are being performed to the advantage of the patient on long-term support. The safety and efficacy of a repeat LVAD exchange with a concomitant upgrade to a third-generation pump have not been reported. METHODS: We performed a retrospective analysis of all consecutive patients who underwent a repeat LVAD device exchange and upgrade to HeartMate III (HMIII) at Houston Methodist Hospital between December 2018 and December 2020. RESULTS: Five patients underwent exchange and upgrade to HMIII within the specified timeframe. Four patients had already had two prior exchanges (all HMII to HMII), and one patient had one prior exchange (HVAD to HVAD). In all cases, implantation was performed as destination therapy. The surgical exchange was performed via redo median sternotomy on full cardiopulmonary bypass. No unplanned redo surgery of the device component was required. In-hospital mortality was 20% in this very high-risk population. At 1-, 3-, and 6-month follow-up, all discharged patients were on HMIII support, with no major LVAD-related adverse events reported. CONCLUSION: We report the feasibility and safety of a repeat pump exchange with an upgrade to HMIII in a high-volume center. The decision for medical therapy versus surgical exchange has to be tailored to individual cases based on risk factors and clinical stability but in expert hands, even a re-redo surgical approach grants options for good medium-term outcomes.


Subject(s)
Heart Failure , Heart Transplantation , Heart-Assist Devices , Humans , Heart Failure/surgery , Retrospective Studies , Heart-Assist Devices/adverse effects , Hospitals
6.
Infect Control Hosp Epidemiol ; 45(3): 374-376, 2024 Mar.
Article in English | MEDLINE | ID: mdl-37946375

ABSTRACT

Infections from prolonged use of axillary intra-aortic balloon pumps (IABPs) have not been well studied. Bloodstream infection (BSI) occurred in 13% of our patients; however, no difference in outcome was noted between those with BSI and those without. Further studies regarding protocol developments that minimize BSI risk are needed.


Subject(s)
Intra-Aortic Balloon Pumping , Sepsis , Humans , Intra-Aortic Balloon Pumping/adverse effects , Intra-Aortic Balloon Pumping/methods , Research Design , Sepsis/etiology
7.
Front Cardiovasc Med ; 10: 1321415, 2023.
Article in English | MEDLINE | ID: mdl-38094114

ABSTRACT

Background: Hemodynamic Frontiers in Heart Failure (HF2) is a multicenter academic research consortium comprised of 14 US institutions with mature remote monitoring programs for ambulatory patients with heart failure (HF). The consortium developed a retrospective and prospective registry of patients implanted with a wireless pulmonary artery pressure (PAP) sensor. Goals/aims: HF2 registry collects demographic, clinical, laboratory, echocardiographic (ECHO), and hemodynamic data from patients with PAP sensors. The aims of HF2 are to advance understanding of HF and to accelerate development of novel diagnostic and therapeutic innovations. Methods: HF2 includes adult patients implanted with a PAP sensor as per FDA indications (New York Heart Association (NYHA) Class III HF functional class with a prior hospitalization, or patients with NYHA Class II or brain natriuretic peptide (BNP) elevation without hospitalization) at a HF2 member site between 1/1/19 to present. HF2 registry is maintained at University of Kansas Medical Center (KUMC). The registry was approved by the institutional review board (IRB) at all participating institutions with required data use agreements. Institutions report data into the electronic registry database using REDCap, housed at KUMC. Results: This initial data set includes 254 patients implanted from the start of 2019 until May 2023. At time of device implant, the cohort average age is 73 years old, 59.8% are male, 72% have NYHA Class III HF, 40% have left ventricular ejection fraction (LVEF) < 40%, 35% have LVEF > 50%, mean BNP is 560 pg/ml, mean N-Terminal pro-BNP (NTproBNP) is 5,490 pg/ml, mean creatinine is 1.65 mg/dl. Average baseline hemodynamics at device implant are right atrial pressure (RAP) of 11 mmHg, pulmonary artery systolic pressure (PASP) of 47 mmHg, pulmonary artery diastolic pressure (PADP) 21 mmHg, mean pulmonary artery pressure (mPAP) of 20 mmHg, pulmonary capillary wedge pressure (PCWP) of 19 mmHg, cardiac output (CO) of 5.3 L/min, and cardiac index (CI) of 2.5 L/min/m2. Conclusion: A real-world registry of patients implanted with a PAP sensor enables long-term evaluation of hemodynamic and clinic outcomes in highly-phenotyped ambulatory HF patients, and creates a unique opportunity to validate and test novel diagnostic and therapeutic approaches to HF.

8.
Pulm Circ ; 13(4): e12303, 2023 Oct.
Article in English | MEDLINE | ID: mdl-37937122

ABSTRACT

Pulmonary hypertension secondary to left-sided valvular disease (VHD-PH) is associated with high morbidity and mortality. Angiotensin-receptor neprilysin inhibitor (ARNI) is a novel pharmacotherapy, which reduces afterload with natriuresis and peripheral vasodilation. Our cases demonstrate that ARNI may also have a role in the treatment of combined pre- and postcapillary pulmonary hypertension that is independent of its effect on pulmonary capillary wedge pressure and cardiac output. Future prospective trials are needed to evaluate role of ARNIs in treatment of VHD-PH.

10.
J Card Fail ; 29(11): 1571-1575, 2023 11.
Article in English | MEDLINE | ID: mdl-37328050

ABSTRACT

BACKGROUND: Ambulatory hemodynamic monitoring (AHM) using an implantable pulmonary artery pressure sensor (CardioMEMS) is effective in improving outcomes for patients with heart failure. The operations of AHM programs are crucial to clinical efficacy of AHM yet have not been described. METHODS AND RESULTS: An anonymous, voluntary, web-based survey was developed and emailed to clinicians at AHM centers in the United States. Survey questions were related to program volume, staffing, monitoring practices, and patient selection criteria. Fifty-four respondents (40%) completed the survey. Respondents were 44% (n = 24) advanced HF cardiologists and 30% (n = 16) advanced nurse practitioners. Most respondents practice at a center that implants left ventricular assist devices (70%) or performs heart transplantation (54%). Advanced practice providers provide day-to-day monitoring and management in most programs (78%), and use of protocol-driven care is limited (28%). Perceived patient nonadherence and inadequate insurance coverage are cited as the primary barriers to AHM. CONCLUSIONS: Despite broad US Food and Drug Administration approval for patients with symptoms and at increased risk for worsening heart failure, the adoption of pulmonary artery pressure monitoring is concentrated at advanced heart failure centers, and modest numbers of patients are implanted at most centers. Understanding and addressing the barriers to referral of eligible patients and to broader adoption in community heart failure programs is needed to maximize the clinical benefits of AHM.


Subject(s)
Heart Failure , Heart Transplantation , Hemodynamic Monitoring , Humans , United States/epidemiology , Heart Failure/diagnosis , Heart Failure/therapy , Monitoring, Ambulatory , Hemodynamics , Pulmonary Artery , Blood Pressure Monitoring, Ambulatory/methods
11.
Curr Opin Cardiol ; 38(3): 275-279, 2023 05 01.
Article in English | MEDLINE | ID: mdl-37016997

ABSTRACT

PURPOSE OF REVIEW: This article aims to shed light on the major implications of the new allocation system by discussing the observed outcomes and complications and suggesting a few steps to prevent and manage those potential challenges. RECENT FINDINGS: The new allocation system implemented in 2018 aimed to prioritize high-risk patients and provide a better equitable opportunity for heart transplantation. However, despite the success in reducing wait-list mortality, this change brought up many direct and indirect challenges to patient care, such as worsening ischemic time and an increase in the use of temporary mechanical support at the expense of durable LVADs. Moreover, the parallel advancement in LVAD technology and the associated improvement in patient outcomes added another layer to the complexity of shared decision-making in the advanced heart failure population. SUMMARY: LVAD patient population is expected to continue to expand. This growth will also be accompanied by longer wait-time and a higher prevalence of LVAD complications. Advanced technologies such as wireless devices and remote monitoring are quite promising in that regard. Also, advanced artificial intelligence algorithms might help to improve patient selection, ameliorate early detection of complications, and offer further guidance to manage those complications.


Subject(s)
Heart Failure , Heart Transplantation , Heart-Assist Devices , Humans , Artificial Intelligence , Heart Failure/surgery , Patient Selection , Treatment Outcome
12.
Front Cardiovasc Med ; 10: 1077365, 2023.
Article in English | MEDLINE | ID: mdl-36937902

ABSTRACT

Background: In this multicenter prospective study, we explored the relationship between pulmonary artery pressure (PAP) at rest and in response to a 6-min walk test (6MWT) in ambulatory patients with heart failure (HF) with an implantable PAP sensor (CardioMEMS, Abbott). Methods: Between 5/2019 and 2/2021, HF patients with a CardioMEMS sensor were recruited from seven sites. PAP was recorded in the supine and seated position at rest and in the seated position immediately post-exercise. Results: In our cohort of 66 patients, mean age was 70 ± 12 years, 67% male, left ventricular ejection fraction (LVEF) < 50% in 53%, mean 6MWT distance was 277 ± 95 meters. Resting seated PAPs were 31 ± 15 mmHg (systolic), 13 ± 8 mmHg (diastolic), and 20 ± 11 mmHg (mean). The pressures were lower in the seated rather than the supine position. After 6MWT, the pressures increased to PAP systolic 37 ± 19 mmHg (p < 0.0001), diastolic 15 ± 10 mmHg (p = 0.006), and mean 24 ± 13 mmHg (p < 0.0001). Patients with elevated PAP diastolic at rest (>15 mmHg) demonstrated a greater increase in post-exercise PAP. Conclusion: The measurement of PAP with CardioMEMS is feasible immediately post-exercise. Despite being well-managed, patients had severely limited functional capacity. We observed a significant increase in PAP with ambulation which was greater in patients with higher baseline pressures.

13.
Int J Artif Organs ; 46(4): 226-234, 2023 Apr.
Article in English | MEDLINE | ID: mdl-36895175

ABSTRACT

We sought to evaluate whether differences in left ventricular assist device (LVAD) canula alignment are associated with stroke. There is a paucity of clinical data on contribution of LVAD canulae alignment to strokes. We conducted a retrospective analysis of patients who underwent LVAD implantation at Houston Methodist hospital from 2011 to 2016 and included those who had undergone cardiac computed tomography (CT) with contrast. LVAD graft alignment using X-ray, echocardiography, and cardiac CT was evaluated. The primary outcome was stroke within 1 year of LVAD implantation. Of the 101 patients that underwent LVAD Implantation and cardiac CT scan during the study period, 78 met inclusion criteria. The primary outcome occurred in 12 (15.4%) patients with a median time to stroke of 77 days (interquartile range: 42-132 days). Of these, 10 patients had an ischemic and two had hemorrhagic strokes. The predominant device type was Heart Mate II (94.8%). Patients with LVAD outflow cannula to aortic angle lesser than 37.5° and those with outflow graft diameter of anastomosis less than 1.5 cm (assessed by cardiac CT) had significantly higher stroke risk (p < 0.001 and p = 0.01 respectively). In HMII patients, a lower LVAD speed at the time of CT scan was associated with stroke. Further studies are needed to identify optimal outflow graft configuration to mitigate stroke risk.


Subject(s)
Heart Failure , Heart-Assist Devices , Stroke , Humans , Retrospective Studies , Cannula , Echocardiography , Stroke/diagnostic imaging , Stroke/etiology , Heart-Assist Devices/adverse effects
15.
Methodist Debakey Cardiovasc J ; 18(4): 11-18, 2022.
Article in English | MEDLINE | ID: mdl-36132574

ABSTRACT

Renal dysfunction, a prevalent comorbidity in advanced heart failure, is associated with significant morbidity and mortality after heart transplantation. In the recent era, the field of combined heart-kidney transplantation has experienced great success in the treatment of both renal and cardiac dysfunction in end-stage disease states, and the number of transplants has increased dramatically. In this review, we discuss appropriate indications and selection criteria, overall and organ-specific outcomes, and future perspectives in the field of combined heart-kidney transplantation.


Subject(s)
Heart Failure , Heart Transplantation , Kidney Transplantation , Heart Failure/complications , Heart Failure/diagnosis , Heart Failure/surgery , Heart Transplantation/adverse effects , Humans , Kidney Transplantation/adverse effects , Patient Selection , Treatment Outcome
16.
Methodist Debakey Cardiovasc J ; 18(4): 19-26, 2022.
Article in English | MEDLINE | ID: mdl-36132586

ABSTRACT

Late-stage heart failure and renal dysfunction are often seen in conjunction. Cardiorenal syndrome (CRS) describes the complex interaction between the two disease states. Early literature described the pathophysiology of CRS as related only to reduced cardiac output and decreased renal perfusion. Recent literature suggests a more multifaceted mechanism. Left ventricular assist devices (LVAD), used as bridge-to-transplant and destination therapy in patients with heart failure, impact not only cardiac function but also renal function, especially in those patients with preoperative renal dysfunction. The mechanism by which LVAD implantation affects renal function is complex and understated in early literature. In this review, we discuss the pathogenesis of CRS, the impact of preoperative renal dysfunction in patients undergoing LVAD implantation, and the effect of LVAD implantation on postoperative renal function.


Subject(s)
Heart Failure , Heart-Assist Devices , Kidney Diseases , Ventricular Dysfunction, Left , Heart Failure/diagnosis , Heart Failure/etiology , Heart Failure/therapy , Heart-Assist Devices/adverse effects , Humans , Kidney , Kidney Diseases/etiology , Retrospective Studies , Treatment Outcome
17.
Int J Mol Sci ; 23(18)2022 Sep 09.
Article in English | MEDLINE | ID: mdl-36142350

ABSTRACT

To ameliorate diabetes mellitus-associated heart failure with preserved ejection fraction (HFpEF), we plan to lower diabetes-mediated oxidative stress-induced 4-hydroxy-2-nonenal (4HNE) accumulation by pharmacological agents that either decrease 4HNE generation or increase its detoxification.A cellular reactive carbonyl species (RCS), 4HNE, was significantly increased in diabetic hearts due to a diabetes-induced decrease in 4HNE detoxification by aldehyde dehydrogenase (ALDH) 2, a cardiac mitochondrial enzyme that metabolizes 4HNE. Therefore, hyperglycemia-induced 4HNE is critical for diabetes-mediated cardiotoxicity and we hypothesize that lowering 4HNE ameliorates diabetes-associated HFpEF. We fed a high-fat diet to ALDH2*2 mice, which have intrinsically low ALDH2 activity, to induce type-2 diabetes. After 4 months of diabetes, the mice exhibited features of HFpEF along with increased 4HNE adducts, and we treated them with vehicle, empagliflozin (EMP) (3 mg/kg/d) to reduce 4HNE and Alda-1 (10 mg/kg/d), and ALDH2 activator to enhance ALDH2 activity as well as a combination of EMP + Alda-1 (E + A), via subcutaneous osmotic pumps. After 2 months of treatments, cardiac function was assessed by conscious echocardiography before and after exercise stress. EMP + Alda-1 improved exercise tolerance, diastolic and systolic function, 4HNE detoxification and cardiac liver kinase B1 (LKB1)-AMP-activated protein kinase (AMPK) pathways in ALDH2*2 mice with diabetes-associated HFpEF. This combination was even more effective than EMP alone. Our data indicate that ALDH2 activation along with the treatment of hypoglycemic agents may be a salient strategy to alleviate diabetes-associated HFpEF.


Subject(s)
Diabetes Mellitus, Type 2 , Heart Failure , AMP-Activated Protein Kinases/metabolism , Aldehyde Dehydrogenase/metabolism , Aldehyde Dehydrogenase, Mitochondrial/genetics , Aldehyde Dehydrogenase, Mitochondrial/metabolism , Animals , Benzhydryl Compounds , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/drug therapy , Glucosides , Heart Failure/drug therapy , Heart Failure/etiology , Hypoglycemic Agents/pharmacology , Hypoglycemic Agents/therapeutic use , Mice , Stroke Volume
18.
Int J Artif Organs ; 45(11): 911-918, 2022 Nov.
Article in English | MEDLINE | ID: mdl-35941752

ABSTRACT

OBJECTIVES: We sought to examine the efficacy and safety of adding fibrinogen-guided low-dose multi-day Alteplase™ tissue plasminogen activator (tPA) in the management of intravascular hemolysis (IVH) in patients with the HeartMate II (HM-II) continuous flow (CF) left ventricular assist device (LVAD) who failed to achieve IVH resolution with conventional augmented anticoagulation (AAC). BACKGROUND: IVH in patients with LVAD is often treated with AAC, failing which pump exchange is considered. We hypothesized that a trial of low-dose tPA after failed AAC therapy could resolve IVH and prevent pump exchange in some patients. METHODS: We performed a retrospective study of 31 HM-II CF LVAD patients admitted to our center from January 2015 to January 2020 for IVH management who received tPA following failed AAC. Primary 6-month outcomes included successful IVH resolution, unsuccessful IVH resolution requiring pump exchange, gastrointestinal bleeding, ischemic and hemorrhagic cerebrovascular accident (CVA), and death. RESULTS: Thirty-one patients with IVH were treated with tPA following failed AAC. Successful resolution of IVH occurred in 22/31 (71%) patients. Pump exchange occurred in 9/31 (29%) patients. Gastrointestinal bleeding occurred in 7/31 (22.6%) patients. Ischemic CVA occurred in 6/31 (19.4%) patients. CONCLUSIONS: Management of IVH with administration of low-dose tPA after failed AAC is feasible and may prevent pump exchange in some patients.


Subject(s)
Heart Failure , Heart-Assist Devices , Thrombosis , Anticoagulants/adverse effects , Fibrinogen/therapeutic use , Gastrointestinal Hemorrhage/etiology , Heart Failure/therapy , Heart-Assist Devices/adverse effects , Hemolysis , Humans , Retrospective Studies , Thrombosis/prevention & control , Tissue Plasminogen Activator/adverse effects
19.
Transplantation ; 106(10): e452-e460, 2022 10 01.
Article in English | MEDLINE | ID: mdl-35859275

ABSTRACT

BACKGROUND: Solid organ transplant recipients (SOTRs) are less likely to mount an antibody response to SARS-CoV-2 mRNA vaccines. Understanding risk factors for impaired vaccine response can guide strategies for antibody testing and additional vaccine dose recommendations. METHODS: Using a nationwide observational cohort of 1031 SOTRs, we created a machine learning model to explore, identify, rank, and quantify the association of 19 clinical factors with antibody responses to 2 doses of SARS-CoV-2 mRNA vaccines. External validation of the model was performed using a cohort of 512 SOTRs at Houston Methodist Hospital. RESULTS: Mycophenolate mofetil use, a shorter time since transplant, and older age were the strongest predictors of a negative antibody response, collectively contributing to 76% of the model's prediction performance. Other clinical factors, including transplanted organ, vaccine type (mRNA-1273 versus BNT162b2), sex, race, and other immunosuppressants, showed comparatively weaker associations with an antibody response. This model showed moderate prediction performance, with an area under the receiver operating characteristic curve of 0.79 in our cohort and 0.67 in the external validation cohort. An online calculator based on our prediction model is available at http://transplantmodels.com/covidvaccine/ . CONCLUSIONS: Our machine learning model helps understand which transplant patients need closer follow-up and additional doses of vaccine to achieve protective immunity. The online calculator based on this model can be incorporated into transplant providers' practice to facilitate patient-centric, precision risk stratification and inform vaccination strategies among SOTRs.


Subject(s)
COVID-19 Vaccines , COVID-19 , Transplant Recipients , Antibodies, Viral , Antibody Formation , BNT162 Vaccine , COVID-19/prevention & control , COVID-19 Vaccines/adverse effects , Humans , Immunosuppressive Agents/adverse effects , Machine Learning , Mycophenolic Acid , SARS-CoV-2 , Vaccines , Vaccines, Synthetic , mRNA Vaccines
20.
Am J Transplant ; 22(12): 3137-3142, 2022 12.
Article in English | MEDLINE | ID: mdl-35869809

ABSTRACT

A recent study concluded that SARS-CoV-2 mRNA vaccine responses were improved among transplant patients taking mTOR inhibitors (mTORi). This could have profound implications for vaccine strategies in transplant patients; however, limitations in the study design raise concerns about the conclusions. To address this issue more robustly, in a large cohort with appropriate adjustment for confounders, we conducted various regression- and machine learning-based analyses to compare antibody responses by immunosuppressive agents in a national cohort (n = 1037). MMF was associated with significantly lower odds of positive antibody response (aOR = 0.09 0.130.18 ). Consistent with the recent mTORi study, the odds tended to be higher with mTORi (aOR = 1.00 1.452.13 ); however, importantly, this seemingly protective tendency disappeared (aOR = 0.47 0.731.12 ) after adjusting for MMF. We repeated this comparison by combinations of immunosuppression agents. Compared to MMF + tacrolimus, MMF-free regimens were associated with higher odds of positive antibody response (aOR = 2.39 4.267.92 for mTORi+tacrolimus; 2.34 5.5415.32 for mTORi-only; and 6.78 10.2515.93 for tacrolimus-only), whereas MMF-including regimens were not, regardless of mTORi use (aOR = 0.81 1.542.98 for MMF + mTORi; and 0.81 1.512.87 for MMF-only). We repeated these analyses in an independent cohort (n = 512) and found similar results. Our study demonstrates that the recently reported findings were confounded by MMF, and that mTORi is not independently associated with improved vaccine responses.


Subject(s)
COVID-19 , Kidney Transplantation , Humans , Tacrolimus , Mycophenolic Acid/therapeutic use , Antibody Formation , MTOR Inhibitors , COVID-19 Vaccines , SARS-CoV-2 , Graft Rejection/prevention & control , COVID-19/prevention & control , Immunosuppression Therapy , Immunosuppressive Agents/therapeutic use , Transplant Recipients , TOR Serine-Threonine Kinases , mRNA Vaccines
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