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Clinical Criteria for the Definition of Refractory Septic Shock: A Joint Delphi Consensus from the Society of Critical Care Medicine (SCCM) and European Society of Intensive Care Medicine (ESICM)
Myatra, Sheila Nainan , Dugar, Siddharth , Russell, Lene , Delamarre, Louis , Sharif, Sameer , Chew, Michelle S. , Gong, Michelle N. , Hernández, Glenn , Martín‐Loeches, Ignacio , Dünser, Martin W., Einav, Sharon , Hamzaoui, Olfa, Frazee, Erin N. , Busse, Laurence W. , Deutschman, Clifford S. , Holder, Andre L. , Nazer, Lama , Nunnally, Mark , Rincon, Teresa , Seymour, Christopher W. , Besen, Bruno Adler Maccagnan Pinheiro , Finfer, Simon , Machado, Flávia Ribeiro , Mer, Mervyn , Young, Paul J. , Khanna, Ashish , Dugar, Siddharth , Wieruszewski, Patrick M , Russell, Lene , Evans, Laura , Delamarre, Louis , Sharif, Sameer , Chew, Michelle S , Gong, Michelle Ng , Hernández, Glenn , Schorr, Christa , Lakbar, Ines , Smith, Susan E , Martin-Loeches, Ignacio , Annane, Djillali , Balik, Martin , Cecconi, Maurizio , De Backer, Daniel , Donadello, Katia , Einav, Sharon , Ferrer, Ricard , Juffermans, Nicole , Hamzaoui, Olfa , Landoni, Giovanni , Levy, Bruno , McKenzie, Cathrine , Monnet, Xavier , Ostermann, Marlies , Spies, Claudia D , Singer, Mervyn , Theodorakopulou, Maria , Topeli, Arzu , Frazee, Erin N , Bauer, Seth R , Busse, Laurence W , Coopersmith, Craig M , Deutschman, Clifford , Holder, Andre L , Kamaleswaran, Rishikesan , Legrand, Matthieu , Martin, Greg S , Maves, Ryan C , Nazer, Lama , Nunnally, Mark E , Prescott, Hallie C , Rincon, Teresa , Sacha, Gretchen , Seymour, Chris W , Arabi, Yaseen M , Besen, Bruno Amp , Cavalcanti, Alexandre Biasi , Deane, Adam M , Finfer, Simon , Hammond, Naomi , Ibarra-Estrada, Miguel , Kattan, Eduardo , Kotani, Yuki , Machado, Flavia R , Ospina-Tascón, Gustavo A , Mer, Mervyn , Young, Paul J , Rochwerg, Bram , Khanna, Ashish K , Léone, Marc , Wieruszewski, Patrick M. , Smith, Susan , Backer, Daniel De , Dünser, Martin W. , Lévy, Bruno , McKenzie, Cathrine , Ostermann, Marlies , Spies, Claudia , Kamaleswaran, Rishikesan , Legrand, Matthieu , Martin, Greg S. , Maves, Ryan C. , Prescott, Hallie C. , Arabi, Yaseen M. , Deane, Adam M. , Hammond, Naomi

Critical Care Medicine | March 24, 2026 | Volume: 54 | Issue: 5 | Pages: 1073-1091

10.1097/ccm.0000000000007124 | PMID 41873857 Get It

OBJECTIVE: A definition of refractory septic shock is necessary to guide diagnosis, management, prognostication, research, and future guidelines for this most severe form of the disease. We sought to achieve consensus on clinical criteria that would be used to define refractory septic shock. DESIGN: Review of literature, expert panel position statements, and Delphi rounds with an international expert group. SETTING: Consensus was defined as having at least 75% of panellists in agreement or disagreement on the three highest or lowest levels of a 7-point Likert scale or based on responses to single- or multiple-choice questions, respectively. SUBJECTS: A panel of multinational, multiprofessional and multidisciplinary critical care experts assembled by the Society of Critical Care Medicine and the European Society of Intensive Care Medicine (57 invitations and 56 participants). MEASUREMENTS AND MAIN RESULTS: A five-round Delphi process was conducted for consensus and stability. The steering committee proposed 34 statements, and five of them were rejected by panel experts after round 2. Among 29 statements selected from eight domains, consensus was reached for 13. The panel agreed on the need for a comprehensive consensus set of clinical criteria for refractory septic shock. Markers of organ dysfunction (75%, 2 rounds), tissue perfusion (91.1%, 2 rounds) including lactate (94.6%, 2 rounds) and capillary refill time (76.8%, 2 rounds), assessment of fluid-responsiveness after initial resuscitation (92.9%, 5 rounds), and use of vasoactive drugs at norepinephrine equivalents greater than 0.5 µg/kg/min (75.0%, 3 rounds), were selected as clinical criteria of refractory septic shock. The use of critical care ultrasound (CCUS) (92.9%, 3 rounds) was the single diagnostic modality that reached a consensus-based agreement. CONCLUSIONS: A consensus for 13 criteria to frame the definition of refractory septic shock was reached. Refractory septic shock is characterised by persistently elevated lactate concentrations and or prolonged capillary refill time in patients with septic shock who are fluid unresponsive, require a norepinephrine base equivalent dose greater than 0.5 micrograms per kilogram per minute, and undergo CCUS assessment when mixed shock is suspected.
Governing Decisions of Probability Cutoffs in Clinical AI Deployment: A Case Study of Asthma Exacerbation Prediction
Zheng, Lu , Kshatriya, Bhavani Singh Agnikula , Ohde, Joshua W. , Rost, Lauren M. , Peterson, Kevin , Brereton, Tracey A. , Loufek, Brenna Tilka , Pereira, Tara V., Gai, Chenyu , Park, Miguel A., Hartz, Martha F., Fladager-Muth, Joy, Juhn, Young, Rost, Lauren M , Malik, Momin M. , Peterson, Kevin J. , Pereira, Tara, Muth, Joy Fladager, Wi, Chung‐Il , Tao, Cui , Garovic, Vesna D. , Juhn, Young J. , Overgaard, Shauna M.

No container title available | March 23, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.03.18.26348562 Get It

Abstract Models that estimate the probability of an adverse clinical outcome require an operational cutoff to translate continuous estimated probabilities into discrete labels that can trigger clinical action. Although statistical methods identify ‘optimal’ cut-offs, threshold selection ultimately reflects value judgments regarding harm tolerance, resource allocation, and workflow feasibility. We describe a governance-informed approach to selecting a deployment threshold for an asthma exacerbation (AE) prediction model integrated into clinical workflows. Using prevalence-adjusted performance metrics and real-world provider capacity modeling, we evaluated multiple candidate thresholds and quantified downstream workload and missed-event trade-offs. We demonstrate that statistically optimal thresholds may produce operationally infeasible alert volumes or unacceptable miss rates. We propose a structured threshold governance framework integrating statistical performance, clinical utility, stakeholder input, and human oversight safeguards. This case illustrates how threshold decisions should be treated as organizational governance processes rather than purely technical optimizations.
Conversational AI to improve preventive care in rural America: co-designing with healthcare providers and parent-adolescent dyads
Argyris, Young Anna , Town, Mya, Darr, Francis J. A. , Klee, David , Winn, Brian , English, B. Keith , Tan, Pang-Ning , Kordjamshidi, Parisa , Gogineni, Kamalika , Klee, David, Winn, Brian , Jacobson, Robert M. , Tan, Pang-Ning

BMJ Innovations | March 19, 2026 | Volume: 12 | Issue: 3 | Pages: 234-239

10.1136/bmjinnov-2025-001473 Get It

Background While rural health guidelines have often cautioned against digital interventions due to infrastructure and literacy barriers, this study introduces an SMS-based conversational artificial intelligence (CAI) that overcomes these limitations to promote HPV vaccination. Objective To evaluate an SMS-based CAI using the Centers for Disease Control (CDC)’s presumptive and CASE (Corroborate, About Me, Science and Explain) frameworks to promote HPV vaccination among rural parent-adolescent dyads by: (1) testing its usability; (2) assessing the feasibility of co-design with clinicians and parent-adolescents; (3) identifying adoption barriers and (4) examining communication preferences across behavioural profiles. Methods We developed a CAI simulator using the presumptive approach and the structured CASE method to address 11 common concerns about the HPV vaccine. A multimethod usability study with 13 rural parent-adolescent dyads (n=26) included in-depth interviews and the System Usability Scale. Results The CAI achieved excellent usability (mean SUS 85.2, ~96th percentile). A previously undocumented behavioural profile—vaccine-unaware—was identified, distinct from hesitancy, and best addressed through empathetic, exploratory dialogue. Key adoption barriers included integration with existing preventive care routines and endorsement by trusted local providers. Conclusions Contrary to the assumption that rural residents resist digital tools, participants engaged readily when content was credible, locally endorsed and accessible via SMS. Findings highlight the conditional effectiveness of the CDC’s presumptive style in CAIs—well-suited for vaccine-compliant users but less effective for sceptical or unaware groups, who, we argue, would respond better to conversational, empathetic tones.
Treatment Decision‐Making Roles and Preferences Among Adolescents and Young Adults With Cancer
Gutierrez, Amanda M. , Robinson, Jill O. , Allen‐Rhoades, Wendy , Canfield, Isabel, Hsu, Rebecca , Scollon, Sarah R., Desrosiers‐Battu, Lauren R., Schneider, Nicole M. , Lin, Frank Y. , Parsons, D. Williams , Majumder, Mary A. , Malek, Janet , McGuire, Amy L., Desrosiers, Lauren , Canfield, Isabel , Scollon, Sarah , Allen-Rhoades, Wendy A , Smith, Hadley S , Canfield, Isabel , Hsu, Rebecca L , Scollon, Sarah R , Desrosiers-Battu, Lauren R , Lin, Frank Y , Parsons, D Williams , Plon, Sharon E. , McGuire, Amy L

Pediatric Blood & Cancer | March 19, 2026 | Volume: 73 | Issue: 6 | Pages: No page available

10.1002/1545-5017.70235 | PMID 41852319 Get It

ABSTRACT Background Decision‐making (DM) dynamics between adolescents and young adults (AYAs) with cancer, parents, and oncologists remain underexplored in diverse populations. We examined cancer treatment DM preferences among an ethnically and socioeconomically diverse group of AYAs and their parents. Procedure We surveyed AYAs with cancer ( n = 75) and their parents ( n = 52) participating in the Texas KidsCanSeq study. Among AYA‐parent pairs, we compared preferred and actual treatment DM roles. We explored associations among DM roles, having pediatric‐to‐adult care transition discussions, and clinical and sociodemographic characteristics. We report AYAs’ and parents’ preferences for involvement in shared decision‐making (SDM) with oncologists about cancer treatment. Results AYAs’ DM role preferences varied: 44% preferred to equally share DM with parents, 31% preferred AYA‐led DM, and 25% preferred parent‐led DM. Parents who preferred parent‐led DM had younger AYAs than parents who preferred equally shared DM ( p = 0.011). For actual DM, 48% of AYAs reported DM was equally shared, 24% reported DM was AYA‐led, and 28% reported DM was parent‐led. Most AYAs had their preferred role (73%). AYAs’ actual role did not significantly differ from their own or their parents’ preferences (both p > 0.05). Approximately half of AYAs reported recent pediatric‐to‐adult care transition discussions. AYAs’ DM preferences and participation in transition discussions did not significantly differ along clinical or sociodemographic characteristics (all p > 0.05). AYAs and parents perceived high importance across all aspects of SDM with oncologists. Conclusion In this diverse study population, AYAs desired engagement in treatment DM and SDM. Although specific role preferences varied, opportunities existed to increase discussion around pediatric‐to‐adult care transition.
Factors associated with severe neurological sequelae of COVID-19: findings from the multicenter COVID-BRAIN imaging cohort
Silva, Ana Isabel, Byrne, Keenan, Pollak, Lauren, Gundry, Katherine , Manousakis, Georgios , Metzler, Abby, Lenglet, Christophe , Eberly, Lynn E. , Kendall-Thomas, June, Kantarci, Orhun H. , Yaşar, Sevil , Ashizawa, Tetsuo , Kantarci, Kejal, Ratai, Eva‐Maria , Öz, Gülin , Lorente, Alfredo, Thotland, Jeromy, Lavallee, Jaime, Park, Young Bin, Li, Xiufeng, Atik, Merve, Senjem, Matthew L., Juttukonda, Meher R. , Salat, David H. , Sherman, Janet C. , Harrold, G. Kyle, Nabi, Mehreen, Rehman, Sana, Özdemir, Ipek, Senapati, Dillip, Barker, Peter B. , Karmonik, Christof , Gillani, Syed Asad Ali, Flores, Valerie, Davis, Rachel, Silva, Ana Isabel , Eberly, Lynn E. , Öz, Gülin , Kendall‐Thomas, June, Zeydan, Burcu , Mukerji, Shibani S. , Kantarci, Kejal , Joers, James M. , Lorente, Alfredo, Deelchand, Dinesh K. , Atık, Merve, Senjem, Matthew L. , Harrold, G. Kyle , Rehman, Sana , Senapati, Dillip K. , Gillani, Syed A., Davis, Rachel, Metzler, Abby

Frontiers in Human Neuroscience | March 19, 2026 | Volume: 20 | Issue: No issue available | Pages: No page available

10.3389/fnhum.2026.1754342 | PMID 41939224 Get It

Introduction Neurological post-acute sequelae of COVID-19 (neuroPASC) are associated with persistent cognitive dysfunction and quality-of-life decline. We aimed to identify clinical, behavioral and sociodemographic factors associated with neuroPASC symptom burden two years after COVID-19 among individuals without prior neurological disease. Methods In this prospective, observational study, individuals with neuroPASC ( n = 102) and controls without symptomatic COVID-19 ( n = 74), all without prior neurological, psychiatric, or post-viral conditions, were enrolled between February 2022 and June 2024 across five academic sites. An unsupervised algorithm identified clusters with differing self-reported neurological symptom burden within the neuroPASC group. Functional differences between clusters were evaluated using quality-of-life, neurological and cognitive evaluations. Demographics, behavioral history, comorbidities, and blood biomarkers were compared across clusters and controls. Multivariable logistic regression assessed predictors of neuroPASC severity, including demographics, body-mass-index, Charlson Comorbidity Index, Framingham Risk Score, pre-existing endocrine/metabolic and/or gastrointestinal/hepatobiliary conditions, COVID-19 vaccination prior to infection, hospitalization during acute infection, and cumulative alcohol use. Results Two clusters emerged based on neurological symptom burden, labeled “high-burden” and “low-burden” neuroPASC, reflecting differences in the number and frequency of symptoms. Both clusters had deficits in quality-of-life and cognitive function compared to controls, with greater impairment in high-burden than low-burden neuroPASC. The clusters did not differ by sex, education, tobacco and cannabis use, blood pressure, body-mass-index, HbA1C, days since infection, hospitalization during COVID-19, pre-COVID vaccination rate, antibody-positivity, inflammation, and neurodegeneration biomarkers. The high-burden cluster was older and exhibited higher comorbidity burden and greater cumulative alcohol use compared with the low-burden cluster and controls. Pre-existing endocrine/metabolic and gastrointestinal/hepatobiliary conditions were more common in high-burden (63%) than in low-burden neuroPASC (35%). After adjusting for clinical and demographic factors, these pre-existing conditions remained the only independent predictor of severity, conferring a 3.5-fold increase in the odds of high-burden versus low-burden neuroPASC. Discussion Older age, higher comorbidity burden, greater cumulative alcohol use, and endocrine/metabolic and gastrointestinal conditions, rather than acute COVID-19 severity, were observed in the high-burden neuroPASC cluster. After multivariable adjustment, only pre-existing endocrine/metabolic and/or gastrointestinal/hepatobiliary conditions remained independently associated with high-burden neuroPASC, conferring a 3.5-fold increase in odds and highlighting the need for targeted post-infection monitoring in at-risk patients.
Exercise for treatment and prevention of post-pulmonary embolism syndrome: A review
Porres-Aguilar, Mateo , Johns, Emma , Piazza, Gregory, McBane, Robert, Casanegra, Ana I. , Olson, Thomas, Houghton, Damon E. , Young, Michael N, Henkin, Stanislav, McBane, Robert D. , Henkin, Stanislav , Porres‐Aguilar, Mateo , McBane, Robert , Henkin, Stanislav , Houghton, Damon E , Casanegra, Ana I , Piazza, Gregory , Young, Michael N.

Vascular Medicine | March 17, 2026 | Volume: 31 | Issue: 3 | Pages: 409-420

10.1177/1358863x251413485 | PMID 41841239 Get It

Post-pulmonary embolism syndrome (PPES) encompasses a diverse spectrum of long-term complications that are associated with persistent dyspnea, exercise intolerance, and a decrease in quality of life. The PPES constellation ranges from life-threatening conditions such as chronic thromboembolic pulmonary hypertension (CTEPH) to nonlife-threatening but still debilitating conditions such as chronic thromboembolic pulmonary disease (CTED) or post-PE deconditioning. The safety and efficacy of exercise and cardiopulmonary rehabilitation programs to prevent and manage these symptoms in PPES has not been well established. Herein, we review contributors to PPES and synthesize the evidence for exercise training after PE to treat and prevent PPES.
Neuroanatomical localization of faciobrachial dystonic seizures in LGI1 ‐antibody encephalitis
Ahn, Soo Hyun, Karaminiya, Maryam, Goh, Yihui , Ha, Woo‐Seok, Shin, Yoonhee, Jang, Yoonhyuk, Jung, Ki‐Young, Lee, Sang‐Kun, Kim, Kyung Min , Hong, Seung Bong , Irani, Sarosh, Lee, Soon‐Tae, Irani, Sarosh R. , Ha, Woo‐Seok , Lee, Sang-Kun , Lee, Soon-Tae , Irani, Sarosh R , Ha, Woo-Seok , Ahn, Soo Hyun , Jang, Yoonhyuk , Banks, Samantha A. , Jung, Ki‐Young , Chu, Kon , Lee, Soon‐Tae

Epilepsia | March 13, 2026 | Volume: 67 | Issue: 5 | Pages: No page available

10.1002/epi.70197 | PMID 41823021 Get It

Abstract Faciobrachial dystonic seizures (FBDS), paroxysmal dizziness spells, and thermal sensory attacks are highly frequent and stereotypic phenomena experienced in leucine‐rich glioma inactivated 1 (LGI1)‐antibody encephalitis. This study aims to describe the electrophysiologic mechanism underlying these pathognomonic symptoms. LGI1‐antibody encephalitis patients with active symptoms were enrolled from two separate centers in South Korea and the United States. Patients were evaluated with simultaneous magnetoencephalography (306 channels) and electroencephalography. Regional alterations in neuronal excitability represented by interictal epileptiform discharges were present in the faciobrachial area of the motor cortex, insula, and somatosensory cortex, somatotopically aligned with each of the ictal semiologies observed in patients. FBDS and other LGI1‐antibody encephalitis‐specific spells localized to cortical regions neuroanatomically corresponding to ictal semiologies: the faciobrachial homunculus (FBDS), insular cortex (paroxysmal dizziness spells), and somatosensory cortex (thermal sensory attacks). Our findings support the ictal hypothesis underlying these unique phenomena.
Beyond the Diagnosis: Interdisciplinary, Patient-Centered Care for Young Adults With Intellectual Disability
Campbell, Courtney , Murphy, Tyler , Baldeo, Ryan , Rodeheaver, Jordana, Adams, Kalekia

American Journal of Hospice and Palliative Medicine® | March 12, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1177/10499091261435180 | PMID 41815091 Get It

Background Individuals with intellectual and developmental disabilities experience substantial disparities across the cancer care continuum, including delayed diagnosis, limited access to supportive resources, and heightened psychosocial distress. These challenges are intensified in high-acuity settings where care models are not adapted to their developmental and cognitive needs. Methods We describe an interdisciplinary, patient-centered approach to the care of a 34-year-old patient with developmental delay and metastatic adenocarcinoma. Key strategies emphasized education, preparation, and communication tailored to her cognitive abilities. Collaboration with her family informed effective strategies to reduce distress and improve compliance. Results Tailored interventions – including simplified communication, visual supports, and continuity of providers – improved the patient’s coping, reduced distress, and enabled completion of comprehensive oncologic evaluation and treatment. Conclusions This case demonstrates that structured, interdisciplinary, patient-centered approaches to care can mitigate disparities and support equitable, compassionate care for individuals with intellectual and developmental disabilities facing serious illness.
Return-to-Sport Rates and Functional Outcomes After Hip Arthroscopy for Femoroacetabular Impingement in Young Football Athletes: A 9.8-Year Follow-up
Schaefer, Jacob J. , Kang, Louis , Ward, Gavin H. , Graden, Nathan R. , Levy, Bruce A., Hevesi, Mario, Krych, Aaron J., Okoroha, Kelechi R. , Krych, Aaron J. , Hevesi, Mario , Kang, Louis S , Hevesi, Mario , Krych, Aaron J , Levy, Bruce A.

Orthopaedic Journal of Sports Medicine | March 11, 2026 | Volume: 14 | Issue: 3 | Pages: No page available

10.1177/23259671261419484 | PMID 41815515 Get It

Background: Frequent pivoting, rotation, and deep hip flexion place football players at high risk for femoroacetabular impingement (FAI), a leading cause of hip pain in this population. Previous studies have primarily focused on professional National Football League athletes undergoing mixed surgical techniques, including labral debridement. Limited data exist on outcomes in younger, amateur players treated with labral repair. Purpose: To report return to sport (RTS) rates and functional outcomes at a minimum 5-year follow-up in primarily active high school and college football players undergoing primary hip arthroscopy with labral repair for FAI. Study Design: Case series, Level of evidence, 4. Methods: All football players who underwent primary hip arthroscopy with labral repair for FAI between 2010 and 2019 were identified from an institutional database. Collected data included descriptive data, radiographic parameters, surgical details, and reoperations. At a minimum 5-year follow-up, RTS outcomes and patient-reported outcome measures (PROMs), such as the Modified Harris Hip Score (mHHS) and Hip Outcome Score (HOS), were evaluated. Results: A total of 36 hips in 27 male athletes (mean age, 18 years; body mass index, 28.1 kg/m 2 ) were included. The majority of athletes competed at the high school (70%) or collegiate level (26%). Mean preoperative radiographic measurements were as follows: lateral center-edge angle, 31.6°; Tönnis angle, 4.1°; and alpha angle, 61.4°. Femoroplasty and acetabuloplasty were performed in 100% and 86% of cases, respectively. Also, 84% of players returned to football, all at the same or higher level than before surgery. At a mean follow-up of 9.8 years, all PROMs improved significantly from baseline ( P < .002). Outcome scores at follow-up were as follows: mHHS 90.5; HOS-Activities of Daily Living, 94.5; HOS-Sports-Specific Subscale, 91.1; and visual analog scale (VAS) pain with use, 2.3/10; VAS pain at rest, 1.3/10; and surgical satisfaction, 8.5/10. No patients required revision surgery. However, 2 patients (7%) underwent reoperations—including 1 for heterotopic ossification excision and 1 for periacetabular osteotomy. Conclusion: American football players who underwent primary hip arthroscopy with labral repair for FAI achieved excellent long-term outcomes, with high RTS rates at the same or higher levels, and improvements in PROMs and patient satisfaction. Despite favorable outcomes, nonmedical factors, such as graduation, may influence RTS in competitive athletes, particularly at the high school and collegiate levels.
Biomarkers for selecting biologic therapies in asthma
Novoa-Caicedo, Isabella , Pongdee, Thanai, Wi, C., Juhn, Young J. , Chiarella, Sergio E , Chiarella, Sergio E. , Pongdee, Thanai

Therapeutic Advances in Respiratory Disease | March 11, 2026 | Volume: 20 | Issue: No issue available | Pages: No page available

10.1177/17534666261430646 | PMID 41810797 Get It

Asthma is a heterogeneous chronic respiratory disease driven by diverse inflammatory pathways that vary across patients. The recognition of distinct molecular endotypes has led to the development of targeted biologic therapies that have transformed the management of moderate-to-severe asthma. However, selecting the most appropriate biologic therapy for each patient remains challenging. Health providers often rely on trial-and-error approaches that may delay disease control, increase costs, and expose patients to unnecessary side effects. Biomarkers are key to precision asthma care, as they provide objective measures of underlying disease mechanisms. Established biomarkers such as blood eosinophil count, fractional exhaled nitric oxide, and serum total immunoglobulin E are important for identifying type 2-high asthma. Sputum biomarkers offer direct insight into airway inflammation, but their use is limited by technical complexity and availability across centers. Emerging biomarkers, including proteomic, transcriptomic, metabolomic, and genomic biomarkers, show promise in further refining biologic therapy selection. In addition, digital biomarkers derived from electronic health records, wearable devices, and artificial intelligence-based algorithms offer new opportunities to capture real-world changes in disease and treatment response. Non-medical drivers of health, particularly socioeconomic factors, are increasingly recognized as modifiers of biologic effectiveness and may also be helpful in selecting biologic therapies. This review summarizes the existing evidence on established and emerging biomarkers used to guide biologic therapy selection in asthma. Integrating multiple biomarkers will be essential to improve biological selection, monitor response, and ultimately achieve the goal of remission in asthma.