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Relationship Between Hemorrhage Type and Development of Emotional and Behavioral Dyscontrol After Hemorrhagic Stroke

Talmasov, Daniel; Kelly, Sean; Ecker, Sarah; Olivera, Anlys; Lord, Aaron; Gurin, Lindsey; Ishida, Koto; Melmed, Kara; Torres, Jose; Zhang, Cen; Frontera, Jennifer; Lewis, Ariane
OBJECTIVE/UNASSIGNED:Emotional and behavioral dyscontrol (EBD), a neuropsychiatric complication of stroke, leads to patient and caregiver distress and challenges to rehabilitation. Studies of neuropsychiatric sequelae in stroke are heavily weighted toward ischemic stroke. This study was designed to compare risk of EBD following intracerebral hemorrhage (ICH) and subarachnoid hemorrhage (SAH) and to identify risk factors for EBD following hemorrhagic stroke. METHODS/UNASSIGNED:The authors conducted a prospective cohort study of patients hospitalized for nontraumatic hemorrhagic stroke between 2015 and 2021. Patients or legally authorized representatives completed the Quality of Life in Neurological Disorders (Neuro-QOL) EBD short-form inventory 3 months after hospitalization. Univariable and multivariable analyses identified risk factors for EBD after hemorrhagic stroke. RESULTS/UNASSIGNED:The incidence of EBD was 21% (N=15 of 72 patients) at 3 months after hemorrhagic stroke. Patients with ICH were more likely to develop EBD; 93% of patients with EBD (N=14 of 15) had ICH compared with 56% of patients without EBD (N=32 of 57). The median Glasgow Coma Scale (GCS) score at hospital admission was lower among patients who developed EBD (13 vs. 15 among those without EBD). Similarly, admission scores on the National Institutes of Health Stroke Scale (NIHSS) and the Acute Physiology and Chronic Health Evaluation II (APACHE II) were higher among patients with EBD (median NIHSS score: 7 vs. 2; median APACHE II score: 17 vs. 11). Multivariable analyses identified hemorrhage type (ICH) and poor admission GCS score as predictors of EBD 3 months after hemorrhagic stroke. CONCLUSIONS/UNASSIGNED:Patients with ICH and a low GCS score at admission are at increased risk of developing EBD 3 months after hemorrhagic stroke and may benefit from early intervention.
PMID: 38650464
ISSN: 1545-7222
CID: 5711292

The authors reply [Comment]

Frontera, Jennifer A
PMID: 38483229
ISSN: 1530-0293
CID: 5692212

Negative disease-related stigma 3-months after hemorrhagic stroke is related to functional outcome and female sex

Pullano, Alyssa; Melmed, Kara R; Lord, Aaron; Olivera, Anlys; Frontera, Jennifer; Brush, Benjamin; Ishida, Koto; Torres, Jose; Zhang, Cen; Dickstein, Leah; Kahn, Ethan; Zhou, Ting; Lewis, Ariane
OBJECTIVES/OBJECTIVE:The objective of this study was to determine factors associated with negative disease-related stigma after hemorrhagic stroke. MATERIALS AND METHODS/METHODS:Patients with non-traumatic hemorrhage (ICH or SAH) admitted between January 2015 and February 2021 were assessed by telephone 3-months after discharge using the Quality of Life in Neurological Disorders (Neuro-QoL) Negative Disease-Related Stigma Short Form inventory. We evaluated the relationship between disease-related stigma (T-score >50) and pre-stroke demographics, admission data, and poor functional outcome (3-month mRS score 3-5 and Barthel Index <100). RESULTS:We included 89 patients (56 ICH and 33 SAH). The median age was 63 (IQR 50-69), 43 % were female, and 67 % graduated college. Admission median GCS score was 15 (IQR 13-15) and APACHE II score was 12 (IQR 9-17). 31 % had disease-related stigma. On univariate analysis, disease-related stigma was associated with female sex, non-completion of college, GCS score, APACHE II score, and 3-month mRS score (all p < 0.05). On multivariate analysis, disease-related stigma was associated with female sex (OR = 3.72, 95 % CI = 1.23-11.25, p = 0.02) and 3-month Barthel Index <100 (OR = 3.46, 95 % CI = 1.13-10.64, p = 0.03) on one model, and female sex (OR = 3.75, 95 % CI = 1.21-11.58, p = 0.02) and 3-month mRS score 3-5 (OR = 4.23, 95 % CI = 1.21-14.75, p = 0.02) on a second model. CONCLUSION/CONCLUSIONS:Functional outcome and female sex are associated with disease-related stigma 3-months after hemorrhagic stroke. Because stigma may negatively affect recovery, there is a need to understand the relationship between these factors to mitigate stroke-related stigma.
PMID: 38909872
ISSN: 1532-8511
CID: 5697842

The author replies [Letter]

Frontera, Jennifer A
PMID: 39007580
ISSN: 1530-0293
CID: 5699202

An Exploratory Analysis of Preclinical and Clinical Factors Associated With Sleep Disturbance Assessed via the Neuro-QoL After Hemorrhagic Stroke

Ecker, Sarah; Lord, Aaron; Gurin, Lindsey; Olivera, Anlys; Ishida, Koto; Melmed, Kara R; Torres, Jose; Zhang, Cen; Frontera, Jennifer; Lewis, Ariane
BACKGROUND AND PURPOSE/UNASSIGNED:Sleep disturbance after hemorrhagic stroke (intracerebral or subarachnoid hemorrhage) can impact rehabilitation, recovery, and quality of life. We sought to explore preclinical and clinical factors associated with sleep disturbance after hemorrhagic stroke assessed via the Quality of Life in Neurological Disorders (Neuro-QoL) short form sleep disturbance inventory. METHODS/UNASSIGNED:We telephonically completed the Neuro-QoL short form sleep disturbance inventory 3-months and 12-months after hemorrhagic stroke for patients >18-years-old hospitalized between January 2015 and February 2021. We examined the relationship between sleep disturbance (T-score >50) and social and neuropsychiatric history, systemic and neurological illness severity, medical complications, and temporality. RESULTS/UNASSIGNED:= .046). CONCLUSION/UNASSIGNED:This exploratory analysis did not demonstrate a sustained relationship between any preclinical or clinical factors and sleep disturbance after hemorrhagic stroke. Larger studies that include comparison to patients with ischemic stroke and healthy individuals and utilize additional techniques to evaluate sleep disturbance are needed.
PMCID:11181970
PMID: 38895018
ISSN: 1941-8744
CID: 5672082

Predicting hematoma expansion using machine learning: An exploratory analysis of the ATACH 2 trial

Kumar, Arooshi; Witsch, Jens; Frontera, Jennifer; Qureshi, Adnan I; Oermann, Eric; Yaghi, Shadi; Melmed, Kara R
INTRODUCTION/BACKGROUND:Hematoma expansion (HE) in patients with intracerebral hemorrhage (ICH) is a key predictor of poor prognosis and potentially amenable to treatment. This study aimed to build a classification model to predict HE in patients with ICH using deep learning algorithms without using advanced radiological features. METHODS:Data from the ATACH-2 trial (Antihypertensive Treatment of Acute Cerebral Hemorrhage) was utilized. Variables included in the models were chosen as per literature consensus on salient variables associated with HE. HE was defined as increase in either >33% or 6 mL in hematoma volume in the first 24 h. Multiple machine learning algorithms were employed using iterative feature selection and outcome balancing methods. 70% of patients were used for training and 30% for internal validation. We compared the ML models to a logistic regression model and calculated AUC, accuracy, sensitivity and specificity for the internal validation models respective models. RESULTS:[5.03-18.17] and 25.2% had HE. The best performing model across all feature selection groups and sampling cohorts was using an artificial neural network (ANN) for HE in the testing cohort with AUC 0.702 [95% CI, 0.631-0.774] with 8 hidden layer nodes The traditional logistic regression yielded AUC 0.658 [95% CI, 0.641-0.675]. All other models performed with less accuracy and lower AUC. Initial hematoma volume, time to initial CT head, and initial SBP emerged as most relevant variables across all best performing models. CONCLUSION/CONCLUSIONS:We developed multiple ML algorithms to predict HE with the ANN classifying the best without advanced radiographic features, although the AUC was only modestly better than other models. A larger, more heterogenous dataset is needed to further build and better generalize the models.
PMID: 38749281
ISSN: 1878-5883
CID: 5668632

Trajectories of Inflammatory Markers and Post-COVID-19 Cognitive Symptoms: A Secondary Analysis of the CONTAIN COVID-19 Randomized Trial

Frontera, Jennifer A; Betensky, Rebecca A; Pirofski, Liise-Anne; Wisniewski, Thomas; Yoon, Hyunah; Ortigoza, Mila B
BACKGROUND AND OBJECTIVES/OBJECTIVE:Chronic systemic inflammation has been hypothesized to be a mechanistic factor leading to post-acute cognitive dysfunction after COVID-19. However, little data exist evaluating longitudinal inflammatory markers. METHODS:We conducted a secondary analysis of data collected from the CONTAIN randomized trial of convalescent plasma in patients hospitalized for COVID-19, including patients who completed an 18-month assessment of cognitive symptoms and PROMIS Global Health questionnaires. Patients with pre-COVID-19 dementia/cognitive abnormalities were excluded. Trajectories of serum cytokine panels, D-dimer, fibrinogen, C-reactive peptide (CRP), ferritin, lactate dehydrogenase (LDH), and absolute neutrophil counts (ANCs) were evaluated over 18 months using repeated measures and Friedman nonparametric tests. The relationships between the area under the curve (AUC) for each inflammatory marker and 18-month cognitive and global health outcomes were assessed. RESULTS:< 0.05), with the exception of IL-1β, which remained stable over time. There were no significant associations between the AUC for any inflammatory marker and 18-month cognitive symptoms, any neurologic symptom, or PROMIS Global Physical or Mental health T-scores. Receipt of convalescent plasma was not associated with any outcome measure. DISCUSSION/CONCLUSIONS:At 18 months posthospitalization for COVID-19, cognitive abnormalities were reported in 27% of patients, and below average PROMIS Global Mental and Physical Health scores occurred in 24% and 51%, respectively. However, there were no associations with measured inflammatory markers, which decreased over time.
PMCID:11087048
PMID: 38626359
ISSN: 2332-7812
CID: 5655822

Antithrombotic Treatment for Stroke Prevention in Cervical Artery Dissection: The STOP-CAD Study

Yaghi, Shadi; Shu, Liqi; Mandel, Daniel M; Leon Guerrero, Christopher R; Henninger, Nils; Muppa, Jayachandra; Affan, Muhammad; Ul Haq Lodhi, Omair; Heldner, Mirjam R; Antonenko, Kateryna; Seiffge, David J; Arnold, Marcel; Salehi Omran, Setareh; Crandall, Ross Curtiss; Lester, Evan; Lopez Mena, Diego; Arauz, Antonio; Nehme, Ahmad; Boulanger, Marion; Touzé, Emmanuel; Sousa, João André; Sargento-Freitas, Joao; Barata, Vasco; Castro-Chaves, Paulo; Brito, Maria Teresa Álvares Pereira; Khan, Muhib; Mallick, Dania; Rothstein, Aaron; Khazaal, Ossama; Kaufmann, Josefin; Engelter, Stefan T; Traenka, Christopher; Aguiar de Sousa, Diana; Soares, Mafalda; Rosa, Sara Db; Zhou, Lily W; Gandhi, Preet; Field, Thalia S; Mancini, Steven; Metanis, Issa; Leker, Ronen R; Pan, Kelly; Dantu, Vishnu; Baumgartner, Karl Viktor; Burton, Tina M; Freiin von Rennenberg, Regina; Nolte, Christian H; Choi, Richard K; MacDonald, Jason A; Bavarsad Shahripour, Reza; Guo, Xiaofan; Ghannam, Malik; AlMajali, Mohammad; Samaniego, Edgar A; Sanchez, Sebastian; Rioux, Bastien; Zine-Eddine, Faycal; Poppe, Alexandre Y; Fonseca, Ana Catarina; Baptista, Maria; Cruz, Diana; Romoli, Michele; De Marco, Giovanna; Longoni, Marco; Keser, Zafer; Griffin, Kim J; Kuohn, Lindsey; Frontera, Jennifer A; Amar, Jordan; Giles, James A; Zedde, Marialuisa; Pascarella, Rosario; Grisendi, Ilaria; Nzwalo, Hipólito; Liebeskind, David S; Molaie, Amir M; Cavalier, Annie; Kam, Wayneho; Mac Grory, Brian; Al Kasab, Sami; Anadani, Mohammad; Kicielinski, Kimberly P; Eltatawy, Ali Rada; Chervak, Lina M; Chulluncuy-Rivas, Roberto; Aziz, Yasmin Ninette; Bakradze, Ekaterina; Tran, Thanh Lam; Rodrigo-Gisbert, Marc; Requena, Manuel; Saleh Velez, Faddi Ghassan; Ortiz Garcia, Jorge G; Muddasani, Varsha; de Havenon, Adam; Vishnu, Venugopalan Y; Yaddanapudi, Sridhara S; Adams, Latasha; Browngoehl, Abigail; Ranasinghe, Tamra; Dunston, Randy; Lynch, Zachary; Penckofer, Mary; Siegler, James E; Mayer, Silvia V; Willey, Joshua Z; Zubair, Adeel S; Cheng, Yee Kuang; Sharma, Richa; Marto, João Pedro; Mendes Ferreira, Vitor; Klein, Piers; Nguyen, Thanh N; Asad, Syed Daniyal; Sarwat, Zoha; Balabhadra, Anvesh; Patel, Shivam; Secchi, Thais Leite; Martins, Sheila Co; Mantovani, Gabriel Paulo; Kim, Young Dae; Krishnaiah, Balaji; Elangovan, Cheran; Lingam, Sivani; Qureshi, Abid Y; Fridman, Sebastian; Alvarado-Bolaños, Alonso; Khasiyev, Farid; Linares, Guillermo; Mannino, Marina; Terruso, Valeria; Vassilopoulou, Sofia; Tentolouris-Piperas, Vasileios; Martínez-Marino, Manuel; Carrasco Wall, Víctor A; Indraswari, Fransisca; El Jamal, Sleiman; Liu, Shilin; Alvi, Muhammad; Ali, Farman; Sarvath, Mohammed Madani; Morsi, Rami Z; Kass-Hout, Tareq; Shi, Feina; Zhang, Jinhua; Sokhi, Dilraj; Said, Jamil; Simpkins, Alexis N; Gomez, Roberto; Sen, Shayak; Ghani, Mohammad Ravi; Elnazeir, Marwa; Xiao, Han; Kala, Narendra Sharma; Khan, Farhan; Stretz, Christoph; Mohammadzadeh, Nahid; Goldstein, Eric D; Furie, Karen L
PMID: 38335240
ISSN: 1524-4628
CID: 5632012

Guidelines for Seizure Prophylaxis in Adults Hospitalized with Moderate-Severe Traumatic Brain Injury: A Clinical Practice Guideline for Health Care Professionals from the Neurocritical Care Society

Frontera, Jennifer A; Gilmore, Emily J; Johnson, Emily L; Olson, DaiWai; Rayi, Appaji; Tesoro, Eljim; Ullman, Jamie; Yuan, Yuhong; Zafar, Sahar F; Rowe, Shaun
BACKGROUND:There is practice heterogeneity in the use, type, and duration of prophylactic antiseizure medications (ASMs) in patients with moderate-severe traumatic brain injury (TBI). METHODS:We conducted a systematic review and meta-analysis of articles assessing ASM prophylaxis in adults with moderate-severe TBI (acute radiographic findings and requiring hospitalization). The population, intervention, comparator, and outcome (PICO) questions were as follows: (1) Should ASM versus no ASM be used in patients with moderate-severe TBI and no history of clinical or electrographic seizures? (2) If an ASM is used, should levetiracetam (LEV) or phenytoin/fosphenytoin (PHT/fPHT) be preferentially used? (3) If an ASM is used, should a long versus short (> 7 vs. ≤ 7 days) duration of prophylaxis be used? The main outcomes were early seizure, late seizure, adverse events, mortality, and functional outcomes. We used Grading of Recommendations Assessment, Development, and Evaluation (GRADE) methodology to generate recommendations. RESULTS:The initial literature search yielded 1998 articles, of which 33 formed the basis of the recommendations: PICO 1: We did not detect any significant positive or negative effect of ASM compared to no ASM on the outcomes of early seizure, late seizure, adverse events, or mortality. PICO 2: We did not detect any significant positive or negative effect of PHT/fPHT compared to LEV for early seizures or mortality, though point estimates suggest fewer late seizures and fewer adverse events with LEV. PICO 3: There were no significant differences in early or late seizures with longer versus shorter ASM use, though cognitive outcomes and adverse events appear worse with protracted use. CONCLUSIONS:Based on GRADE criteria, we suggest that ASM or no ASM may be used in patients hospitalized with moderate-severe TBI (weak recommendation, low quality of evidence). If used, we suggest LEV over PHT/fPHT (weak recommendation, very low quality of evidence) for a short duration (≤ 7 days, weak recommendation, low quality of evidence).
PMID: 38316735
ISSN: 1556-0961
CID: 5632812

Factors Associated With Anxiety After Hemorrhagic Stroke

Olivera, Anlys; Ecker, Sarah; Lord, Aaron; Gurin, Lindsey; Ishida, Koto; Melmed, Kara; Torres, Jose; Zhang, Cen; Frontera, Jennifer; Lewis, Ariane
OBJECTIVE/UNASSIGNED:A significant number of patients develop anxiety after stroke. The objective of this study was to identify risk factors for anxiety after hemorrhagic stroke that may facilitate diagnosis and treatment. METHODS/UNASSIGNED:Patients admitted between January 2015 and February 2021 with nontraumatic hemorrhagic stroke (intracerebral [ICH] or subarachnoid [SAH] hemorrhage) were assessed telephonically 3 and 12 months after stroke with the Quality of Life in Neurological Disorders Anxiety Short Form to evaluate the relationships between poststroke anxiety (T score >50) and preclinical social and neuropsychiatric history, systemic and neurological illness severity, and in-hospital complications. RESULTS/UNASSIGNED:Of 71 patients who completed the 3-month assessment, 28 (39%) had anxiety. There was a difference in Glasgow Coma Scale (GCS) scores on admission between patients with anxiety (median=14, interquartile range [IQR]=12-15) and those without anxiety (median=15, IQR=14-15) (p=0.034), and the incidence of anxiety was higher among patients with ICH (50%) than among those with SAH (20%) (p=0.021). Among patients with ICH, anxiety was associated with larger median ICH volume (25 cc [IQR=8-46] versus 8 cc [IQR=3-13], p=0.021) and higher median ICH score (2 [IQR=1-3] versus 1 [IQR=0-1], p=0.037). On multivariable analysis with GCS score, hemorrhage type, and neuropsychiatric history, only hemorrhage type remained significant (odds ratio=3.77, 95% CI=1.19-12.05, p=0.024). Of the 39 patients who completed the 12-month assessment, 12 (31%) had anxiety, and there was a difference in mean National Institutes of Health Stroke Scale scores between patients with (5 [IQR=3-12]) and without (2 [IQR=0-4]) anxiety (p=0.045). There was fair agreement (κ=0.38) between the presence of anxiety at 3 and 12 months. CONCLUSIONS/UNASSIGNED:Hemorrhage characteristics and factors assessed with neurological examination on admission are associated with the development of poststroke anxiety.
PMID: 37667629
ISSN: 1545-7222
CID: 5626372