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165 citation(s) found for "Vo, Tam".

Pirtobrutinib in Relapsed/Refractory (R/R) Mantle Cell Lymphoma (MCL) Patients with Prior cBTKi: Safety and Efficacy Including High-Risk Subgroup Analyses from the Phase 1/2 BRUIN Study
Cohen, Jonathon B. , Shah, Nirav N. , Eyre, Toby A. , Ujjani, Chaitra S. , Kim, Won Seog , Alencar, Alvaro J. , Lewis, David , Woyach, Jennifer A. , Maddocks, Kami J. , Seymour, John F. , Nagai, Hirokazu, Fakhri, Bita , Hernandez‐Ilizaliturri, Francisco J. , Kumar, Anita , Munir, Talha, Tsai, Donald E. , Balbas, Minna, Liu, Bin , Ruppert, Amy S. , Nguyen, Bastien , Wang, Michael , Fakhri, Bita , Jurczak, Wojciech , Zinzani, Pier Luigi , Cheah, Chan Y. , Koh, Youngil , Nasta, Sunita , Flinn, Ian W. , Tessoulin, Benoit , Ma, Shuo , Patel, Krish , Wang, Yucai , Rhodes, Joanna , Tam, Constantine S. , Vose, Julie M. , Hoffmann, Marc Steven , Zelenetz, Andrew D. , Roeker, Lindsey E.

Mayo Clinic

Blood | December 1, 2023 | Volume: 142 | Issue: Supplement 1 | Pages: 981-981

10.1182/blood-2023-181627 Get It

Background: Despite the efficacy of covalent (c) Bruton tyrosine kinase inhibitors (BTKi) in R/R MCL, disease relapse arises through evolution of resistance mechanisms or development of cBTKi intolerance. Pirtobrutinib, a highly selective, non-covalent (reversible) BTKi has favorable oral pharmacology that enables continuous BTK inhibition throughout the daily dosing interval regardless of the intrinsic rate of BTK turnover. Pirtobrutinib is the first BTKi to demonstrate durable efficacy following prior cBTKi therapy in heavily pre-treated R/R MCL and was well-tolerated with a low frequency of treatment discontinuation due to toxicity (Wang et al., JCO, 2023). Pirtobrutinib is approved in the USA to treat relapsed or refractory MCL after at least two lines of systemic therapy including a prior cBTKi. Here, we report updated results of pirtobrutinib therapy in all patients (pts), including those with biologically high-risk R/R MCL with a median survival follow-up of 24.2 months (range, 18.2-29.8). Methods: Pts with R/R MCL received pirtobrutinib monotherapy in the multicenter Phase 1/2 BRUIN trial (NCT03740529). Efficacy was assessed in all cBTKi pre-treated pts, as well as in cBTKi treatment-naïve pts. Key endpoints included overall response rate (ORR) as assessed by independent review committee per Lugano 2014 criteria, duration of response (DOR), progression-free survival (PFS), overall survival (OS), and safety. Pts were included across the dose escalation range and expansion (25-300 mg/day) with 93% (n=141) receiving at least one dose of 200 mg/day, the FDA-approved dose. A data cut of 05 May 2023 was utilized. Results: Among all 152 pts with R/R MCL who received a prior cBTKi, the median age was 70 years (range, 46-88), and 52% had intermediate-risk and 28.3% had high-risk sMIPI scores. Median prior lines of therapy were 3 (range, 1-9), including an anti-CD20 antibody (96.7%), chemotherapy (90.1%), immunomodulator (17.1%), stem cell transplant (21.7%), BCL-2 inhibitor (15.8%), CAR-T cell therapy (8.6%), and PI3K inhibitor (3.9%). Among pts with high-risk biomarker data available, 30/60 (50%) had TP53 mutations and 45/63 (71%) had a Ki-67 index of ≥30%. The ORR for cBTKi pre-treated pts was 49.3% (95% CI, 41.1-57.6), including 15.8% complete responses (n=24) and 33.6% partial responses (n=51), whilst cBTKi naïve pts (n=14) had an ORR of 85.7% (95% CI, 57.2-98.2). The ORR among 128 pts who had discontinued a prior cBTKi due to PD and 21 pts who had discontinued for toxicity/other reasons was 43.0% and 90.5%, respectively. Among the 75 responding cBTKi pre-treated pts, the median DOR was 21.6 months (95% CI, 9.2-27.2) at a median follow-up of 24 months. The 18- and 24-month DOR rates were 51.9% (95% CI, 37-64.8) and 38.9% (95% CI, 22.7-54.8), respectively. ORR and DOR by high-risk subgroups (including blastoid/pleomorphic variants, Ki-67 index ≥30%, and TP53 mutations) are shown in Table 1. The 18- and 24-month DOR rates among 12 responding cBTKi naïve pts were both 90.0% (95% CI, 47.3-98.5). The median PFS and OS for cBTKi pre-treated pts was 5.6 months (95% CI, 5.3-9.2), and 23.5 months (95% CI, 17.1-NE), respectively. In the MCL cohort (n=166), the most frequent treatment-emergent adverse events (TEAEs) were fatigue (31.9%), diarrhea (22.3%), and dyspnea (17.5%). The most common Grade ≥3 TEAE was neutropenia/neutrophil count decreased (13.3%) and the rate of Grade ≥3 infections was (19.9%). Grade ≥3 hemorrhage/hematoma (2.4%) and all-grade atrial fibrillation/flutter (3.6%) were infrequent. Overall, 8 pts (5%) had treatment-related AEs leading to dose reductions and 5 (3%) had treatment-related AEs leading to pirtobrutinib discontinuation. Conclusion: Pirtobrutinib continues to demonstrate durable efficacy and a favorable safety profile in heavily pre-treated R/R MCL pts with prior cBTKi therapy. High ORRs were observed in pts who had PD on a prior cBTKi, and in pts with high-risk disease features including blastoid/pleomorphic variants, elevated Ki-67 index, and TP53 mutations.
Statement from the Asia Summit: Current state of arrhythmia care in Asia
Agbayani, Michael‐Joseph F., Choi, Jong‐Il , Dan, Van Buu , Hanafy, Dicky A, Hurwitz, Jodie L. , Kalman, Jonathan M. , Khan, Aamir Hameed H., Khmao, Pichmanil , Ngarmukos, Tachapong , Nguyen, Son Thai Binh, Nwe, Nwe, Soejima, Kyoko , Stiles, Martin K. , TSAO, HSUAN‐MING , Tseveendee, Saruul, Shimizu, Wataru , Kusumoto, Fred , Apiyasawat, Sirin , Chen, Ming-Long , Ching, Chi Keong , Hanafy, Dicky Armein , Johar, Sofian , Krahn, Andrew D. , Nwe, Nwe, Oh, Seil

Mayo Clinic

Journal of Arrhythmia | September 27, 2023 | Volume: 40 | Issue: 1 | Pages: 1-16

10.1002/joa3.12935 Get It

AbstractOn May 27, 2022, the Asia Pacific Heart Rhythm Society and the Heart Rhythm Society convened a meeting of leaders from different professional societies of healthcare providers committed to arrhythmia care from the Asia Pacific region. The overriding goals of the meeting were to discuss clinical and health policy issues that face each country for providing care for patients with electrophysiologic issues, share experiences and best practices, and discuss potential future solutions. Participants were asked to address a series of questions in preparation for the meeting. The format of the meeting was a series of individual country reports presented by the leaders from each of the professional societies followed by open discussion. The recorded presentations from the Asia Summit can be accessed at https://www.heartrhythm365.org/URL/asiasummit‐22. Three major themes arose from the discussion. First, the major clinical problems faced by different countries vary. Although atrial fibrillation is common throughout the region, the most important issues also include more general issues such as hypertension, rheumatic heart disease, tobacco abuse, and management of potentially life‐threatening problems such as sudden cardiac arrest or profound bradycardia. Second, there is significant variability in the access to advanced arrhythmia care throughout the region because of differences in workforce availability, resources, drug availability, and national health policies. Third, collaboration in the area already occurs between individual countries, but no systematic regional method for working together is present.
Tumor-Infiltrating Normal B Cells Revealed by Immunoglobulin Repertoire Clonotype Analysis Are Highly Prognostic and Crucial for Antitumor Immune Responses in DLBCL
Xu‐Monette, Zijun Y. , Li, Yong , Snyder, Thomas M. , Yu, Tiantian , Lu, Tingxun , Tzankov, Alexandar , Visco, Carlo , Bhagat, Govind , Qian, Wenbin , Dybkær, Karen , Chiu, April , Tam, Wayne , Zu, Youli , Hagemeister, Fredrick B., Wang, Yingjun , Ferreri, Andrés J.M. , Møller, Michael , Parsons, Benjamin M. , Fan, Xiangshan , Au, Qingyan , Zhang, Mingzhi , Shaughnessy, John D. , Xu, Bing , Young, Ken H. , Snyder, Thomas , Lu, Tingxun , Hsi, Eric D , Hagemeister, Fredrick B , Wang, Yingjun , Go, Heounjeong , Ponzoni, Maurilio , Ferreri, Andrés J M , Møller, Michael Boe , Parsons, Benjamin M , Fan, Xiangshan , van Krieken, J Han , Piris, Miguel , Winter, Jane N , Au, Qingyan , Kirsch, Ilan , Zhang, Mingzhi , Shaughnessy, John , Xu, Bing , Young, Ken H , Tzankov, Alexandar , Dybkaer, Karen , Li, Yong , Bhagat, Govind , Zu, Youli , Xu-Monette, Zijun Y , Hsi, Eric D. , Go, Heounjeong , Ponzoni, Maurilio , Krieken, J. Han van , Piris, Miguel Á. , Winter, Jane N. , Kirsch, Ilan R.

Mayo Clinic

Clinical Cancer Research | September 20, 2023 | Volume: 29 | Issue: 23 | Pages: 4808-4821

10.1158/1078-0432.ccr-23-1554 | PMID 37728879 Get It

Abstract Purpose: Tumor-infiltrating B lymphocytes (TIL-B) have demonstrated prognostic and predictive significance in solid cancers. In this study, we aimed to distinguish TIL-Bs from malignant B-cells in diffuse large B-cell lymphoma (DLBCL) and determine the clinical and biological significance. Experimental Design: A total of 269 patients with de novo DLBCL from the International DLBCL R-CHOP Consortium Program were studied. Ultra-deep sequencing of the immunoglobulin genes was performed to determine B-cell clonotypes. The frequencies and numbers of TIL-B clonotypes in individual repertoires were correlated with patient survival, gene expression profiling (GEP) data, and frequencies of DLBCL-infiltrating immune cells quantified by fluorescent multiplex IHC at single-cell resolution. Results: TIL-B abundance, evaluated by frequencies of normal B-cell clonotypes in the immunoglobulin repertoires, remarkably showed positive associations with significantly better survival of patients in our sequenced cohorts. DLBCLs with high versus low TIL-B abundance displayed distinct GEP signatures, increased pre-memory B-cell state and naïve CD4 T-cell state fractions, and higher CD4+ T-cell infiltration. TIL-B frequency, as a new biomarker in DLBCL, outperformed the germinal center (GC) B-cell–like/activated B-cell–like classification and TIL-T frequency. The identified TIL-B–high GEP signature, including genes upregulated during T-dependent B-cell activation and those highly expressed in normal GC B cells and T cells, showed significant favorable prognostic effects in several external validation cohorts. Conclusions: TIL-B frequency is a significant prognostic factor in DLBCL and plays a crucial role in antitumor immune responses. This study provides novel insights into the prognostic determinants in DLBCL and TIL-B functions with important therapeutic implications.
Mesothelioma: Peritoneal, Version 2.2023, NCCN Clinical Practice Guidelines in Oncology
Ettinger, David S. , Wood, Douglas E. , Stevenson, James, Aisner, Dara L. , Akerley, Wallace , Bauman, Jessica R. , Bruno, Débora S. , DeCamp, Malcolm M., Dilling, Thomas J. , Dowell, Jonathan E. , Durm, Gregory A. , Gettinger, Scott , Gubens, Matthew A. , Lackner, Rudy P., Maldonado, Fabien , Morgensztern, Daniel , Mullikin, Trey C. , Ng, Thomas, Otterson, Gregory A. , Patel, Sandip Pravin , Riely, Gregory J. , Riess, Jonathan W. , Shapiro, Theresa A. , Singh, Aditi P. , Tam, Alda L. , Yang, Stephen C. , Yau, Edwin , Gregory, Kristina M., Hughes, Miranda, Bharat, Ankit , Chang, Joe Y. , Chirieac, Lucian R. , Grotz, Travis E. , Hegde, Aparna , Lanuti, Michael D. , Lin, Jules , Loo, Billy W. , Lovly, Christine Marie , Massarelli, Erminia , Patil, Tejas , Polanco, Patricio Marcelo , Tanvetyanon, Tawee , Yanagawa, Jane

Mayo Clinic

Journal of the National Comprehensive Cancer Network | September 6, 2023 | Volume: 21 | Issue: 9 | Pages: 961-979

10.6004/jnccn.2023.0045 | PMID 37673108 Get It

Mesothelioma is a rare cancer originating in mesothelial surfaces of the peritoneum, pleura, and other sites. These NCCN Clinical Practice Guidelines in Oncology (NCCN Guidelines) focus on peritoneal mesothelioma (PeM). The NCCN Guidelines for PeM provide recommendations for workup, diagnosis, and treatment of primary as well as previously treated PeM. The diagnosis of PeM may be delayed because PeM mimics other diseases and conditions and because the disease is so rare. The pathology section was recently updated to include new information about markers used to identify mesothelioma, which is difficult to diagnose. The term “malignant” is no longer used to classify mesotheliomas, because all mesotheliomas are now defined as malignant.
Environmentally Sustainable Radiation Oncology: Can We Turn the Tides?
Anderson, Justin D. , McComas, Kyra N. , Tam, Andrew , Bloom, Julie R. , Lichter, Katie E.

Mayo Clinic

Applied Radiation Oncology | June 16, 2023 | Volume: No volume available | Issue: No issue available | Pages: 46-47

10.37549/aro1320 Get It

Connecting Vietnamese-Speaking Immigrants who Smoke to the Asian Smokers Quitline: A Feasibility Pilot of Proactive Outreach Interventions
Fu, Steven S. , Nelson, David , Do, Tam, Burgess, Diana J. , Patten, Christi A. , Martinson, Brian C. , Zhu, Shu-Hong , Patten, Christi , Burgess, Diana Jill

Mayo Clinic

Nicotine and Tobacco Research | June 9, 2023 | Volume: 25 | Issue: 10 | Pages: 1691-1697

10.1093/ntr/ntad089 | PMID 37294675 Get It

Abstract Introduction Cigarette smoking is highly prevalent among Asian American immigrant subgroups. Previously, Asian-language telephone Quitline services were only available in California. In 2012, the Centers for Disease Control and Prevention (CDC) funded the national Asian Smokers’ Quitline (ASQ) to expand Asian-language Quitline services nationally. However, there are relatively few calls to the ASQ from outside California. Aims and Methods This pilot study assessed the feasibility of two proactive outreach interventions to connect Vietnamese-speaking participants who smoke to the ASQ. Both interventions, (1) proactive telephone outreach with a counselor trained in motivational interviewing (PRO-MI) and (2) proactive telephone outreach with interactive voice response (PRO-IVR), were adapted to be culturally and linguistically appropriate for Vietnamese-speaking participants. Participants were randomly assigned 2:1 to PRO-IVR versus PRO-MI. Assessments were conducted at baseline and 3 months post-enrollment. Feasibility indicators were the recruitment rate and initiation of ASQ treatment. Results Using the HealthPartners electronic health record, a large health system in Minnesota, we identified approximately 343 potentially eligible Vietnamese participants who were mailed invitation letters and baseline surveys with telephone follow-up. We enrolled 86 eligible participants (25% recruitment rate). In the PRO-IVR group 7/58 participants were directly transferred to the ASQ (12% initiation rate) and in the PRO-MI group 8/28 participants were warm transferred to the ASQ (29% initiation rate). Conclusions This pilot study demonstrates the feasibility of our recruitment methods and of implementing proactive outreach interventions to promote the initiation of smoking cessation treatment with the ASQ. Implications This pilot study contributes novel data on the uptake of Asian Smokers’ Quitline (ASQ) services among Vietnamese-speaking people who smoke (PWS) with two proactive outreach interventions: (1) proactive telephone outreach with a counselor trained in motivational interviewing (PRO-MI) and (2) proactive telephone outreach with interactive voice response (PRO-IVR). We found that it is feasible to implement these proactive outreach interventions to promote the initiation of ASQ cessation treatment among Vietnamese-language speaking PWS. Future large trials are needed to rigorously compare PRO-MI and PRO-IVR and conduct budget impact analyses to understand the most efficient strategies for incorporation into health system settings.
BRUIN CLL-322: A phase 3 open-label, randomized study of fixed duration pirtobrutinib plus venetoclax and rituximab versus venetoclax and rituximab in previously treated chronic lymphocytic leukemia/small lymphocytic lymphoma.
Eyre, Toby A. , Móciková, Heidi , Chang, Amy , Oliveira, Joana , Lu, Yi , Leow, Ching Ching , Woyach, Jennifer A. , Thompson, Philip A , Wierda, William G. , Šimkovič, Martin , Grosicki, Sebastian , Jurczak, Wojciech , Wang, Yucai , Zinzani, Pier Luigi , Tam, Constantine S. , Davids, Matthew S. , Roeker, Lindsey E.

Mayo Clinic

Journal of Clinical Oncology | June 4, 2023 | Volume: 41 | Issue: 16_suppl | Pages: TPS7583-TPS7583

10.1200/jco.2023.41.16_suppl.tps7583 Get It

TPS7583 Background: Covalent (c) Bruton tyrosine kinase inhibitors (BTKi) have reshaped the treatment landscape for chronic lymphocytic leukemia/small lymphocytic lymphoma (CLL/SLL) and are now often used as initial therapy. The MURANO study established 2-year fixed duration venetoclax plus rituximab as a standard of care regimen for patients with relapsed or refractory CLL/SLL. However, its efficacy has not been formally assessed in CLL/SLL patients treated with a cBTKi, a common setting where this regimen is used in contemporary practice. Pirtobrutinib, a highly selective, non-covalent (reversible) BTKi, inhibits both wildtype and C481-mutant BTK with equal low nM potency, and has favorable oral pharmacology that enables continuous BTK inhibition throughout the dosing interval regardless of intrinsic rate of BTK turnover. In the phase 1/2 BRUIN study, pirtobrutinib demonstrated promising durable overall response rates (ORR) and was well tolerated in patients with pre-treated CLL/SLL regardless of prior therapy (including cBTKi), number of prior lines of therapy, BTK C481 mutation status, or reason for prior cBTKi discontinuation. The study's objective is to assess the superiority of adding time-limited pirtobrutinib to the MURANO regimen, hypothesized to prolong disease control in a largely BTKi-pretreated population. Methods: BRUIN CLL-322 (NCT04965493) is a randomized, open-label, global, phase 3 study comparing time-limited pirtobrutinib (200mg QD) plus venetoclax and rituximab versus venetoclax and rituximab in previously treated CLL/SLL patients. Approximately 600 patients, 80% who have been previously treated with cBTKi, will be randomized 1:1 and stratified by del(17p) status (yes/no) and prior BTKi experience (discontinuation due to progressive disease vs due to other reasons vs no prior BTKi exposure). Eligible patients are adults diagnosed with CLL/SLL and require therapy per iwCLL 2018 criteria who have received prior therapy that may or may not include a cBTKi. There are no restrictions on the number of lines of prior therapy. Key exclusion criteria include CNS involvement by CLL/SLL, Richter transformation at any time, prior BCL2 inhibitor or non-covalent BTK inhibitor, or a history of either allogeneic or autologous stem cell transplant, or chimeric antigen receptor T-cell therapy within 60 days prior to randomization. The primary endpoint is progression-free survival (PFS) per iwCLL criteria assessed by an independent review committee. Secondary endpoints include investigator assessed PFS, ORR, overall survival, time to next treatment, event-free survival, safety and tolerability, and patient-reported outcomes. Enrollment is ongoing for patients previously treated with BTKi and completed for BTKi naïve patients. Clinical trial information: NCT04965493 .
Outcomes by occurrence of immune-mediated adverse events (imAEs) with tremelimumab (T) plus durvalumab (D) in the phase 3 HIMALAYA study in unresectable hepatocellular carcinoma (uHCC).
Kelley, Robin Kate , Lim, Ho Yeong , Toni, Enrico N. De , Mody, Kabir , McCoy, Carrie L., Makowsky, Mallory, Negro, Alejandra , Lau, George , Cheng, Ann‐Lii , Sangro, Bruno , Kudo, Masatoshi , Tak, Won Young , Gasbarrini, Antonio , Reig, Maria , Tougeron, David , Tam, Vincent C. , Gong, Jun , Gupta, Charu , Abou‐Alfa, Ghassan K.

Mayo Clinic

Journal of Clinical Oncology | June 4, 2023 | Volume: 41 | Issue: 16_suppl | Pages: 4004-4004

10.1200/jco.2023.41.16_suppl.4004 Get It

4004 Background: Immune checkpoint inhibitor (ICI) studies have shown an association between the occurrence of imAEs and outcomes. In the Phase 3 HIMALAYA study (NCT03298451) in uHCC, STRIDE (Single T Regular Interval D) significantly improved overall survival (OS) vs sorafenib (S), and D monotherapy was noninferior to S. STRIDE and D had manageable safety (Abou-Alfa et al. NEJM Evid 2022). STRIDE is approved for uHCC in the United States and Japan and recommended for approval by the European Medicines Agency; D is approved in Japan. This exploratory analysis assessed the association between imAEs and outcomes in HIMALAYA. Methods: Safety was assessed in participants (pts) who received ≥1 dose of STRIDE (T 300 mg [one dose] plus D 1500 mg once every 4 weeks [Q4W]) or D (1500 mg Q4W). imAEs were AEs of special interest associated with drug exposure and consistent with an immune-mediated mechanism of action with no found alternate etiology. Median OS (mOS) and OS rates were estimated using the Kaplan–Meier method. OS hazard ratios (HRs) and 95% CIs were calculated using Cox modeling, with imAEs as a time-varying covariate and stratified by etiology (HBV/HCV/others), ECOG (0/1), and macro-vascular invasion (yes/no) for pts with vs without imAEs of any grade. Pts with >1 imAE were counted once. Results: In total, 388 pts (STRIDE) and 388 pts (D) were included in the analysis. Any grade imAEs, Grade 3 or 4 imAEs, and imAEs leading to discontinuation occurred in 139 (35.8%), 49 (12.6%), and 22 (5.7%) pts, respectively for STRIDE and 64 (16.5%), 25 (6.4%), and 10 (2.6%) pts, respectively for D. imAEs requiring high-dose steroids (≥40 mg prednisone or equivalent daily) occurred in 78 (20.1%) pts for STRIDE and 37 (9.5%) pts for D. An improvement in OS was seen with STRIDE in pts with imAEs vs pts without (HR, 0.73; 95% CI, 0.56–0.95). OS rates at 6, 12, and 24 months (mo) were higher for STRIDE in pts with imAEs vs pts without. The association between imAEs and OS was less clear for D and may be limited by small pt number. In a landmark analysis of pts with vs without imAEs within 6 mo of STRIDE (n=307) or D (n=287), OS HRs (95% CIs) were 0.65 (0.47–0.90) and 1.39 (0.95–2.04), respectively. Conclusions: In HIMALAYA, imAEs with STRIDE or D were manageable and generally low grade. In this exploratory analysis, the occurrence of imAEs was associated with improved OS for STRIDE, generally consistent with findings for other ICIs. Clinical trial information: NCT03298451 . [Table: see text]
The Alzheimer's Disease Prediction Of Longitudinal Evolution (TADPOLE) Challenge: Results after 1 Year Follow-up
Bron, Esther E. , Toga, Arthur W. , Weiner, Michael W. , Barkhof, Frederik , Fox, Nick C. , Eshaghi, Arman , Toni, Tina, Salaterski, Marcin, Lunina, Veronika, Ansart, Manon , Lu, Pascal , Thompson, Wesley K., Nahon, Aviv, Levy, Yarden, Halbersberg, Dan, Cohen, Mariya, Liao, Huiling , Yu, Kaixian , Ismail, Aya, Wood, Timothy C. , Nguyen, Minh , Sun, Nanbo , Yeo, B.T. Thomas , Qi, Ke , Chen, Shiyang , Qiu, Deqiang , Buciuman, Ionut, Kelner, Alex, Rimocea, Denisa, Ourselin, Sébastien , Venkatraghavan, Vikram , Liu, Keli , Rabe, Christina, Manser, Paul T. , Howlett, James , Huang, Zhiyue , Mukherjee, Sach, Rouanet, Anaïs , Oriol, Javier de Velasco , Clemente, Edgar E. V., Estrada, Karol , Altmann, André , Stonnington, Cynthia M. , Wu, Jianfeng , Devadas, Vivek, Fourrier, Clémentine , Doshi, Jimit , Moore, Paul J. , Lyons, Terry , Ciszek, Robert, Jedynak, Bruno , Pandya, K., Engels, William R., Cole, Joseph B., Golland, Polina , Alexander, Daniel C. , Initiative, The Alzheimer's Disease Neuroimaging, Toga, Arthur W , Barkhof, Frederik , Fox, Nick C , Weiner, Michael W , Marinescu, Razvan Valentin , Oxtoby, Neil P. , Young, Alexandra L. , Durrleman, Stanley , Iddi, Samuel , Li, Dan , Donohue, Michael , Li, Tengfei , Zhu, Hongtu , Tamez‐Peña, José G. , Wood, Timothy, Bravo, Héctor Corrada , Feng, Jiashi , Chen, Gang , Qi, Ke, Pop, Raluca, Ghazi, Mostafa Mehdipour , Nielsen, Mads , Sørensen, Lauge , Hill, Steven M., Kiddle, Steven John , Taschler, Bernd , Tom, Brian D. M. , White, Simon Richard , Faux, Noel Garry , Sedai, Suman , Aksman, Leon , Wang, Yalin , Rakêt, Lars Lau , Sotiras, Aristeidis , Erus, Güray , Davatzikos, Christos , Vogel, Jacob W. , Doyle, Andrew , Tam, Angela , Diaz-Papkovich, Alex , Jammeh, Emmanuel , Koval, Igor , Gallacher, John , Tohka, Jussi , Pandya, Kruti, Bilgel, Murat , Engels, William, Cole, Joseph, Klein, Stefan , Initiative, The Alzheimer's Disease Neuroimaging

Mayo Clinic

Machine Learning for Biomedical Imaging | May 17, 2023 | Volume: 1 | Issue: December 2021 | Pages: 1-60

10.59275/j.melba.2021-2dcc Get It

Accurate prediction of progression in subjects at risk of Alzheimer's disease is crucial for enrolling the right subjects in clinical trials. However, a prospective comparison of state-of-the-art algorithms for predicting disease onset and progression is currently lacking. We present the findings of "The Alzheimer's Disease Prediction Of Longitudinal Evolution" (TADPOLE) Challenge, which compared the performance of 92 algorithms from 33 international teams at predicting the future trajectory of 219 individuals at risk of Alzheimer's disease. Challenge participants were required to make a prediction, for each month of a 5-year future time period, of three key outcomes: clinical diagnosis, Alzheimer's Disease Assessment Scale Cognitive Subdomain (ADAS-Cog13), and total volume of the ventricles. The methods used by challenge participants included multivariate linear regression, machine learning methods such as support vector machines and deep neural networks, as well as disease progression models. No single submission was best at predicting all three outcomes. For clinical diagnosis and ventricle volume prediction, the best algorithms strongly outperform simple baselines in predictive ability. However, for ADAS-Cog13 no single submitted prediction method was significantly better than random guesswork. Two ensemble methods based on taking the mean and median over all predictions, obtained top scores on almost all tasks. Better than average performance at diagnosis prediction was generally associated with the additional inclusion of features from cerebrospinal fluid (CSF) samples and diffusion tensor imaging (DTI). On the other hand, better performance at ventricle volume prediction was associated with inclusion of summary statistics, such as the slope or maxima/minima of patient-specific biomarkers. On a limited, cross-sectional subset of the data emulating clinical trials, performance of the best algorithms at predicting clinical diagnosis decreased only slightly (2 percentage points) compared to the full longitudinal dataset. The submission system remains open via the website https://tadpole.grand-challenge.org, while TADPOLE SHARE (https://tadpole-share.github.io/) collates code for submissions. TADPOLE's unique results suggest that current prediction algorithms provide sufficient accuracy to exploit biomarkers related to clinical diagnosis and ventricle volume, for cohort refinement in clinical trials for Alzheimer's disease. However, results call into question the usage of cognitive test scores for patient selection and as a primary endpoint in clinical trials.