Citations

Mayo Clinic

Clear

939 citation(s) found for "Tan, AR".

Novel Benchmarks for Robotic Whipple Surgery - A Global Multicenter Cohort Study
Pfister, Matthias , Chérif, Rim , Foroutani, Laleh , Iben-Khayat, Abdallah , Nunez, R, Takishita, Chie, Vigia, Emanuel , Boggi, Ugo , Lee, Jae Hoon , Martinie, J., Mejia, Alejandro , Pessaux, Patrick , Saint‐Marc, Olivier , Wakabayashi, Go, Clavien, Pierre-Alain, Li, Zhen , Abbassi, Fariba , Araújo, Raphael L. C. , Cherif, R, Giannone, Fabio , Nunez, R, Vivian, Elaina , Wakabayashi, Taiga , Alseidi, Adnan A. , Benedetto, Fabrizio Di , Brustia, Raffaele , Cheung, Tan To , Goh, Brian K P , Ielpo, Benedetto , Machado, Marcel Cerqueira César , Marques, Hugo P. , Nagakawa, Yuichi , Polanco, Patricio Marcelo

British Journal of Surgery | May 16, 2025 | Volume: 112 | Issue: Supplement_7 | Pages: No page available

10.1093/bjs/znaf092.036 Get It

Abstract Background Robotic Whipple holds the promise to overcome safety concerns associated with laparoscopy, paving the way for widespread implementation of minimal-invasive surgery in this complex procedure. However, randomized data comparing robot vs. open Whipple demonstrate more pancreas-specific complications and R1-resections in the robotic arm. Recent international consensus identified establishing benchmarks as critical to ensure safe adoption of the robot. Benchmarking is a validated quality improvement tool, enabling comparison of surgical performance. Aims The aim was to define benchmarks for outcome parameters in robotic Whipple. Methods We analyzed consecutive patients undergoing robotic Whipple from January 2020 until December 2023 in 11 centers across 4 continents, with a minimum one-year follow-up. Centers had to perform ≥15 cases/year and have mounted their learning curve. Benchmark criteria included benign or resectable malignant disease without neoadjuvant therapy, arterial resection, major co-morbidities, or significant previous abdominal surgery. Medians across centers represented benchmark cutoffs. Results Eleven centers performed 1’037 Whipple procedures, of which 603 (58%) were benchmark cases. One third (n=192) were pancreatic ductal adenocarcinoma (PDAC) patients. Key benchmarks at 6 months included ≤1.2% mortality, ≤24.2% major complications, and ≤ 8.7 points Comprehensive Complication Index®. Pancreas-specific cutoffs included ≤13.0% postoperative pancreatic fistula (POPF) B/C and ≤3.4% post-pancreatectomy hemorrhage B/C, with 100% R0-resection and ≥19 harvested lymph nodes in PDAC patients. One-year actuarial overall and recurrence-free survival was 87% and 77%. In the entire cohort POPF B/C occurred in 16% (n=195). Independent POPF predictors included duct diameter ≤4mm (OR 1.79 95%CI [1.27-2.55]), anticoagulation (OR 3.68 95%CI [2.14-6.24]), and indication other than PDAC (OR 3.17, 95%CI [2.13-4.85]). Conclusion This study establishes benchmarks for key outcomes in robotic Whipple, demonstrating oncologic adequacy and morbidity comparable to open surgery. Risk factors for POPF in open surgery also hold true in the robotic approach.
Trabeculectomy Bleb Characteristics in Relation to Bleb Success Using Anterior Segment Optical Coherence Tomography–A Systematic Review and Meta-Analysis
Sim, Jackie Jia Lin , Betzler, Bjorn Kaijun , Dorairaj, Syril , Dada, Tanuj , Ang, Bryan Chin Hou , Betzler, Bjorn K , Ang, Bryan C H

Journal of Glaucoma | May 14, 2025 | Volume: 34 | Issue: 9 | Pages: 679-687

10.1097/ijg.0000000000002595 | PMID 40838860 Get It

Précis: ASOCT features of greater bleb height, thicker bleb walls, and lower reflectivity are associated with trabeculectomy success, supporting the ASOCT’s utility in monitoring and predicting outcomes postsurgery through standardized imaging protocols. Purpose: To evaluate and quantify the relationship between bleb characteristics on ASOCT with surgical outcomes. Methods: A literature search was conducted across Medline, Embase, Cochrane, and Scopus for studies from the past 20 years, until 16 September 2024, on “glaucoma,” “trabeculectomy,” and “ASOCT.” Data collected included patient characteristics, each study’s definition of bleb success, clinical outcomes, as well as bleb characteristics. A literature review was conducted on studies that could not be used for meta-analysis. Results: Eleven studies, with a pooled total of 528 eyes in 517 patients, were included in the final meta-analysis. Successful blebs had significantly higher mean bleb height [mean difference (MD) 0.38 mm, 95% CI: 0.20-0.56 mm, P=0.002], greater maximum bleb wall thickness (MD: 0.21 mm, 95% CI: 0.07-0.35 mm, P=0.009), and decreased reflectivity (MD: −48.9%, 95% CI: −78.3 to −19.4%, P=0.010), compared with failed blebs. No significant differences were found in bleb fluid cavity height and bleb area. Narrative synthesis revealed that wider blebs, increased fluid-filled cavity height, increased number of microcysts, larger filtration opening widths, and multiform bleb walls were also associated with higher rates of bleb success. Early bleb parameters were statistically significant predictors of bleb success up to 12 months postoperatively. Conclusions: Greater bleb height, thicker bleb walls, and lower reflectivity on ASOCT are consistently associated with successful trabeculectomy outcomes. The ASOCT may be useful in predicting bleb success and in supplementing postoperative monitoring, hence guiding timely medical or procedural interventions, to ensure long-term bleb success.
A Proposal for HPV-Associated Oropharyngeal Carcinoma in the Ninth Edition Clinical TNM Classification
Huang, Shao Hui, Su, Jie , Koyfman, Shlomo A. , Hoebers, Frank , Bahig, Houda , Yu, Eugene , Bartlett, Eric , Davis, Robin L. , Woody, N.M. , Nelson, Kristoff , Lavigne, Danny , Nguyen‐Tan, Phuc Félix, Létourneau‐Guillon, Laurent , Filion, Édith, Nagelschneider, Alex A. , Abel, Kathryn M. Van , Postma, Alida A. , Palm, Walter M. , Lydiatt, William M. , Patel, Snehal G. , Routman, David, Van Abel, Kathryn M , Huang, Shao Hui, Routman, David M. , Spreafico, Anna , Lee, Jonathan Wei Jie , Stock, Sarah Jane , Daniel, J. , Hoeben, Ann , Chua, Melvin L.K. , Xu, Wei , O'Sullivan, Brian P

JAMA Otolaryngology–Head & Neck Surgery | May 8, 2025 | Volume: 151 | Issue: 7 | Pages: 655

10.1001/jamaoto.2025.0848 | PMID 40338536 Get It

Importance A subset of Union for International Cancer Control ( UICC )/ American Joint Committee on Cancer ( AJCC ) eighth edition TNM stage I and II human papillomavirus–positive oropharyngeal carcinoma has undesirable outcomes, which might have contributed to a lack of success in phase III deintensification trials. Refining clinical stage groups, especially in the overabundant cN1/stage I group, has become important for treatment selection. Objective To assess the prognostic importance of pretreatment lymph node (LN) characteristics to optimize case distribution and outcome homogeneity within the N classification system. Design, Setting, and Participants This is an international multi-institutional retrospective prognostic cohort study. Analysis of human papillomavirus–positive oropharyngeal carcinoma treated curatively from 4 institutions (International Collaboration of Oropharyngeal Cancer Network for N-Classification [ICON-N] dataset) provided a refined clinical staging proposal; an independent dataset (Centre Hospitalier de l’Université de Montréal [CHUM] dataset) validated the proposal. Neuroradiologists reviewed pretreatment computed tomography and/or magnetic resonance imaging for nodal features, including presence or absence of abnormal LN(s), retropharyngeal LN, laterality, number of abnormal LN, and imaging-detected extranodal extension (iENE). Data were collected from February to May 2023, and data were analyzed from June to July 2023. Exposures Definitive chemoradiotherapy/radiotherapy or definitive surgery with or without postoperative chemoradiotherapy/radiotherapy. Main Outcomes and Measures The primary end point was overall survival. A Cox proportional hazards multivariable model was used to estimate adjusted hazard ratios (AHRs) and to derive an optimal clinical TNM stage classification (AHR-stage schema) incorporating the strongest prognostic nodal features within the UICC/AJCC eighth edition TNM framework after confirming the prognostication of iENE status. The performance (according to overall normalized scores and ranking) of the AHR-stage schema against the current UICC/AJCC eighth edition TNM staging system was evaluated for hazard consistency, hazard discrimination, prognostic importance, and sample size balance. Validation was performed in the CHUM dataset. Results The ICON-N dataset comprised 2053 patients, including 1898 (92.5%) with cN-positive disease and 155 (7.5%) with cN0 disease; a total of 298 (14.5%) were female, and the mean (SD) age was 60.6 (9.3) years. iENE-positive disease was identified in 710 of 1898 patients with cN-positive disease (37.4%). The median (range) follow-up was 5.1 (0.1-14.7) years. iENE was the strongest prognostic nodal feature in multivariable analysis; the AHR for iENE-positive vs iENE-positive disease was 2.43 (95% CI, 1.96-3.03) in the ICON-N dataset and 2.04 (95% CI, 1.28-3.23) in the CHUM dataset (n = 451). Reclassifying iENE-positive cases 1 stratum higher for N categorization without altering iENE-negative cases yielded an AHR-stage schema that outperformed the current TNM staging system in disease-free and overall survival with a lower (ie, better) overall normalized score (2 vs 3). Conclusions and Relevance In this study, reclassifying each N category 1 stratum higher for iENE-positive disease resulted in better disease-free and overall survival. The proposed new classification outperformed the currently TNM staging system in risk stratification and may facilitate future clinical trial design, outcomes research, and patient care.
Breast Tumor-Bed Biopsy for Pathological Complete Response Prediction
Cecchini, Reena S. , Santos, Jennifer De Los , Umphrey, Heidi , Julian, Thomas B. , Mamounas, Eleftherios P. , White, Julia , Balanoff, Christa , Tan, Antoinette R. , Weber, Joseph J., Edmonson, David , Brown‐Glaberman, Ursa, Diego, Emilia J. , Teshome, Mediget , Matsen, Cindy , Seaward, Samantha A. , Wapnir, Irene , Wagner, Jamie L., Tjoe, Judy A., Thompson, Alastair M., Seaward, Samantha A , Basik, Mark , Mamounas, Eleftherios P. , Lucas, Peter C. , Wolmark, Norman

JAMA Surgery | May 7, 2025 | Volume: 160 | Issue: 7 | Pages: 723

10.1001/jamasurg.2025.1072 | PMID 40332918 Get It

Importance Use of modern neoadjuvant chemotherapy (NAC) regimens has markedly increased rates of pathologic complete response (pCR) in breast cancer, raising the question of whether surgical removal of the primary tumor is required for patients with pCR. For surgery to be omitted, one must be able to accurately predict pCR before surgery. Objective To investigate if adding post-NAC core needle biopsy of the tumor bed to trimodality imaging in patients who have clinical complete response (cCR) will predict pCR (resolution of both invasive disease and ductal carcinoma in situ) in 90% or more cases. Design, Setting, and Participants This was a phase 2, prospective, nonrandomized clinical trial. Patients were enrolled from August 2017 to June 2019. This is the final analysis, which was completed in December 2023. The setting included academic and community hospital center members of NRG (ie, the National Surgical Adjuvant Breast and Bowel Project, the Radiation Therapy Oncology Group, and the Gynecologic Oncology Group) in the US and Canada. Patients with operable (T1-T3, stage I-III) invasive ductal carcinoma who completed NAC and achieved cCR and radiological complete response (rCR) or near rCR by mammography (mass ≤1 cm and no malignant microcalcifications), ultrasound (mass ≤2 cm), and magnetic resonance imaging (no mass with rapid rise or washout kinetics). Interventions Patients underwent marker-directed stereotactic multiple-core needle biopsy of the tumor bed with marker placement before breast-conservation surgery. Main Outcomes and Measures End points were negative predictive value (NPV) and sensitivity of the biopsy. Results A total of 105 patients were enrolled with 101 evaluable (mean [SD] age, 52.8 [10.5] years); 77 patients (76.2%) were younger than 60 years, and all breast cancer subtypes were represented with 32 (31.7%) triple-negative breast cancer, 21 (20.8%) hormone receptor–positive/epidermal growth factor receptor 2 ( ERBB2 ; formerly HER2 )–negative ( ERBB2 −) breast cancer, and 46 (45.5%) ERBB2 -positive ( ERBB2 +) breast cancer. In 101 evaluable patients, 36 had residual disease at surgery (pCR = 64%). With imaging criteria, NPV of the biopsy was 78.3% (95% CI, 67.9%-86.6%), and the sensitivity of the biopsy was 50% (95% CI, 32.9%-67.1%). In an exploratory subset analysis, the NPV in patients with ERBB2 + breast cancer was 90% (95% CI, 76.3%-97.2%). On retrospective central review, 62 of 101 enrolled patients met imaging eligibility criteria. In this exploratory post hoc analysis, NPV in these patients was 86.8% (95% CI, 74.7%-94.5%). Conclusions and Relevance These findings do not support breast conservation treatment without surgery based on the study criteria for cCR and rCR/near rCR by trimodality imaging and negative tumor-bed biopsy. Strict adherence to imaging criteria may be required to achieve acceptable predictive values. TRIAL Registration ClinicalTrials.gov Identifier: NCT03188393
Cardiac function after catheter ablation of ventricular arrhythmias in patients with arrhythmogenic right ventricular cardiomyopathy
Davis, Nathaniel E , Asirvatham, Samuel J, Bois, John P. , Chang, Ian C , Deshmukh, Abhishek , Friedman, Paul A. , Giudicessi, John R. , Kowlgi, Gurukripa N. , Mulpuru, Siva K. , Tan, Nicholas Y. , Siontis, Konstantinos C. , Sugrue, Alan , Killu, Ammar M. , Asirvatham, Samuel J. , Ezzeddine, Fatima , Davis, Nathaniel E , Bois, John P , Chang, Ian Cheng-Yi , Friedman, Paul A , Kapa, Suraj , Kowlgi, Narayan G , Tan, Nicholas , Siontis, Konstantinos C , Killu, Ammar M , Asirvatham, Samuel J , Ezzeddine, Fatima M. , Kapa, Suraj

European Heart Journal Open | May 5, 2025 | Volume: 5 | Issue: 3 | Pages: No page available

10.1093/ehjopen/oeaf049 | PMID 40458289 Get It

Abstract Aims Catheter ablation is commonly performed in patients with arrhythmogenic right ventricular cardiomyopathy (ARVC) for management of ventricular arrhythmias (VAs). The impact of catheter ablation on cardiac function is unknown. The aim is to assess the impact of catheter ablation for VAs on cardiac function in patients with ARVC. Methods and results This retrospective study included consecutive patients with ARVC who underwent catheter ablation for VAs. Cardiac and valvular functions were assessed on pre- and post-procedure cardiac imaging. The severities of tricuspid regurgitation, pulmonic regurgitation, right ventricular (RV) enlargement, and RV systolic dysfunction was graded as absent (=0), mild (=1), mild-moderate (=2), moderate (=3), moderate-severe (=4), or severe (=5). Thirty-four patients were included. Median age at the time of ablation was 49 [inter-quartile range (IQR), 23] years, and 10 (29%) patients were female. After a median follow-up of 1 (IQR, 0) day, 11 (34%) patients had worsening RV function, and 4 (12%) patients had worsening left ventricular ejection fraction (LVEF) >5%. Five (15%) patients required inotropic support. After a median follow-up of 6.5 (IQR, 6.4) months, 20 (59%) patients had repeat transthoracic echocardiograms. Among patients with worsening RV function post-ablation, one-sixth (17%) had improvement in the RV function at follow-up. In contrast, among patients who had an acute drop in LVEF post-ablation, two-thirds (67%) had improvement at follow-up. Conclusion Right ventricular dysfunction following catheter ablation in patients with ARVC is common, affecting one-third of patients. Patients undergoing catheter ablation of VAs should be counselled on the potential negative impact of ablation on cardiac function.
Exploring the effects of glucagon-like peptide-1 receptor agonists on ventricular arrhythmias: a propensity score-matched analysis
Tan, Min Choon , Vignarajah, Aravinthan , Yeo, Yong Hao , Lee, Justin Z. , Russo, Andrea M. , Scott, Luis R. , Sorajja, Dan , Yeo, Yong Hao , Tan, Min C

Europace | May 2, 2025 | Volume: 27 | Issue: 5 | Pages: No page available

10.1093/europace/euaf090 | PMID 40314211 Get It

Using digital platforms to address inequities in neuropsychology training and education: lessons learned from KnowNeuropsychology
Wong, Christina G. , MacDonald, Beatriz , Tan, Alexander , Fox‐Fuller, Joshua T. , McBride, Willie F., Gooding, Amanda, Driskell, Lucas D. , Bene, Victor A. Del , Murriel, Emily C. , Block, Cady, Reyes, Anny , Maietta, Julia E. , Calamia, Matthew , Sperling, Scott A. , Block, Cady K.

Journal of Clinical and Experimental Neuropsychology | April 29, 2025 | Volume: 47 | Issue: 9-10 | Pages: 924-938

10.1080/13803395.2025.2497303 | PMID 40296781 Get It

SGLT2 inhibitors and cardiovascular outcomes in patients with acute myocardial infarction: a retrospective cohort analysis
Mee, Xuan Ci , Lim, Ghee Kheng, Ibrahim, Ramzi , Abdelnabi, Mahmoud , Allam, Mohamed , Bcharah, George , Barry, Timothy, Ayoub, Chadi , Arsanjani, Reza, Ci Mee, Xuan, Kheng Lim, Ghee, Allam, Mohamed N , Tan, Min Choon , Ayoub, Chadi , Ibrahim, Ramzi , Lim, Ghee Kheng, Pham, Hoang Nhat , Farina, Juan M. , Arsanjani, Reza , Lee, Kwan

European Heart Journal - Cardiovascular Pharmacotherapy | April 26, 2025 | Volume: 11 | Issue: 4 | Pages: 334-342

10.1093/ehjcvp/pvaf026 | PMID 40285691 Get It

Abstract Aims Sodium-glucose cotransporter 2 inhibitors (SGLT2-Is) improve heart failure (HF) outcomes but their effects on acute myocardial infarction (AMI) remain poorly characterized. This study aimed to evaluate the 1-year cardiovascular outcomes of SGLT2-Is among patients with AMI. Methods and results We conducted an observational, retrospective cohort study using TriNetX data, including patients aged ≥18 with AMI identified via ICD-10 codes regardless of left ventricular ejection fraction (LVEF), categorized by SGLT2-Is use. Propensity score matching (PSM) was performed to balance baseline demographics, comorbidities, and medication use. Adjusted odds ratios (aORs) were estimated for the primary outcome (recurrent AMI) and the secondary outcomes (acute HF hospitalizations, stroke, all-cause hospitalizations, all-cause mortality, new-onset atrial fibrillation, and cardiac arrest). After PSM, 89 554 patients were analysed (44 777 SGLT2-Is users; 44 777 non-users). The mean age was ∼68 years in both cohorts with a similarly high burden of cardiovascular comorbidities. Mean follow-up duration was 290.854 days for SGLT2-Is users and 284.465 days for non-users. SGLT2-Is use was linked to lower rates of recurrent AMI [aOR: 0.459; 95% confidence interval (CI): 0.367–0.551], all-cause hospitalizations (aOR: 0.782; 95% CI: 0.762–0.803), all-cause mortality (aOR: 0.640; 95% CI: 0.612–0.670), and cardiac arrest (aOR: 0.834; 95% CI: 0.773–0.900). No differences were observed in acute HF hospitalizations, new-onset atrial fibrillation, or stroke. Conclusion SGLT2-Is are associated with improved cardiovascular outcomes in patients with AMI, including reductions in recurrent AMI, all-cause hospitalizations and mortality, and cardiac arrest. These findings emphasize the need for prospective clinical trials involving patients with AMI and other cardiovascular comorbidities, regardless of LVEF, to confirm these results.
Beyond Human Limits: The Promise and Pitfalls of Large Language Models in Radiology Research
Reyes, Chloe, Nguyen, Evie, Alexander, Lauren F. , Deahl, Zoe, Khandelwal, Ashish , Mayes, Connor, Alexander, Lauren F , Reyes, Chloe, Bhayana, Rajesh , Mayes, Connor, Zulfiqar, Maria , Tan, Nelly

Journal of Computer Assisted Tomography | April 22, 2025 | Volume: 49 | Issue: 4 | Pages: 545-553

10.1097/rct.0000000000001709 | PMID 40262653 Get It

This review examines the applications and challenges of large language models (LLMs), like OpenAI’s ChatGPT, in radiology research. ChatGPT can assist radiology researchers in generating new ideas, finding and summarizing research papers, designing studies, analyzing data, and facilitating manuscript writing. LLMs are powerful tools with numerous applications in radiology research. However, users should be mindful of potential pitfalls, such as producing incorrect or biased outputs and inconsistent responses, along with ethical and privacy concerns. We discuss approaches to optimize models and address these issues, including prompting techniques like chain-of-thought prompting, retrieval-augmented generation, and fine-tuning. For researchers, prompt engineering can be particularly effective. This review seeks to demonstrate how researchers can utilize ChatGPT for radiology research while offering strategies to mitigate associated risks. We aim to help researchers harness these potent tools to safely boost their productivity.
Abstract 4423: CLL drug resistance- A multifaceted mechanism
Finke, B., Darby, Heather C., McCabe, Chantal E. , O’Brien, Daniel R. , Chen, Yi , Tan, Fenlai , Anthony, Stephen P. , Chen, Yu , Sinha, Sutapa , Han, Weiguo , Wang, Zhiquan , Finke, Brianna M., Rabe, Kari G. , Slager, Susan L. , Parikh, Sameer A. , Braggio, Esteban , Dai, Bing, Shen, Yue, Kay, Neil E.

Cancer Research | April 21, 2025 | Volume: 85 | Issue: 8_Supplement_1 | Pages: 4423-4423

10.1158/1538-7445.am2025-4423 Get It

Abstract Despite the advent of novel targeted therapies with high overall response rates, chronic lymphocytic leukemia (CLL) is still largely incurable due to the development of resistance. The bone marrow microenvironment (BMME) plays an important role in the survival and drug resistance in CLL. BM stromal cells (BMSCs) are considered a key component of BMME. Our long-term goal is to gain further insights of BMSCs-CLL crosstalk influencing both survival and drug resistance in CLL. To understand the global biologic changes that occur in leukemic CLL cells when in contact with BMSCs, we assessed RNA-seq in paired CLL cells isolated from untreated blood and BM and in untreated patients’ CLL cells cultured alone or with BMSCs. CLL cells from blood/BM and cultured alone/with BMSCs were also examined by Immunoprecipitation (IP), Western blot (WB), untargeted metabolomics (LCMS+GCMS), and preclinical drug sensitivity assays. We detected only 13 upregulated genes that overlap between CLL cells from BM and cocultured with BMSCs (p&lt0.05, fold change &gt1.5). When we analyzed the expression of these 13 genes in CLL cells from a cohort of 162 untreated patients by RNA-seq, we found associations between 4 genes (PNP, C16orf54, MOB3A, CDK2AP2) and clinical outcomes including overall survival (OS), progression free survival (PFS), and time to first treatment (TTFT) [multivariable Cox proportional hazards models, p&lt0.05]. Of the 4 genes, purine nucleoside phosphorylase (PNP), an enzyme in the purine pathway, had the most significant association with OS, PFS, and TTFT. Metabolomic profiling indicated an increased level of purine pathway metabolites adenosine, adenine, inosine, and hypoxanthine in cocultured CLL cells. WB analysis showed variable baseline PNP protein expression with 2 cohorts: low /no (L) and high (H) PNP using CLL blood cells. An induction in PNP protein levels were noticed in CLL cells expressing only LPNP when cocultured. Given the association of HPNP with adverse clinical outcomes, we tested for L vs. HPNP cohorts drug sensitivity to known BTK inhibitors(is) or Bcl2is. Treatment of CLL cells from untreated patients with Bcl2is venetoclax, S55746, and LP-118 (Bcl2-Bclxli, Newave) showed increased sensitivity to the Bcl2/Bclxlis in HPNP but not in LPNP cells. In addition, BTKis showed no difference in drug sensitivity associated with CLL PNP levels. To explain this discrepancy, WB and IP analyses were conducted in L vs. HPNP leukemic cells for apoptotic profiles, where we found increased phosphorylated-Bcl2(S70) and an increased association of Bcl2 with Bax in LPNP-expressing CLL cells compared to HPNP. These findings support increased resistance to apoptosis afforded by inhibiting Bcl2 for LPNP vs. HPNP-expressing CLL cells. Our future goals are to continue to understand the prognostic significance of the 4 genes with adverse clinical outcomes and to investigate how best to exploit the peculiar, enhanced sensitivity to Bcl2/Bclxlis found in the HPNP CLL cells. Citation Format: Sutapa Sinha, Weiguo Han, Zhiquan Wang, Brianna M. Finke, Heather C. Darby, Kari G. Rabe, Susan L. Slager, Chantal E. McCabe, Daniel R. O'Brien, Sameer A. Parikh, Esteban Braggio, Yi Chen, Fenlai Tan, Stephen P. Anthony, Yu Chen, Bing Dai, Yue Shen, Neil E. Kay. CLL drug resistance- A multifaceted mechanism [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2025; Part 1 (Regular Abstracts); 2025 Apr 25-30; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2025;85(8_Suppl_1):Abstract nr 4423.