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7717 citation(s) found for "Ma, Daniel".

Safety and efficacy of preoperative embolization in the treatment of brain arteriovenous malformations with perinidal aneurysms and single draining vein: a multicenter study with propensity score-weighting
Adeeb, Nimer , Abdalrazeq, Hammam , Salim, Hamza , Tjoumakaris, Stavropoula , Kandregula, Sandeep , Ogilvy, Christopher S. , Sheehan, Jason , Aslan, Assala , Patel, Pious D. , Lan, Matthews , Baldassari, Michael P. , Koduri, Sravanthi , Atallah, Elias , Zeineddine, Hussein A. , Pontarelli, Mary-Katharine , Naamani, Kareem El, Ironside, Natasha , Gummadi, Sanjeev, Başkaya, Mustafa K. , Ataoglu, Cagdas , Mccarthy, Finn, Sanchez‐Forteza, Anthony , Essibayi, Muhammed Amir , Muram, Sandeep , Sconzo, Daniel , Riina, Howard A. , Rezai, Arwin, Alwakaa, Omar , Erginoğlu, Ufuk , Sen, Rajeev , Devia, Diego A., Perez-Mendez, Wilfran, Puentes, Juan C. , Spiotta, Alejandro M , Puri, Ajit S , Singh, Jasmeet, Burkhardt, Jan Karl, Starke, Robert M., Sekhar, Laligam N., Haranhalli, Neil , McAvoy, Malia , Eltiti, Marah, Abushehab, Abdallah, Foreman, Paul M. , Zaidat, Osama O. , Ruppert-Gomez, Marcella , Stapleton, Christopher J. , Koch, Matthew J. , Srinivasan, Visish M, Alshahrani, Rabab, Gooch, M Reid, Rosenwasser, Robert H. , Bulsara, Ketan R., Kan, Peter , Kim, Louis J. , Pukenas, Bryan , Li, Yan-Lin , Alaraj, Ali , Fuschi, Maurizio , Patel, Aman B. , Notarianni, Christina , Cuellar, Hugo H, Lawton, Michael T., Guthikonda, Bharat , Jabbour, Pascal , Salim, Hamza , Tjoumakaris, Stavropoula , Kandregula, Sandeep , Ogilvy, Christopher S , Dmytriw, Adam A , Aslan, Assala , Essibayi, Muhammed Amir , Alwakaa, Omar , Griessenauer, Christoph J , Abo Kasem, Rahim , Spiotta, Alejandro M , Levitt, Michael R , Altschul, David J , Shakir, Hakeem J , Zaidat, Osama O , Stapleton, Christopher , Koch, Matthew J , Chen, Peng R , Kan, Peter , Choudhri, Omar , Alaraj, Ali , Guthikonda, Bharat , Jabbour, Pascal , Erginoglu, Ufuk , Li, Yan-Lin , Burkhardt, Jan‐Karl , Musmar, Basel , Roy, Joanna M. , Kondziolka, Douglas , Dmytriw, Adam A. , Abou‐Al‐Shaar, Hussam , Naamani, Kareem El, Abdelsalam, Ahmed , Kumbhare, Deepak , Mccarthy, Finn, Keleş, Abdullah , Tos, Salem M , Mantziaris, Georgios , Park, Min S, Hanalıoğlu, Şahin , Pöppe, Johannes , Sen, Rajeev D, Griessenauer, Christoph J. , Ocampo-Navia, María Isabel , Kasem, Rahim Abo , Kühn, Anna Luisa , Sekhar, Laligam N. , Levitt, Michael R. , Altschul, David , Almajali, Mohammad , See, Alfred P. , Abla, Adib A. , Patel, Aashay , Nguyen, Andrew , Srinivasan, Visish M. , Blackburn, Spiros , Gooch, Michael Reid , Kim, Louis J. , Choudhri, Omar , Simonato, Davide , Savardekar, Amey Rajan , Lawton, Michael T. , Morcos, Jacques J.

Journal of NeuroInterventional Surgery | August 22, 2025 | Volume: 18 | Issue: 8 | Pages: 1765-1772

10.1136/jnis-2025-023873 | PMID 40846482 Get It

Background and objectives Arteriovenous malformations (AVMs) with perinidal aneurysms and single draining vein are associated with an elevated risk of rupture and increased procedural complexity. The role of preoperative embolization in this high-risk anatomical subset remains unclear. This study aimed to evaluate the safety and efficacy of microsurgery with preoperative embolization, compared with microsurgery alone in patients with such AVMs. Methods We conducted a multicenter retrospective analysis of an AVM registry from the MISTA (Multicenter International Study for Treatment of Brain AVMs) consortium and included AVMs with perinidal aneurysms and a single draining vein. Baseline characteristics, angiographic outcomes, functional outcomes, and complication rates were compared. Propensity score weighting (PSW) using the covariate balancing method was applied to adjust for baseline differences. Results Out of a total of 1919 patients, 65 met the inclusion criteria; 45 patients underwent preoperative embolization followed by microsurgery, and 20 underwent microsurgery alone. After adjustment, complete obliteration rates were similar between groups (OR 0.87, 95% CI 0.04 to 16.33, P=0.92), as were rates of functional independence at discharge and follow-up. Overall complication, symptomatic complication, and mortality rates did not differ significantly between groups. However, permanent complications were significantly lower in patients with preoperative embolization (OR 0.06, 95% CI 0.004 to 0.84, P=0.03). Discussion In patients with AVMs featuring perinidal aneurysms and single draining vein, preoperative embolization followed by microsurgery was associated with fewer permanent complications and no increase in adverse outcomes compared with microsurgery alone. However, given the small number of events, this finding should be interpreted cautiously.
Development and validation of natural language processing algorithms in the national ENACT network
Wang, Yanshan , Hilsman, Jordan, Li, Chenyu , Kwak, Min Ji , Applegate, Joseph R., Wang, Liwei , Harris, Daniel R. , Corbeau, Alexandria, Osborne, John D. , Kennedy, Richard , Garduno-Rapp, Nelly-Estefanie, Rousseau, Justin F. , Murphy, Tyler J., Sohn, Sunghwan , Peng, Yifan , Pathak, Aman, Xia, Zongqi , Loguercio, Salvatore , Reís, Steven E. , Visweswaran, Shyam, Harris, Daniel , Fan, Jungwei , Kennedy, Richard E , Osborne, John D , Li, Chenyu , Wang, Yanshan , Rousseau, Justin F , Morris, Michele M. , Heider, Paul M. , Fu, Sunyang , Wen, Andrew , Applegate, Joseph R., Bernstam, Elmer V , Liu, Hongfang , Chang, Jack , Henderson, Darren W. , Osborne, John, Yan, Chao , Chen, You , Patel, Mayur Bipin , Murphy, Tyler J., Malin, Bradley , Park, Chan Mi , Fan, Jungwei , Pagali, Sandeep R. , Wu, Yonghui , Visweswaran, Shyam

Journal of Clinical and Translational Science | August 22, 2025 | Volume: 9 | Issue: 1 | Pages: No page available

10.1017/cts.2025.10116 | PMID 40979101 Get It

Abstract Objective: Electronic Health Record (EHR) data are critical for advancing translational research and AI technologies. The ENACT network offers access to structured EHR data across 57 CTSA hubs. However, substantial information is contained in clinical narratives, requiring natural language processing (NLP) for research. The ENACT NLP Working Group was formed to make NLP-derived clinical information accessible and queryable across the network. Methods: We established the ENACT NLP Working Group with 13 sites selected based on criteria including clinical notes access, IT infrastructure, NLP expertise, and institutional support. We divided sites into five focus groups targeting clinical tasks within disease contexts. Each focus group consisted of two development sites and two validation sites. We extended the ENACT ontology to standardize NLP-derived data and conducted multisite evaluations using the Open Health Natural Language Processing (OHNLP) Toolkit. Results: The working group achieved 100% site retention and deployed NLP infrastructure across all sites. We developed and validated NLP algorithms for rare disease phenotyping, social determinants of health, opioid use disorder, sleep phenotyping, and delirium phenotyping. Performance varied across sites (F1 scores 0.53–0.96), highlighting data heterogeneity impacts. We extended the ENACT common data model and ontology to incorporate NLP-derived data while maintaining Shared Health Research Informatics NEtwork (SHRINE) compatibility. Conclusion: This demonstrates feasibility of deploying NLP infrastructure across large, federated networks. The focus group approach proved more practical than general-purpose approaches. Key lessons include the challenge of data heterogeneity and importance of collaborative governance. This work also provides a foundation that other networks can build on to implement NLP capabilities for translational research.
Efficacy and Safety of Erenumab in Adults With Medication Overuse Headache: Final Results From a Phase 4 Randomized Placebo‐Controlled Study
Tepper, Stewart J. , Doležil, David, Gil‐Gouveia, Raquel , Lucas, Christian , Piasecka‐Stryczynska, Karolina , Mikol, Daniel D., Chehrenama, Mahan, Chou, Denise E. , Liu, Zilu , Dodick, David W. , Lantéri‐Minet, Michel , Szabó, Gyöngyi, Lima, Gabriel Paiva da Silva

European Journal of Neurology | August 21, 2025 | Volume: 32 | Issue: 8 | Pages: No page available

10.1111/ene.70328 | PMID 40838472 Get It

ABSTRACTBackgroundErenumab‐induced medication overuse headache (MOH) remission in participants with chronic migraine (CM) in a prospective, Phase 4, randomized, placebo‐controlled trial with an open‐label treatment period (OLTP). We present 1‐year results from the combined double‐blind treatment period (DBTP) and OLTP for the stratified nonopioid cohort.MethodsParticipants with CM‐MOH were randomized 1:1:1 to subcutaneous 70 or 140 mg erenumab every 4 weeks (QM) or placebo for the initial 24 weeks (DBTP). Those successfully completing DBTP could continue the 28‐week OLTP, maintaining the same erenumab dose received during DBTP or, if receiving placebo, randomly assigned 1:1 to erenumab 70 or 140 mg QM. OLTP endpoints were exploratory.ResultsOverall, 552 participants received erenumab (70 mg, n = 274; 140 mg, n = 278); 95.3% completed OLTP. One‐year MOH relapse in participants who achieved MOH remission at DBTP Month 6 was 2.7% (3/111) and 2.4% (3/124) with erenumab 70 and 140 mg, respectively; absence of MOH at study end was observed in 69.0% (189/274) and 75.5% (210/278) of participants. Sustained MOH absence over 1 year was reported in 60.5% (107/177) and 68.8% (119/173) of participants, respectively. Sustained improvements in measures of headache days, medication days, and function were observed in both groups. No new safety concerns were identified (grade ≥ 3, 35 [6.3%]; serious, 17 [3.1%]; adverse events leading to treatment discontinuation, 5 [0.9%]).ConclusionsErenumab was effective in inducing and sustaining MOH remission and improving function over 1 year. Treatment compliance remained high, with safety events consistent with erenumab's known safety profile.Trial RegistrationNCT03971071
A 5-Year Epidemiological Study of Monomicrobial Enterococcal Bloodstream Infection in a Population-Based Cohort
Bayless, David , Baddour, Larry M. , Lahr, Brian D. , Hagan, Grace , Cao, Jenny Jia Ling , DeSimone, Daniel C. , Bayless, David R , Hagan, Grace A , Cao, Jenny J , Baddour, Larry , DeSimone, Daniel C

Open Forum Infectious Diseases | August 20, 2025 | Volume: 12 | Issue: 9 | Pages: No page available

10.1093/ofid/ofaf506 | PMID 40926878 Get It

Abstract Background The incidence, epidemiology, and clinical characteristics of enterococcal bloodstream infection (BSI) have not previously been studied on a population-based level in the United States. Methods We utilized the Expanded Rochester Epidemiology Project medical records linkage system to conduct a contemporary 5-year, retrospective, population-based study of monomicrobial enterococcal (ME) BSI among adult residents of 8 counties in southeast Minnesota from January 1, 2018 to December 31, 2022. Results A total of 109 cases of ME-BSI were identified. The overall age- and sex-adjusted incidence rate was 6.7 per 100 000 person-years (95% confidence interval, 5.4–7.9). Multivariable analysis revealed that male sex (P < .001) and older age (P < .001) were each independently associated with increased incidence, whereas no temporal association was demonstrated (year effect, P = .475). The median age of incident cases was 76.8 years (interquartile range, 65.0–83.3). Urinary tract source was the most common presumed source (42.2%), and Enterococcus faecalis was the predominant (83.5%) pathogen. Overall, 14.4% of patients met modified Duke criteria for definite infective endocarditis. Cumulative mortality was 28.4% at 12 weeks and 43.1% at 1 year. Conclusions In this population-based study, ME-BSI was significantly associated with older age and male sex. There was a high rate of mortality at 12 weeks and 1 year, with ∼1 out of 7 cases complicated by definite infective endocarditis. These findings underscore the importance of ongoing investigation of this syndrome.
Paclitaxel neurotoxicity is triggered by epidermal EG5 dependent microtubule fasciculation and X-ROS formation
Rieger, Sandra , Hsieh, Chia-Jung , Anthony, C. Merlyn , Vlach, Mikaela , Cádiz, Antonio , Schmidt, Natalie A. , Ugo, Marie J, Sanchez, Celina Amaya , Reimonn, Cassandra, Wuchty, Stefan , Pellegrini, Adriana D., Brieger, Leah, Pappalardo, Leah G, Regan, Daniel P. , Zhao, Bowen , Dasari, Surendra , Capobianco, Enrico , Lisse, Thomas S. , Staff, Nathan P. , Xu, Xiang‐Xi , Gutierrez, Sergio, Li, Xin , Vlach, Mikaela R , Diaz, Antonio Cadiz , Schmidt, Natalie A , Amaya Sanchez, Maria Celina , Reimonn, Cassandra A , Wuchty, Stefan , Regan, Daniel P , Zhao, Bowen , Zhang, Fuwu , Howell, Caitlin , Hrstka, Sybil C , Dasari, Surendra , Capobianco, Enrico , Lisse, Thomas S , Staff, Nathan P , Xu, Mike Xiangxi , Rieger, Sandra , Hrstka, Sybil , Harrison, Benjamin J. , Gutierrez, Sergio, Li, Xin

No container title available | August 20, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-5470731/v1 | PMID 40894047 Get It

Abstract Taxanes are frontline chemotherapeutics that stabilize microtubules, induce mitotic arrest, and drive tumor remission. However, their off-target effects in healthy tissues, most notably cutaneous axon degeneration underlying chemotherapy-induced peripheral neuropathy (CIPN), remain poorly understood. Here, we show that paclitaxel induces microtubule fasciculation in epidermal keratinocytes through the mitotic kinesin Eg5, thereby initiating CIPN. Mechanistically, paclitaxel enhances Eg5-dependent fasciculation of detyrosinated (stabilized) microtubules, which constrict and breach the nuclear lamina. This deformation triggers tension-dependent NADPH oxidase-mediated nuclear ROS (X-ROS) formation upstream of mmp13 transcription, a pathway we previously demonstrated drives sensory axon degeneration. Employing a cross-species framework spanning zebrafish, mice, human skin biopsies, and a breast adenocarcinoma cell line, we uncover a conserved paclitaxel–Eg5 mechanism leading to fasciculation of stable microtubules in both healthy epidermis and cancer cells. These findings highlight the dualistic nature of paclitaxel action and underscore the challenge of preserving anticancer efficacy while preventing neurotoxic side effects.
Genomic and Immune Landscape of Pancreatic Ductal Adenocarcinoma Associated with Germline Pathogenic Variants in ATM
Yadav, Siddhartha , Bao, Riyue , Graham, Rondell P. , Hart, Steven N. , Na, Jie , Boddicker, Nicholas , Gnanaolivu, Rohan , Smadbeck, James , Ding, Li , Billadeau, Daniel D. , Mayer, Aaron T. , Hu, Chunling , Hart, Steven N , Na, Jie , Boddicker, Nicholas J , Gnanaolivu, Rohan , Smadbeck, James B , Ding, Li , Billadeau, Daniel D , Mayer, Aaron T , Majumder, Shounak , Morais Lyra, Paulo Cilas , Lee, Adrian V , Monteiro, Alvaro N , Villasboas, Jose Caetano , McWilliams, Robert R , Couch, Fergus J. , Graham, Rondell P , Yadav, Siddhartha , Hu, Chunling , Majumder, Shounak , Lyra, Paulo C. , Lee, Adrian V. , Monteiro, Álvaro N.A. , Villasboas, José C. , McWilliams, Robert R. , Couch, Fergus J.

Clinical Cancer Research | August 19, 2025 | Volume: 31 | Issue: 21 | Pages: 4463-4474

10.1158/1078-0432.ccr-24-4120 | PMID 40828413 Get It

Abstract Purpose: Germline pathogenic variants (PV) in ATM increase the risk of pancreatic ductal adenocarcinoma (PDAC), but the underlying tumor biology of PDAC associated with germline PV in ATM has not been adequately explored. Experimental Design: Whole-genome, whole-exome, and RNA sequencing were performed on PDAC tumors from 25 germline ATM PV carriers diagnosed at Mayo Clinic between 2007 and 2017. Somatic and copy-number alterations, mutational signatures, transcriptomic subtypes, and the immune landscape were evaluated. Results: High-quality whole-exome and whole-genome sequencing were obtained from 21 and 15 tumors, respectively. Biallelic inactivation of ATM was observed in 87%, KRAS PV in 90%, CDKN2A homozygous loss in 60%, and TP53 alterations in <10% of these tumors. A predominant clock-like mutational signature was present in all samples. Whole-transcriptome analysis identified that the aberrantly differentiated endocrine exocrine subtype accounted for 18% of PDAC and was consistently associated with >5-year overall survival. In addition, a 28-gene expression–based signature associated with overall survival was identified and further validated in The Cancer Genome Atlas cohort. Immune landscape analysis through CODEX identified enriched CD4 T-helper cell/tumor interactions and reduced B7H3-high cell/tumor interactions in ATM PV carriers compared with noncarriers. Conclusions: The observed absence of TP53 PV and enrichment for CDKN2A alterations in ATM tumors, along with differences in the mutational signatures, transcriptomic subtypes and immune landscape, improve our understanding of the mechanistic pathways involved in PDAC development in germline ATM PV carriers and help identify potential targeted therapeutic strategies.
Detection, quantitation, and genotyping of human papillomavirus circulating tumor DNA by droplet digital PCR
Fernholz, Emily C. , Abel, Kathryn M. Van , Moore, Eric J. , Daniel, Jeannie, Hunter, Danielle E., Lewis, James S. , Wendlandt, Erik, Binnicker, Matthew J. , Bartemes, Kathleen R. , Binnicker, Matthew J , Van Abel, Kathryn M , Routman, David M. , Ma, Daniel J.

Journal of Clinical Microbiology | August 19, 2025 | Volume: 63 | Issue: 9 | Pages: No page available

10.1128/jcm.00585-25 | PMID 40827899 Get It

ABSTRACT Human papillomavirus (HPV) is comprised of >200 genotypes and has an ~8 kb, circular, double-stranded DNA genome. Transmission of HPV occurs through skin-to-skin contact and infection of squamous epithelial cells of cutaneous and mucosal surfaces. HPV genotypes are categorized as low- or high-risk (hrHPV) based on oncogenic potential. There are approximately 14 types of hrHPV that can cause several types of cancer, including HPV-associated oropharyngeal squamous cell carcinoma (HPV(+)OPSCC). Detection of HPV(+)OPSCC is traditionally accomplished using p16 immunohistochemistry (IHC) and HPV-specific testing, either DNA or RNA in situ hybridization (ISH) staining or DNA-based PCR of suspected tumor biopsy tissue. More recently, platelet-poor plasma (PPP) samples from patients with HPV(+)OPSCC have proven useful for detection and quantitation of fragments of HPV circulating tumor DNA (ctDNA). ctDNA has been shown to be useful in determining treatment response and monitoring for disease recurrence. In this study, a novel droplet digital PCR assay (ddPCR) was developed and validated for the detection and quantitation of ctDNA from 5 hrHPV genotypes in PPP. Analytical sensitivity ranged from 7.71 to 19.45 fragments of HPV ctDNA per milliliter of PPP across five hrHPV genotypes. In patients with confirmed primary or recurrent HPV(+)OPSCC or HPV(-)OPSCC, testing of corresponding PPP samples ( n = 32) by ddPCR demonstrated 90.63% (29/32) overall agreement with p16/HPV-ISH biopsy results. Compared with reference ddPCR assays performed at outside laboratories, our ddPCR assay yielded 90% (9/10) overall agreement. This assay may provide clinicians with a tool for monitoring HPV ctDNA prior to, during, and after treatment of an HPV-associated cancer. IMPORTANCE At least 14 genotypes of human papillomavirus (HPV) have been identified to have high oncogenic potential. While molecular diagnostic testing for HPV is widely available for liquid cytologic cervical samples, testing is limited for other sample types, including liquid biopsy samples, such as platelet-poor plasma (PPP). With the rising incidence of HPV-associated oropharyngeal squamous cell carcinoma (HPV(+)OPSCC), laboratory testing is an essential part of patient diagnosis, management, and surveillance. Here, we summarize the development and analytical performance validation of a multiplexed, droplet digital PCR (ddPCR) assay for the detection and quantitation of HPV circulating tumor DNA (ctDNA) in PPP. This assay may provide clinicians with a tool to address minimal residual disease for patients with an HPV-associated cancer.
Smartwatch Use and Physician Well-Being
Wilton, Angelina R. , Satele, Daniel , Athreya, Arjun P. , Satele, Daniel V, Dyrbye, Liselotte N. , West, Colin P.

JAMA Network Open | August 18, 2025 | Volume: 8 | Issue: 8 | Pages: e2527275

10.1001/jamanetworkopen.2025.27275 | PMID 40824640 Get It

ImportanceBurnout remains prevalent among physicians and can negatively affect quality, safety, and cost of patient care. Few randomized studies on interventions to address burnout have been conducted to date.ObjectiveTo determine whether wearing a smartwatch and having access to its physiological data (eg, sleep, step count, and heart rate) improves physician well-being (and if so, which dimensions of well-being).Design, Setting, and ParticipantsThis randomized clinical trial included physicians at 2 US medical centers (Mayo Clinic and the University of Colorado School of Medicine) who volunteered to wear a provided smartwatch beginning June 7, 2023. The study concluded on June 27, 2024.InterventionSix months of wearing a smartwatch.Main Outcomes and MeasuresBurnout, resilience, quality of life, depressive symptoms, stress, and sleepiness were measured using validated scales. Participants completed electronic surveys at baseline and 3, 6, 9, and 12 months. An intention-to-treat analysis was conducted.ResultsThis study included 184 physicians (mean [SD] age, 37.5 [9.3] years; 107 females [58.8%]). A total of 83 of 183 physicians (45.4%) were residents or fellows, 103 of 184 (56.0%) lived in Colorado, and 99 of 182 (54.4%) worked in non–primary care settings. Baseline levels of well-being across the measured dimensions were similar for the 2 study arms. At 6 months, 35 of 85 physicians (41.2%) in the intervention arm had burnout compared with 46 of 91 (50.5%) in the control arm (P = .21). Mean (SD) resilience scores at 6 months were 31.9 (5.0) and 29.5 (6.2) among physicians in the intervention and control arms, respectively (P = .01). In multivariable analysis adjusting for baseline score, demographics, specialty, and work hours, the prevalence of burnout was lower (odds ratio, 0.46 [95% CI, 0.21-0.99]; P = .046) and mean resilience score was higher (parameter estimate [scale, 0-40], 1.20 points [95% CI, 0.11-2.28 points]; P = .03; Cohen d = 0.17) among physicians in the intervention arm vs the control arm after 6 months.Conclusions and RelevanceIn this randomized clinical trial to evaluate the effect of wearing a smartwatch and having access to its physiological data on physician well-being, physicians who wore a smartwatch experienced improvements in burnout and resilience. Future research should explore whether engagement with smartwatch data leads to actual behavior change (eg, adaptive coping or reflective habits) that reduces burnout risk and enhances resilience.Trial RegistrationClinicalTrials.gov Identifier: NCT05463250
A Dual Role for NKG7 in T-cell Cytotoxicity and Longevity
Dong, Haidong , Ham, Hyoungjun , Barham, Whitney , Wen, Ti , Hirdler, Jacob B. , Mao, Zhiming , Ashton, Dallin S. , Zhang, Wenjing , Silva, Henrique Borges da , Billadeau, Daniel D. , Lucien, Fabrice , Borges da Silva, Henrique , Billadeau, Daniel D , Dong, Haidong , Lucien, Fabrice

Cancer Immunology Research | August 18, 2025 | Volume: 13 | Issue: 10 | Pages: 1510-1515

10.1158/2326-6066.cir-25-0384 | PMID 40824199 Get It

Abstract The effectiveness of T cell–based immunotherapy depends on durable T-cell responses that can efficiently eliminate tumor cells. NKG7 was discovered three decades ago as a protein associated with lytic granules. However, only studies published over the past 5 years have contributed substantially to our understanding of NKG7 in T-cell biology. NKG7 has been recognized as an important T-cell functional marker in responses to immune checkpoint inhibitor therapy and in the prognosis of certain cancers. Besides its role in the generation, trafficking, and release of lytic granules, which is critical for efficient T-cell cytotoxicity against tumor cells, NKG7 has been identified as a key negative regulator of mTORC1 activity. By restraining mTORC1 activity, NKG7 promotes T-cell longevity and memory generation after infection. Importantly, NKG7 upregulation has demonstrated therapeutic potential in preclinical T-cell therapy for cancer. Collectively, NKG7 is emerging as a promising biomarker and therapeutic addition to T cell–based immunotherapies.
Establishing Clinically Distinct Patient Treatment Subgroups Following Anterior Cruciate Ligament Reconstruction: A Machine Learning Clustering Analysis
Lu, Yining , Kang, Louis , Mavrommatis, Sophia , Hevesi, Mario , Okoroha, Kelechi R. , Saris, Daniël B.F. , Krych, Aaron J. , Tagliero, Adam J. , Camp, Christopher L. , Tagliero, Adam , Lu, Yining , Krych, Aaron J , Hevesi, Mario , Kang, Louis S , Saris, Daniël B.F.

The American Journal of Sports Medicine | August 15, 2025 | Volume: 53 | Issue: 11 | Pages: 2542-2552

10.1177/03635465251360240 | PMID 40815848 Get It

Background: Treatment decisions in patients with anterior cruciate ligament (ACL) injuries are influenced by multiple factors, such as the desire to return to sports or symptomatic instability. Identifying the differential treatment effect of ACL reconstruction (ACLR) compared with nonoperative management on a patient-specific level can inform surgical decision-making. Hypothesis: Unsupervised machine learning can identify distinct patient subgroups based on outcome achievement after ACL injury, and ACLR will exert a protective effect on the development of posttraumatic osteoarthritis (PTOA) over nonoperative management. Study Design: Cohort study; Level of evidence, 3. Methods: A longitudinal populational registry identified patients with ACL injuries from 1990 to 2016 with a minimum 7.5-year follow-up. An unsupervised random forest algorithm was utilized to develop and validate patient subgroups. Treatment effects of ACLR on outcomes were analyzed using a machine learning causal inference estimator. Patient subgroup membership was incorporated into a multivariable logistic regression to identify factors predictive of optimal outcomes. Results: A total of 923 patients (785 primary ACLR, 138 nonoperative) were included. The random forest algorithm arrived at an optimal partition of 2 subgroups, with 653 patients in the optimal outcome subgroup (368 male [56.4%]; mean age, 26.0 ± 10.2 years; mean body mass index [BMI], 26.5 ± 4.30) and 270 patients in the suboptimal outcome subgroup (152 male [56.3%]; mean age, 35.0 ± 10.1 years; mean BMI, 30.5 ± 5.54). The latter group demonstrated significantly increased rates of secondary meniscal injury, development of symptomatic PTOA, and progression to total knee arthroplasty (TKA) at the final follow-up (all P < .01). In the optimal outcome subgroup, ACLR had significantly protective treatment effects on the risk of secondary meniscal injury (average treatment effect [ATE], 61%), contralateral ACL injury (ATE, 8%), symptomatic PTOA (ATE, 16%), and progression to TKA (ATE, 6%) (all P < .01). Conversely, in the suboptimal outcome subgroup, ACLR only protected against symptomatic PTOA (ATE, 11%) and progression to TKA (ATE, 8%) (both P < .01). Conclusion: Two clinically meaningful subgroups were identified from retrospectively collected data and found to experience differential treatment responses after ACL injuries. ACLR decreased the rate of development of PTOA and TKA in both subgroups but was not as effective in preventing secondary meniscal injuries or contralateral ACL injuries in patients who were older, heavier, or had concomitant medial meniscus injuries.