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2819 citation(s) found for "W, Liu".

Complications Occurring Through 5 Years Following Primary Intraocular Lens Implantation for Pediatric Cataract
Yen, Kimberly G., Repka, Michael X. , Sutherland, Desirae R. , Haider, Kathryn M. , Kraker, Raymond T. , Galvin, Jennifer, Li, Zhuokai , Holmes, Jonathan M. , Group, Pediatric Eye Disease Investigator, Wallace, David K. , Enyedi, Laura B. , Jones, Sarah K., Hug, Denise, Stahl, Erin D., Dent, Rebecca J., Kong, Lingkun , Wang, Serena , Gallerson, Bryan K., Hutchinson, Amy K., Lenhart, Phoebe D. , Brower, Judy, Morrison, David G., Ruark, Scott T., Mets-Halgrimson, Rebecca, Yoon, Hawke , Hamidullah, Aaliyah, Anderson, Jill S., Holleschau, Ann M., Superstein, Rosanne , Bélanger, Caroline, Fallaha, Nicole, Hamel, Patrick , Thibeault, Maryse, Tamkins, Susanna M. , Park, Hee-Jung S., Trumler, Anya A., Liu, Xiaonong, Astle, William F., Sanders, Emi , McOwen, Diana C., Gray, Michael E. , Yang, Michael B. , Bowman, Corey S., Therriault, Margaret, Smith, Heather , Whitaker, Michele E., Örge, Faruk , Grigorian, A. Paula, Baird, Alicia M., Strominger, Mitchell B. , Klein, Shelley, Kemmer, Jacquelyn D., Neiman, Alexandra E., Mendoza, Myra N., Frohwein, Jill J., Bremer, Don L., Cassady, Cybil, Golden, Richard P., Jordan, Catherine O., Oravec, Sara A., Yanovitch, Tammy L. , Lunsford, Keven, Nye, Christina, Shea, Caroline, Stillman, SueAnn M., Iderstine, Stephen C. Van, Robertson, Elisa, Cruz, Oscar A., Ghadban, Rafif, Govreau, Dawn, Longmuir, Susannah Q. , Shan, Xiaoyan, Taylor, Kate , Powell, Christine, Hammond, Benjamin P., Gearinger, Matthew D., Czubinski, Andrea, Salvin, Jonathan, Fisher, Alicia, Lee, Katherine A., Brooks, Daniel , Schweinler, Bonita R., Sala, Nicholas A., Sala, Allyson M., Summers, Allison I. , Karr, Daniel J. , Wilson, Lorri B., Rauch, Paula K., O’Hara, Mary, Gandhi, Nandini, Hashmi, Tania, Colburn, Jeffrey, Dittman, Eileen, Whitfill, Charles R., Wheeler, Amy M., McCourt, Emily A. , Singh, Jasleen , Welnick, Nanastasia, Azar, Nathalie F., Baker, Joseph, Droste, Patrick J. , Peters, Robert J., Hilbrands, Jan, Pineles, Stacy L., Bernardo, Marianne J., Peterson, Edward, Peterson, Charla H., Kumar, Kartik , Melese, Ephrem, Lingua, Robert W., Grijalva, Jeff, Crouch, Earl R., Crouch, Earl R., Ventura, Gaylord, Anninger, William, Benson, Shawn L., Karp, Karen A. , Smith, Jordana M., Brickman-Kelleher, Jill, Ticho, Benjamin H., Khammar, Alexander J., Clausius, Deborah A., Guo, Suquin, Chamberlain, Carolyn, Schloff, Susan, Madigan, William P., Burkman, Donna, Ramsey, Jean E., McConnell, Kate H. , Friedman, Ilana, Rosado, José , Sauberan, Donald P., Hemberger, Jody C., Davis, Patricia L., Rudaitis, Indre, Lowery, Robert S., Cupit, Shawn, Bothun, Erick D. , Wernimont, Suzanne M., Neilsen, Rebecca A., Baran, Francine, Gladstone, Amy, Smith, Justin , Mellott, Mei, Kieser, Troy, Erzurum, S. Ayse , Colon, Beth, Shah, Birva, Quebbemann, Micaela, Austin, Darrell S., Boyle, Nicole M., Conner, Courtney L., Chandler, Danielle L. , Donahue, Quayleen, Fimbel, Brooke P., Robinson, Julianne L., Hercinovic, Amra, Hoepner, James E., Kaplon, Joseph D., Melia, Michele , Ortiz, Gillaine, Woodard, Victoria C., Stutz, Kathleen M., Everett, Donald F., Diener‐West, Marie , Baker, John D., Davis, Barry R. , Phelps, Dale L. , Poff, Stephen W., Tychsen, Lawrence , Bradfield, Yasmin S., Foster, Nicole C. , Plager, David A. , Silver, Jayne L., Weise, Katherine K., Verderber, Lisa C. , Dean, Trevano W., Campomanes, Alejandra G. de Alba , Young, Marielle P. , Rahmani, Bahram , Whitehead, George F., Lambert, Scott R. , Kurup, Sudhi P. , Kraus, Courtney L. , Hatt, Sarah R. , Cotter, Susan A. , Group, Pediatric Eye Disease Investigator, Freedman, Sharon F. , Prakalapakorn, Sasapin Grace , Ranaivo, Hantamalala Ralay , Areaux, Raymond G. , Chang, Ta Chen , Traboulsi, Elias I. , Ghasia, Fatema F. , Chen, Vicki, Rogers, David L. , LaRoche, G. Robert, Larson, Scott A. , Clarke, Michael W. , Hendricks, Dorothy H. , Jin, Jing , Brooks, Daniel, Rauch, Paula K., Baker, Joseph, Peterson, Edward, Crouch, Earl R., Suh, Donny Won , Christiansen, Stephen P. , Herlihy, Erin P. , Beck, Roy W. , Henderson, Robert J. , Wu, Rui , Saunders, Richard Anthony , Salchow, Daniel J. , Birch, Eileen E. , Manny, Ruth E. , Holmes, Jonathan M.

JAMA Ophthalmology | June 23, 2023 | Volume: 141 | Issue: 8 | Pages: 705

10.1001/jamaophthalmol.2023.2335 | PMID 37347490 Get It

Importance Lensectomy with primary intraocular lens (IOL) implantation is often used in the management of nontraumatic pediatric cataract, but long-term data evaluating the association of age and IOL location with the incidence of complications are limited. Objective To describe the incidence of complications and additional eye surgeries through 5 years following pediatric lensectomy with primary IOL implantation and association with age at surgery and IOL location. Design, Setting, and Participants This prospective cohort study used Pediatric Eye Disease Investigator Group cataract registry data from 61 institution- and community-based practices over 3 years (June 2012 to July 2015). Participants were children younger than 13 years without baseline glaucoma who had primary IOL implantation (345 bilateral and 264 unilateral) for nontraumatic cataract. Data analysis was performed between September 2021 and January 2023. Exposures Lensectomy with primary IOL implantation. Main Outcome and Measures Five-year cumulative incidence of complications by age at surgery (<2 years, 2 to <4 years, 4 to <7 years, and 7 to <13 years) and by IOL location (sulcus vs capsular bag) were estimated using Cox proportional hazards models. Results The cohort included 609 eyes from 491 children (mean [SD] age, 5.6 [3.3] years; 261 [53%] male and 230 [47%] female). Following cataract extraction with primary IOL implantation, a frequent complication was surgery for visual axis opacification (VAO) (cumulative incidence, 32%; 95% CI, 27%-36%). Cumulative incidence was lower with anterior vitrectomy at the time of IOL placement (12%; 95% CI, 8%-16%) vs without (58%; 95% CI, 50%-65%), and the risk of undergoing surgery for VAO was associated with not performing anterior vitrectomy (hazard ratio [HR], 6.19; 95% CI, 3.70-10.34; P < .001). After adjusting for anterior vitrectomy at lens surgery, there were no differences in incidence of surgery for VAO by age at surgery (<2 years, HR, 1.35 [95% CI, 0.63-2.87], 2 to <4 years, HR, 0.86 [95% CI, 0.44-1.68], 4 to <7 years, HR, 1.06 [95% CI, 0.72-1.56]; P = .74) or by capsular bag vs sulcus IOL fixation (HR, 1.22; 95% CI, 0.36-4.17; P = .75). Cumulative incidence of glaucoma plus glaucoma suspect by 5 years was 7% (95% CI, 4%-9%), which did not differ by age after controlling for IOL location and laterality. Conclusions and Relevance In this cohort study, a frequent complication following pediatric lensectomy with primary IOL was surgery for VAO, which was associated with primary anterior vitrectomy not being performed but was not associated with age at surgery or IOL location. The risk of glaucoma development across all ages at surgery suggests a need for long-term monitoring.
Radiotherapy toxicity prediction using knowledge-constrained generalized linear model
Hu, Jiuyun, Fatyga, M., Wong, William W. , Vora, Sujay A., Li, Jing , Fatyga, Mirek, Schild, Steven E. , Liu, Wei

IISE Transactions on Healthcare Systems Engineering | June 20, 2023 | Volume: 14 | Issue: 2 | Pages: 130-140

10.1080/24725579.2023.2227199 | PMID 39055377 Get It

Loss of LncRNA DUXAP8 synergistically enhanced sorafenib induced ferroptosis in hepatocellular carcinoma via SLC7A11 de‐palmitoylation
Shi, Zhehao , Jin, Bin , Ye, Wen , Wang, Luhui , Zhang, Sina , Zheng, Jiuyi , Lin, Zixia, Chen, Bo, Liu, Fangting , Zhang, Baofu , Ding, Xiwei , Shan, Yunfeng , Yu, Zhengping , Wang, Yi , Chen, Jicai , Roberts, Lewis R. , Chen, Gang , Chen, Gang , Roberts, Lewis R , Li, Zhiming , Liu, Fangting, Yang, Zhen Fan , Chen, Qiang

Clinical and Translational Medicine | June 20, 2023 | Volume: 13 | Issue: 6 | Pages: No page available

10.1002/ctm2.1300 | PMID 37337470 Get It

AbstractBackgroundFerroptosis is an important iron‐dependent form of cell death in hepatocellular carcinoma (HCC). Sorafenib, a potent ferroptosis inducer, is used to treat advanced HCC but its efficacy is limited by the development of drug resistance.MethodsThe effects of DUXAP8 expression on HCC progression were evaluated by TCGA database, Kaplan‐Meier analysis, and in situ hybridization analysis. Sorafenib resistant HCC cell lines were modeled in vitro to study the regulation of DUXAP8 on ferroptosis in HCC induced by sorafenib. We used RNA pull‐down, immunofluorescence assays, acyl‐biotinyl exchange assay and mass spectrometry analysis to assess the molecular mechanism of ferroptosis regulation by DUXAP8. Syngeneic subcutaneous and orthotopic CDX models were used to assess whether DUXAP8 inhibition improves HCC in vivo.ResultsLncRNA DUXAP8, which is highly expressed in liver cancer and associated with poor prognosis, contributes to sorafenib resistance through suppression of ferroptosis. In vitro tests revealed that DUXAP8 reduced the sensitivity of HCC to sorafenib‐induced ferroptosis by acting on SLC7A11, a subunit of the amino acid antiporter system xc‐. DUXAP8 facilitates SLC7A11 palmitoylation and impedes its lysosomal degradation, thereby enhancing SLC7A11 action and suppressing ferroptosis. RNA pull‐down and immunofluorescence assays confirmed that DUXAP8 decreased membrane translocation and promoted sorting of de‐palmitoylated SLC7A11 to lysosomes by binding of DUXAP8 to SLC7A11. In addition, mass spectrometric analysis found that the Cys414 residue of SLC7A11 might be the predominant mutant site responsible for molecular masking of SLC7A11 lysosomal sorting. Further, the antitumor effect of DUXAP8 knockdown was verified in orthotopic and subcutaneous CDX models.ConclusionsOur findings suggest that a novel translational strategy combining sorafenib with DUXAP8 silencing to overcome drug resistance may improve treatment efficacy in patients with advanced HCC.
Conventional Platinum Metal Implants Provoke Restenosis Responses in Atherogenic but Not Healthy Arteries
Morath, Lea M. , Oliver, Alexander A , Liu, Shu Q. , Bocks, Martin L. , Levy, Galit Katarivas , Goldman, Jeremy , Oliver, Alexander A , Guillory, Roger J. , Drelich, Jaroslaw Wieslaw

Sci | June 20, 2023 | Volume: 5 | Issue: 2 | Pages: 25

10.3390/sci5020025 Get It

Platinum-containing stents are commonly used in humans with hypercholesterolemia, whereas preclinical stent evaluation has commonly been performed in healthy animal models, providing inadequate information about stent performance under hypercholesterolemic conditions. In this investigation, we used an ApoE−/− mouse model to test the impact of hypercholesterolemia on neointima formation on platinum-containing implants. We implanted 125 μm diameter platinum wires into the abdominal aortas of ApoE−/− and ApoE+/+ mice for 6 months, followed by histological and immunofluorescence examination of neointimal size and composition. It was found that ApoE−/− mice developed neointimas with four times larger area and ten times greater thickness than ApoE+/+ counterparts. Neointimas developed in the ApoE−/− mice also contained higher amounts of lipids quantified as having 370 times more coverage compared to ApoE+/+, a 3-fold increase in SMCs, and a 22-fold increase in macrophages. A confluent endothelium had regenerated in both mouse strains. The ApoE−/− mice experienced luminal reductions more closely resembling clinically relevant restenosis in humans. Overall, the response to platinum arterial implants was highly dependent upon the atherogenic environment.
Progression of fibrosis in liver transplant recipients with hepatitis C before and after sustained virologic response
Liu, Alex Y. , Angirekula, Mounika, Elhawary, Ahmed , Mara, Kristin C. , Kulai, Tasha , Leise, Michael D. , Watt, Kymberly D. , Liu, Alex , Mara, Kristin, Leise, Michael, Mara, Kristin C

Clinical Transplantation | June 17, 2023 | Volume: 37 | Issue: 10 | Pages: No page available

10.1111/ctr.15050 | PMID 37329298 Get It

AbstractBackground: Liver transplant (LT) recipients with untreated hepatitis C (HCV) are at risk for cirrhosis graft failure. The advent of direct acting antiviral agents (DAA) has improved outcomes in HCV.Aims: We aim to examine liver transplant outcomes and allograft fibrosis development/progression after sustained virologic response (SVR).Methods: We performed a retrospective cohort study of 226 consecutive liver transplant recipients with HCV from 2007 to 2018. The cohort was split into transplants pre (Group A) and post (Group B) 2014 to reflect the introduction of DAAs. Fibrosis was monitored with liver biopsy and non‐invasive imaging.Results: Group B had significantly improved HCV treatment rates and earlier SVR compared to Group A, with a cumulative incidence rate of SVR at 2 years of 86.7% versus 15.4% (HR = .11, p < .001). Prior to achieving SVR, Group A demonstrated worsening of fibrosis stage per year (+.21, p < .001) whereas Group B showed minimal change on protocol annual biopsy (−.02, p = .80). After SVR, most patients were followed non‐invasively and demonstrated stable or improved fibrosis stage over time. Patients undergoing transient elastography showed regression in fibrosis stage per year (−.19, p < .001).Conclusion: HCV patients undergoing LT after 2014 had higher rates of SVR and improved clinically relevant transplant outcomes, namely less graft loss and death relating to HCV. Fibrosis progression halted or improved after SVR in both cohorts, suggesting that LT recipients with SVR do not require fibrosis monitoring even with established fibrosis prior to SVR.
Transcriptome profiling in AD cases to identify distinct associations with AD‐related neuropathology and protein levels in the brain
Allen, Mariet , Quicksall, Zachary , Wang, Xue , Reddy, Joseph S. , Bergman, Jeremiah, Oatman, Stephanie R., Nguyen, Thuy , Malphrus, Kimberly G., Lincoln, Sarah, Martens, Yuka A. , DeTure, Michael , Kanekiyo, Takahisa , Ertekin‐Taner, Nilüfer , Yamazaki, Yu , Zhao, Na , Murray, Melissa E. , Liu, Chia‐Chen , Dickson, Dennis W. , Bu, Guojun

Alzheimer's & Dementia | June 16, 2023 | Volume: 19 | Issue: S1 | Pages: No page available

10.1002/alz.067201 Get It

AbstractBackgroundGene expression changes have been identified in post‐mortem brain tissue of AD cases when compared with controls, implicating various genes and pathways. Such findings provide important insights into molecular dysregulation associated with this disease and nominate therapeutic targets. Here we investigate brain gene and co‐expression network changes in a cohort of AD cases to identify associations with degree of AD neuropathology including Braak stage (Tau), Thal phase (Amyloid beta) and brain tissue levels of five AD‐related proteins (apoE, Aβ40, Aβ42, tau, and p‐tau).MethodGene expression measures were collected from temporal cortex (TCX) tissue of 477 AD cases, available through the Mayo Clinic Brain Bank, using RNA sequencing (Illumina TruSeq mRNA) performed on the HiSeq4000. Following quality control 456 cases remained for analysis. Braak and Thal were provided by an experienced neuropathologist and TCX levels of five AD‐related proteins from three fractions (buffer‐soluble, detergent‐soluble, and insoluble) were measured by ELISA (Liu et al. 2020). Weighted gene coexpression network analysis (WGCNA) R package was used to build co‐expression networks. Genes and networks were tested for association with neuropathology and AD‐related protein levels, adjusting for relevant covariates.ResultA total of 57,353 genes were profiled, of which 19,044 were reliably expressed above background levels and formed 20 co‐expression modules. 36 genes were associated with Braak stage, 10 with Thal phase and up to 9,000 with the AD‐related protein fractions. Brain levels of pTau had the greatest number of associations, with an overrepresentation of genes involved in synaptic signalling and immune response gene ontology biological processes. 16 of the coexpression modules associated with at least one trait after Bonferroni correction for number of tests.ConclusionWe have identified a number of genes and networks associated with different aspects of AD neuropathology and associated proteins, further lending support to the involvement of synaptic and immune biology in AD. However it is not clear whether observed changes cause disease or are a consequence of the neurodegenerative process. Comparison of these findings across different proteins and fractions is expected to reveal common and distinct vulnerabilities associated with amyloid and tau, and different stages of protein aggregation.
Structural Organization of the Retriever-CCC Endosomal Recycling Complex
Boesch, Daniel J. , Singla, Amika , Han, Yan , Kramer, Daniel A. , Liu, Qi , Suzuki, Kohei , Long, Xin, Medlyn, Michael, Billadeau, Daniel D. , Chen, Baoyu , Medlyn, Michael J. , Chen, Zhe , Chen, Baoyu , Burstein, Ezra , Liu, Qi , Juneja, Puneet , Zhao, Xuefeng , Long, Xin, Burstein, Ezra

No container title available | June 16, 2023 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-3026818/v1 | PMID 37397996 Get It

Abstract The recycling of membrane proteins from endosomes to the cell surface is vital for cell signaling and survival. Retriever, a trimeric complex of VPS35L, VPS26C and VPS29, together with the CCC complex comprising CCDC22, CCDC93, and COMMD proteins, plays a crucial role in this process. The precise mechanisms underlying Retriever assembly and its interaction with CCC have remained elusive. Here, we present the first high-resolution structure of Retriever determined using cryogenic electron microscopy. The structure reveals a unique assembly mechanism, distinguishing it from its remotely related paralog, Retromer. By combining AlphaFold predictions and biochemical, cellular, and proteomic analyses, we further elucidate the structural organization of the entire Retriever-CCC complex and uncover how cancer-associated mutations disrupt complex formation and impair membrane protein homeostasis. These findings provide a fundamental framework for understanding the biological and pathological implications associated with Retriever-CCC-mediated endosomal recycling.
Abstract 9985: Thirty Day Readmission Outcomes of Percutaneous Left Atrial Appendage Occlusion in Patients With Cancer
Soon-Shiong, Raquel, Zhang, Yaqi , Yang, Zhuoran, Almani, Muhammad Usman , Liu, Bolun

Circulation | June 15, 2023 | Volume: 146 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.146.suppl_1.9985 Get It

Introduction: Percutaneous left atrial appendage occlusion (LAAO) has been rapidly evolving since FDA’s approval in 2015, and has become more of a same-day-discharge procedure. Cancer patients who underwent LAAO are known to have more inpatient complications and longer hospital stay. Readmission data, however, were rarely studied in this patient population. Hypothesis: Readmission burden is relatively high in cancer patients who received LAAO. Methods: Data were derived from the National Readmission Database from 2016 to 2019. Patients with primary diagnosis of atrial fibrillation or flutter admitted for percutaneous LAAO (ICD-10 code 02L73DK) were grouped by cancer as a secondary diagnosis. We assessed inpatient mortality, length of stay, total charges and procedure complications from index hospitalization. We also compared readmission rate and most common readmission reasons. Stata SE 17.0 was used for data analysis. Results: There were 49882 index hospitalizations for LAAO, among which 1545 (3.1%) patients had a secondary diagnosis of cancer. From index hospitalizations, Patients with cancer had higher inpatient mortality (0.65% vs 0.14%, p=0.007), longer length of stay (1.54±0.08 vs 1.31±0.01, p<0.001) and higher total charges (120.25±3.44 vs 117.29±2.40, p<0.001). There was no statistical significance of 30-day readmission rate between patients with cancer and patients without cancer (10.0% vs 9.1%, p=0.34). The most common readmission reason in cancer patients was gastrointestinal bleeding. Conclusions: Readmission utilization is comparable between patients with cancer and patients without cancer who underwent LAAO.
Abstract 9501: Single-Cell Transcriptomic Analysis and Patient-Specific iPSCs Reveal Dysfunctional Coronary Arterial Endothelial Cells in Hypoplastic Left Heart Syndrome
Yu, Zhiyun , Liu, Ziyi , Pastrana-Gomez, Victor , Nelson, Timothy J., Rabinovitch, Marlene , Zhou, Xin , Liu, Yu , Guo, Minzhe , Tian, Lei , Nelson, Timothy J. , Wang, Nian , Mital, Seema , Chitayat, David A. , Wu, Joseph C. , Wu, Sean M. , Snyder, Michael , Miao, Yifei , Gu, Mingxia

Circulation | June 15, 2023 | Volume: 146 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.146.suppl_1.9501 Get It

Introduction: Hypoplastic left heart syndrome (HLHS) is a severe form of single ventricle congenital heart disease characterized by the underdeveloped left ventricle. Early serial postmortem examinations revealed a high rate of coronary artery abnormalities in HLHS fetal hearts (e.g., thickened wall and kinking arteries). However, the intrinsic defect in HLHS coronary vessels and its genetic basis remain unclear. Methods: We profiled human fetal heart with an underdeveloped left ventricle (ULV) and induced pluripotent stem cells derived endothelial cells (iPSC-ECs) from HLHS patients at single-cell resolution. CD144 + / NPR3 - vascular ECs were selected and classified as venous, arterial, and late arterial populations. To study the arterial EC phenotypes, we generated iPSC-arterial ECs (AECs, CDH5 + CXCR4 + NT5E -/low ) derived from 3 HLHS patients and 3 age-matched controls, and evaluated their functionalities including cell cycle regulation, angiogenesis, and inflammatory response. Results: Revealed by single cell RNA-seq and subsequent gene ontology analysis, ULV late arterial EC population showed significant defects in EC development, proliferation, angiogenesis, and Notch signaling compared to the control. Consistently, HLHS iPSCs exhibited impaired AEC differentiation judged by the reduced CXCR4 + NT5E -/low AEC progenitors. Mature HLHS iPSC-AECs showed reduced angiogenesis and enhanced G0/G1 cell cycle arrest with downregulated cell cycle-related genes (e.g., Ki67, CCND1/2 ). Healthy human aortic smooth muscle cells exhibited abnormal proliferation and synthetic phenotypes when co-cultured with HLHS iPSC-AECs. Additionally, NOTCH pathway genes (e.g., DLL4, HEY1, GJA5 ) were suppressed in both ULV AECs and HLHS iPSC-AECs. HLHS de novo variant KMT2D directly regulated the transcription of NOTCH targeted genes involved in arterial development and proliferation via H3K4me2. Intriguingly, the treatment of NOTCH ligands (Jag1, Dll1) significantly improved the proliferation of HLHS AECs. Conclusions: Our study revealed that HLHS coronary AECs were dysfunctional in angiogenesis, proliferation, and EC-SMC interaction. KMT2D-NOTCH signaling may contribute to the impaired development and proliferation of HLHS AECs.
Abstract 15229: An Artificial Intelligence Deep Neural Network Analysis of the 12-lead Electrocardiogram Distinguishes Patients With Congenital Long Qt Syndrome From Patients With Acquired Qt Prolongation
Friedman, Paul A. , Ackerman, Michael J. , Bos, J. Martijn , Liu, Kan , Attia, Zachi I. , Noseworthy, Peter A.

Circulation | June 15, 2023 | Volume: 146 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.146.suppl_1.15229 Get It

Introduction: Over 100 FDA-approved medications, electrolyte perturbations, and many disease states can prolong the QTc beyond its 99 th percentile value resulting in acquired QT prolongation. In contrast, approximately 1 in 2000 people have congenital long QT syndrome (LQTS) hallmarked by pathological QT prolongation secondary to genetic defects in the heart. Hypothesis: An artificial intelligence (AI) deep neural network (DNN) can distinguish patients with LQTS from those with acquired QT prolongation. Methods: The study cohort included all patients with LQTS evaluated in the Windland Smith Rice Genetic Heart Rhythm Clinic and controls from Mayo Clinic’s ECG data vault comprising over 2.5 million patients. For the AI-DNN model, every patient/control with ≥ 1 ECG above age- and sex- specific 99 th percentile values for QTc [> 460 ms for all patients (male/female) < 13 years of age, or > 470 ms for men and > 480 ms for women above this age] was included. An AI-DNN involving a multi-layer c onvolutional n eural n etwork (CNN) was developed to classify patients. LQTS patients were age- and sex- matched to controls at 1:5 ratio. Results: Among the 1,599 patients with genetically confirmed LQTS, 808 had ≥ 1 ECG with QTc above the threshold (2,987 ECGs) compared to 361,069/2.5M controls (14% of Mayo Clinic patients getting an ECG, ‘presumed negative’; 989,313 ECGs). Following age- and sex- matching and splitting, 3,309 (training), 411 (validation) and 887 (testing) control ECGs were used. This model distinguished LQTS from those with acquired QT prolongation with an AUC of 0.896 (accuracy 85%, sensitivity 77%, specificity 88%, PPV 0.58, NPV 0.94). After exclusion of patients with a wide QRS (>150 ms) or pacemaker, the model remained successful in distinguishing the two groups (AUC 0.85, accuracy 78%, sensitivity 78%, specificity 87%, PPV 59%, NPV 94%). Conclusions: For patients with a QTc exceeding its 99 th percentile values, this novel AI-DNN functions as a LQTS mutation detector being able to identify patients with abnormal QT prolongation secondary to a LQTS-causative mutation rather than acquired QT prolongation with a >50% positive predictive value. This algorithm may facilitate screening for this potentially lethal, yet highly treatable, genetic heart disease.