67 results on '"G. Shinozaki"'
Search Results
2. Psychiatric Symptoms Following Glucocorticid Administration in Oral Surgery
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B. Hing, M. Tanaka-Sahker, N. Coon, G. Shinozaki, L. Gaul, N. Sparr, T. Chronis, P. Braun, K. Yuki, J. Heinzman, E. Cramer, J. Robles, and Kyle Stein
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medicine.medical_specialty ,Otorhinolaryngology ,business.industry ,Oral surgery ,Internal medicine ,Medicine ,Surgery ,Oral Surgery ,business ,Administration (government) - Published
- 2017
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3. Lipopolysaccharide-Induced Delirium-Like Behavior and Microglial Activation in Mice Correlate With Bispectral Electroencephalography.
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Nishiguchi T, Yamanishi K, Gorantla N, Shimura A, Seki T, Ishii T, Aoyama B, Malicoat JR, Phuong NJ, Dye NJ, Yamanashi T, Iwata M, and Shinozaki G
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- Animals, Mice, Behavior, Animal, Male, Mice, Inbred C57BL, Delirium physiopathology, Lipopolysaccharides, Microglia, Disease Models, Animal, Electroencephalography
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Delirium is a multifactorial medical condition characterized by impairment across various mental functions and is one of the greatest risk factors for prolonged hospitalization, morbidity, and mortality. Research focused on delirium has proven to be challenging due to a lack of objective measures for diagnosing patients, and few laboratory models have been validated. Our recent studies report the efficacy of bispectral electroencephalography (BSEEG) in diagnosing delirium in patients and predicting patient outcomes. We applied BSEEG to validate a lipopolysaccharide-induced mouse model of delirium. Moreover, we investigated the relationship between BSEEG score, delirium-like behaviors, and microglia activation in hippocampal dentate gyrus and cortex regions in young and aged mice. There was a significant correlation between BSEEG score and impairment of attention in young mice. Additionally, there was a significant correlation between BSEEG score and microglial activation in hippocampal dentate gyrus and cortex regions in young and aged mice. We have successfully validated the BSEEG method by showing its associations with a level of behavioral change and microglial activation in an lipopolysaccharide-induced mouse model of delirium. In addition, the BSEEG method was able to sensitively capture an lipopolysaccharide-induced delirium-like condition that behavioral tests could not capture because of a hypoactive state., (© The Author(s) 2024. Published by Oxford University Press on behalf of The Gerontological Society of America. All rights reserved. For commercial re-use, please contact reprints@oup.com for reprints and translation rights for reprints. All other permissions can be obtained through our RightsLink service via the Permissions link on the article page on our site—for further information please contact journals.permissions@oup.com.)
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- 2024
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4. A web-based delirium detection application using bispectral electroencephalography (BSEEG).
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Shimura A, Seki T, Nishiguchi T, Yamanishi K, Ishii T, Aoyama B, Nguyen HD, Gorantla N, Inoue T, and Shinozaki G
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- 2024
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5. Discovery of novel protective agents for infection-related delirium through bispectral electroencephalography.
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Nishiguchi T, Yamanishi K, Patel S, Malicoat JR, Phuong NJ, Seki T, Ishii T, Aoyama B, Shimura A, Gorantla N, Yamanashi T, Iwata M, Pieper AA, and Shinozaki G
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- Animals, Mice, Male, Minocycline pharmacology, Haloperidol pharmacology, Mice, Inbred C57BL, Neuroprotective Agents pharmacology, Antipsychotic Agents pharmacology, Delirium drug therapy, Electroencephalography, Lipopolysaccharides, Disease Models, Animal
- Abstract
Delirium is a multifactorial medical condition of waxing and waning impairment across various domains of mental functioning over time. Importantly, delirium is also one of the greatest risk factors for prolonged hospitalization, morbidity, and mortality. Studying this important condition is challenging due to the difficulty in both objective diagnosis in patients and validation of laboratory models. As a result, there is a lack of protective treatments for delirium. Our recent studies report the efficacy of bispectral electroencephalography (BSEEG) in diagnosing delirium in patients and predicting patient outcomes, advancing the concept that this simple measure could represent an additional vital sign for patients. Here, we applied BSEEG to characterize and validate a novel lipopolysaccharide (LPS) mouse model of infection-related delirium. We then applied this model to evaluate the protective efficacy of three putative therapeutic agents: the conventional antipsychotic medication haloperidol, the neuroprotective compound P7C3-A20, and the antibiotic minocycline. Aged mice were more susceptible than young mice to LPS-induced aberration in BSEEG, reminiscent of the greater vulnerability of older adults to delirium. In both young and old mice, P7C3-A20 and minocycline administration prevented LPS-induced BSEEG abnormality. By contrast, haloperidol did not. P7C3-A20 and minocycline have been shown to limit different aspects of LPS toxicity, and our data offers proof of principle that these agents might help protect patients from developing infection-related delirium. Thus, utilization of BSEEG in a mouse model for infection-related delirium can identify putative therapeutic agents for applications in patient clinical trials., (© 2024. The Author(s).)
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- 2024
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6. The Genome-wide DNA methylation changes in gastrointestinal surgery patients with and without postoperative delirium: Evidence of immune process in its pathophysiology.
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Nishizawa Y, Yamanashi T, Nishiguchi T, Kajitani N, Miura A, Matsuo R, Tanio A, Yamamoto M, Sakamoto T, Fujiwara Y, Thompson K, Malicoat J, Yamanishi K, Seki T, Kanazawa T, Iwata M, and Shinozaki G
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- Humans, Male, Female, Middle Aged, Aged, Postoperative Complications immunology, Epigenesis, Genetic, Genome-Wide Association Study, DNA Methylation, Delirium blood, Delirium genetics, Delirium physiopathology, Digestive System Surgical Procedures adverse effects
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Aim: The pathophysiological mechanisms of postoperative delirium (POD) are still unclear, and there is no reliable biomarker to distinguish between those with and without POD. Our aim was to discover DNAm markers associated with POD in blood collected from patients before and after gastrointestinal surgery., Method: We collected blood samples from 16 patients including 7 POD patients at three timepoints; before surgery (pre), the first and third postoperative days (day1 and day3). We measured differences in DNA methylation between POD and control groups between pre and day1 as well as between pre and day3 using the Illumina EPIC array method. Besides, enrichment analysis with Gene Ontology and Kyoto Encyclopedia of Genes and Genomes terms were also performed after excluding influence of common factors related to surgery and anesthesia., Result: The results showed that pre and day1 comparisons showed that immune and inflammatory signals such as 'T-cell activation' were significantly different, consistent with our previous studies with non-Hispanic White subjects. In contrast, we found that these signals were not significant any more when pre was compared with day3., Conclusion: These results provide strong evidence for the involvement of inflammatory and immune-related epigenetic signals in the pathogenesis of delirium, including POD, regardless of ethnic background. These findings also suggest that DNAm, which is involved in inflammation and immunity, is dynamically altered in patients with POD. In summary, the present results indicate that these signals may serve as a new diagnostic tool for POD., Competing Interests: Declaration of competing interest Gen Shinozaki has pending patents “Epigenetic Biomarker of Delirium Risk” in the PCT Application No. PCT/US19/51276, in the PCT Application No. PCT/US21/63166, and in U.S. Provisional Patent No. 62/731599. All other authors have declared that no conflict of interest exists., (Copyright © 2024 Elsevier Ltd. All rights reserved.)
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- 2024
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7. The Bispectral Electroencephalography Method Quantifies Postoperative Delirium-Like States in Young and Aged Male Mice After Head-Mount Implantation Surgery.
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Nishiguchi T, Shibata K, Yamanishi K, Dittrich MN, Islam NY, Patel S, Phuong NJ, Marra PS, Malicoat JR, Seki T, Nishizawa Y, Yamanashi T, Iwata M, and Shinozaki G
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- Animals, Male, Mice, Age Factors, Aging physiology, Mice, Inbred C57BL, Delirium diagnosis, Delirium physiopathology, Electroencephalography methods, Disease Models, Animal, Postoperative Complications diagnosis
- Abstract
Delirium, a syndrome characterized by an acute change in attention, awareness, and cognition, is commonly observed in older adults, although there are few quantitative monitoring methods in the clinical setting. We developed a bispectral electroencephalography (BSEEG) method capable of detecting delirium and can quantify the severity of delirium using a novel algorithm. Preclinical application of this novel BSEEG method can capture a delirium-like state in mice following lipopolysaccharide administration. However, its application to postoperative delirium (POD) has not yet been validated in animal experiments. This study aimed to create a POD model in mice with the BSEEG method by monitoring BSEEG scores following EEG head-mount implantation surgery and throughout the recovery. We compared the BSEEG scores of C57BL/6J young (2-3 months old) with aged (18-19 months old) male mice for quantitative evaluation of POD-like states. Postoperatively, both groups displayed increased BSEEG scores and a loss of regular diurnal changes in BSEEG scores. In young mice, BSEEG scores and regular diurnal changes recovered relatively quickly to baseline by postoperative day (PO-Day) 3. Conversely, aged mice exhibited prolonged increases in postoperative BSEEG scores and it reached steady states only after PO-Day 8. This study suggests that the BSEEG method can be utilized as a quantitative measure of POD and assess the effect of aging on recovery from POD in the preclinical model., (© The Author(s) 2024. Published by Oxford University Press on behalf of The Gerontological Society of America. All rights reserved. For commercial re-use, please contact reprints@oup.com for reprints and translation rights for reprints. All other permissions can be obtained through our RightsLink service via the Permissions link on the article page on our site—for further information please contact journals.permissions@oup.com.)
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- 2024
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8. Epigenetic signals associated with delirium replicated across four independent cohorts.
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Nishizawa Y, Thompson KC, Yamanashi T, Wahba NE, Saito T, Marra PS, Nagao T, Nishiguchi T, Shibata K, Yamanishi K, Hughes CG, Pandharipande P, Cho H, Howard MA 3rd, Kawasaki H, Toda H, Kanazawa T, Iwata M, and Shinozaki G
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- Humans, Female, Male, Aged, Middle Aged, Cohort Studies, Postoperative Complications genetics, Adult, Biomarkers blood, Aged, 80 and over, Delirium genetics, DNA Methylation, Epigenesis, Genetic, CpG Islands genetics
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Delirium is risky and indicates poor outcomes for patients. Therefore, it is crucial to create an effective delirium detection method. However, the epigenetic pathophysiology of delirium remains largely unknown. We aimed to discover reliable and replicable epigenetic (DNA methylation: DNAm) markers that are associated with delirium including post-operative delirium (POD) in blood obtained from patients among four independent cohorts. Blood DNA from four independent cohorts (two inpatient cohorts and two surgery cohorts; 16 to 88 patients each) were analyzed using the Illumina EPIC array platform for genome-wide DNAm analysis. We examined DNAm differences in blood between patients with and without delirium including POD. When we compared top CpG sites previously identified from the initial inpatient cohort with three additional cohorts (one inpatient and two surgery cohorts), 11 of the top 13 CpG sites showed statistically significant differences in DNAm values between the delirium group and non-delirium group in the same directions as found in the initial cohort. This study demonstrated the potential value of epigenetic biomarkers as future diagnostic tools. Furthermore, our findings provide additional evidence of the potential role of epigenetics in the pathophysiology of delirium including POD., (© 2024. The Author(s).)
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- 2024
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9. Genome-wide DNA methylation analysis in female veterans with military sexual trauma and comorbid PTSD/MDD.
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Marra PS, Seki T, Nishizawa Y, Chang G, Yamanishi K, Nishiguchi T, Shibata K, Braun P, and Shinozaki G
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- Humans, Female, DNA Methylation, Military Sexual Trauma, Veterans, Depressive Disorder, Major epidemiology, Depressive Disorder, Major genetics, Stress Disorders, Post-Traumatic epidemiology, Stress Disorders, Post-Traumatic genetics, Military Personnel, Sex Offenses
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Background: Military sexual trauma (MST) is a prevalent issue within the U.S. military. Victims are more likely to develop comorbid diseases such as posttraumatic stress disorder (PTSD) and major depressive disorder (MDD). Nonetheless, not everyone who suffers from MST develops PTSD and/or MDD. DNA methylation, which can regulate gene expression, might give us insight into the molecular mechanisms behind this discrepancy. Therefore, we sought to identify genomic loci and enriched biological pathways that differ between patients with and without MST, PTSD, and MDD., Methods: Saliva samples were collected from 113 female veterans. Following DNA extraction and processing, DNA methylation levels were measured through the Infinium HumanMethylationEPIC BeadChip array. We used limma and bump hunting methods to generate the differentially methylated positions and differentially methylated regions (DMRs), respectively. Concurrently, we used Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genome to find enriched pathways., Results: A DMR close to the transcription start site of ZFP57 was differentially methylated between subjects with and without PTSD, replicating previous findings and emphasizing the potential role of ZFP57 in PTSD susceptibility. In the pathway analyses, none survived multiple correction, although top GO terms included some potentially relevant to MST, PTSD, and MDD etiology., Conclusion: We conducted one of the first DNA methylation analyses investigating MST along with PTSD and MDD. In addition, we found one DMR near ZFP57 to be associated with PTSD. The replication of this finding indicates further investigation of ZFP57 in PTSD may be warranted., Competing Interests: Declaration of competing interest None of the authors has any conflicts of interest or any financial ties to disclose relevant to this work., (Copyright © 2024 Elsevier B.V. All rights reserved.)
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- 2024
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10. Correlation of telomere length in brain tissue with peripheral tissues in living human subjects.
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Carver AJ, Hing B, Elser BA, Lussier SJ, Yamanashi T, Howard MA 3rd, Kawasaki H, Shinozaki G, and Stevens HE
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Telomeres are important to chromosomal stability, and changes in their length correlate with disease, potentially relevant to brain disorders. Assessing telomere length in human brain is invasive, but whether peripheral tissue telomere length correlates with that in brain is not known. Saliva, buccal, blood, and brain samples were collected at time points before, during, and after subjects undergoing neurosurgery ( n = 35) for intractable epilepsy. DNA was isolated from samples and average telomere length assessed by qPCR. Correlations of telomere length between tissue samples were calculated across subjects. When data were stratified by sex, saliva telomere length correlated with brain telomere length in males only. Buccal telomere length correlated with brain telomere length when males and females were combined. These findings indicate that in living subjects, telomere length in peripheral tissues variably correlates with that in brain and may be dependent on sex. Peripheral tissue telomere length may provide insight into brain telomere length, relevant to assessment of brain disorder pathophysiology., Competing Interests: The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest., (Copyright © 2024 Carver, Hing, Elser, Lussier, Yamanashi, Howard, Kawasaki, Shinozaki and Stevens.)
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- 2024
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11. NSAIDs use history: impact on the genome-wide DNA methylation profile and possible mechanisms of action.
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Marra PS, Nishizawa Y, Yamanashi T, Sullivan EJ, Comp KR, Crutchley KJ, Wahba NE, Shibata K, Nishiguchi T, Yamanishi K, Noiseux NO, Karam MD, and Shinozaki G
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- Humans, Epigenesis, Genetic, Aging, CpG Islands, DNA Methylation, Delirium genetics
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Background and Objective: NSAIDs inhibit cyclooxygenase, but their role in aging and other diseases is not well understood. Our group previously showed the potential benefit of NSAIDs in decreasing the risk of delirium and mortality. Concurrently, epigenetics signals have also been associated with delirium. Therefore, we sought to find differentially methylated genes and biological pathways related to exposure with NSAIDs by comparing the genome-wide DNA methylation profiles of patients with and without a history of NSAIDs use., Methods: Whole blood samples were collected from 171 patients at the University of Iowa Hospital and Clinics from November 2017 to March 2020. History of NSAIDs use was assessed through a word-search function in the subjects' electronic medical records. DNA was extracted from the blood samples, processed with bisulfite conversion, and analyzed using Illumina's EPIC array. The analysis of top differentially methylated CpG sites and subsequent enrichment analysis were conducted using an established pipeline using R statistical software., Results: Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genome (KEGG) showed several biological pathways relevant to NSAIDs' function. The identified GO terms included "arachidonic acid metabolic process," while KEGG results included "linoleic acid metabolism," "cellular senescence," and "circadian rhythm." Nonetheless, none of the top GO and KEGG pathways and the top differentially methylated CpG sites reached statistical significance., Conclusion: Our results suggest a potential role of epigenetics in the mechanisms of the action of NSAIDs. However, the results should be viewed with caution as exploratory and hypothesis-generating given the lack of statistically significant findings., (© 2023. The Author(s), under exclusive licence to Springer Nature Switzerland AG.)
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- 2023
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12. Bispectral EEG (BSEEG) Algorithm Captures High Mortality Risk Among 1,077 Patients: Its Relationship to Delirium Motor Subtype.
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Nishizawa Y, Yamanashi T, Saito T, Marra P, Crutchley KJ, Wahba NE, Malicoat J, Shibata K, Nishiguchi T, Lee S, Cho HR, Kanazawa T, and Shinozaki G
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- Humans, Prospective Studies, Electroencephalography, Proportional Hazards Models, Algorithms, Delirium diagnosis
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Objective: Delirium is dangerous and a predictor of poor patient outcomes. We have previously reported the utility of the bispectral EEG (BSEEG) with a novel algorithm for the detection of delirium and prediction of patient outcomes including mortality. The present study employed a normalized BSEEG (nBSEEG) score to integrate the previous cohorts to combine their data to investigate the prediction of patient outcomes. We also aimed to test if the BSEEG method can be applicable regardless of age, and independent of delirium motor subtypes., Methods: We calculated nBSEEG score from raw BSEEG data in each cohort and classified patients into BSEEG-positive and BSEEG-negative groups. We used log-rank test and Cox proportional hazards models to predict 90-day and 1-year outcomes for the BSEEG-positive and -negative groups in all subjects and motor subgroups., Results: A total of 1,077 subjects, the BSEEG-positive group showed significantly higher 90-day (hazard ratio 1.33 [95% CI 1.16-1.52] and 1-year (hazard ratio 1.22 [95% CI 1.06-1.40] mortality rates than the negative group after adjustment for covariates such as age, sex, CCI, and delirium status. Among patients with different motor subtypes of delirium, the hypoactive group showed significantly higher 90-day (hazard ratio 1.41 [95% CI 1.12-1.76] and 1-year mortality rates (hazard ratio 1.32 [95% CI 1.05-1.67], which remained significant after adjustment for the same covariates., Conclusion: We found that the BSEEG method is capable of capturing patients at high mortality risk., (Copyright © 2023 American Association for Geriatric Psychiatry. Published by Elsevier Inc. All rights reserved.)
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- 2023
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13. Anti-inflammatory medication use associated with reduced delirium risk and all-cause mortality: A retrospective cohort study.
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Yamanashi T, Sullivan EJ, Comp KR, Nishizawa Y, Akers CC, Chang G, Modukuri M, Tran T, Anderson ZEM, Marra PS, Crutchley KJ, Wahba NE, Iwata M, Karam MD, Noiseux NO, Cho HR, and Shinozaki G
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- Humans, Retrospective Studies, Aspirin therapeutic use, Proportional Hazards Models, Anti-Inflammatory Agents, Non-Steroidal adverse effects, Delirium epidemiology, Delirium complications
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Objective: To investigate the relationship between history of anti-inflammatory medication use and delirium risk, as well as long-term mortality., Methods: In this retrospective cohort study, subjects recruited between January 2016 and March 2020 were analyzed. Information about anti-inflammatory medication use history including aspirin, NSAIDs, glucosamine, and other anti-inflammatory drugs, was collected. Logistic regression analysis investigated the relationship between anti-inflammatory medications and delirium. Log-rank analysis and cox proportional hazards model investigated the relationship between anti-inflammatory medications and one-year mortality., Results: The data from 1274 subjects were analyzed. The prevalence of delirium was significantly lower in subjects with NSAIDs usage (23.0%) than in those without NSAIDs usage (35.0%) (p < 0.001). Logistic regression analysis controlling for age, sex, dementia status, and hospitalization department showed that the risk of delirium tended to be reduced by a history of NSAIDs use (OR, 0.76 [95% CI, 0.55 to 1.03]). The one-year mortality in the subjects with NSAIDs (survival rate, 0.879 [95% CI, 0.845 to 0.906]) was significantly lower than in the subjects without NSAIDs (survival rate, 0.776 [95% CI, 0.746 to 0.803]) (p < 0.001). A history of NSAIDs use associated with the decreased risk of one-year mortality even after adjustment for age, sex, Charlson Comorbidity Index, delirium status, and hospitalization department (HR, 0.70 [95% CI, 0.51 to 0.96])., Conclusion: This study suggested that NSAIDs usage was associated with decreased delirium prevalence and lower one-year mortality. The potential benefit of NSAIDs on delirium risk and mortality were shown., Competing Interests: Declaration of Competing Interest Gen Shinozaki is co-founder of Predelix Medical LLC and has pending patents as follows: “Non-invasive device for predicting and screening delirium”, PCT application no. PCT/US2016/064937 and US provisional patent no. 62/263,325; “Prediction of patient outcomes with a novel electroencephalography device”, US provisional patent no. 62/829,411; “Epigenetic Biomarker of Delirium Risk” in the PCT Application No. PCT/US19/51276, and in U.S. Provisional Patent No. 62/731,599. All other authors have declared that no conflict of interest exists., (Copyright © 2023 Elsevier Inc. All rights reserved.)
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- 2023
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14. Cross-tissue correlations of genome-wide DNA methylation in Japanese live human brain and blood, saliva, and buccal epithelial tissues.
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Nishitani S, Isozaki M, Yao A, Higashino Y, Yamauchi T, Kidoguchi M, Kawajiri S, Tsunetoshi K, Neish H, Imoto H, Arishima H, Kodera T, Fujisawa TX, Nomura S, Kikuta K, Shinozaki G, and Tomoda A
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- Humans, Brain, CpG Islands, DNA, East Asian People, Epigenesis, Genetic, Epithelium, Saliva, Adolescent, Young Adult, Adult, Middle Aged, Aged, Blood, Cheek, DNA Methylation
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Neuroepigenetics considers genetic sequences and the interplay with environmental influences to elucidate vulnerability risk for various neurological and psychiatric disorders. However, evaluating DNA methylation of brain tissue is challenging owing to the issue of tissue specificity. Consequently, peripheral surrogate tissues were used, resulting in limited progress compared with other epigenetic studies, such as cancer research. Therefore, we developed databases to establish correlations between the brain and peripheral tissues in the same individuals. Four tissues, resected brain tissue, blood, saliva, and buccal mucosa (buccal), were collected from 19 patients (aged 13-73 years) who underwent neurosurgery. Moreover, their genome-wide DNA methylation was assessed using the Infinium HumanMethylationEPIC BeadChip arrays to determine the cross-tissue correlation of each combination. These correlation analyses were conducted with all methylation sites and with variable CpGs, and with when these were adjusted for cellular proportions. For the averaged data for each CpG across individuals, the saliva-brain correlation (r = 0.90) was higher than that for blood-brain (r = 0.87) and buccal-brain (r = 0.88) comparisons. Among individual CpGs, blood had the highest proportion of CpGs correlated to the brain at nominally significant levels (19.0%), followed by saliva (14.4%) and buccal (9.8%). These results were similar to the previous IMAGE-CpG results; however, cross-database correlations of the correlation coefficients revealed a relatively low (brain vs. blood: r = 0.27, saliva: r = 0.18, and buccal: r = 0.24). To the best of our knowledge, this is the fifth study in the literature initiating the development of databases for correlations between the brain and peripheral tissues in the same individuals. We present the first database developed from an Asian population, specifically Japanese samples (AMAZE-CpG), which would contribute to interpreting individual epigenetic study results from various Asian populations., (© 2023. The Author(s).)
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- 2023
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15. Metformin use history and genome-wide DNA methylation profile: potential molecular mechanism for aging and longevity.
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Marra PS, Yamanashi T, Crutchley KJ, Wahba NE, Anderson ZM, Modukuri M, Chang G, Tran T, Iwata M, Cho HR, and Shinozaki G
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- Humans, DNA Methylation, Aging genetics, Epigenesis, Genetic, DNA, Longevity genetics, Metformin pharmacology, Metformin therapeutic use
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Background: Metformin, a commonly prescribed anti-diabetic medication, has repeatedly been shown to hinder aging in pre-clinical models and to be associated with lower mortality for humans. It is, however, not well understood how metformin can potentially prolong lifespan from a biological standpoint. We hypothesized that metformin's potential mechanism of action for longevity is through its epigenetic modifications., Methods: To test our hypothesis, we conducted a post-hoc analysis of available genome-wide DNA methylation (DNAm) data obtained from whole blood collected from inpatients with and without a history of metformin use. We assessed the methylation profile of 171 patients (first run) and only among 63 diabetic patients (second run) and compared the DNAm rates between metformin users and nonusers., Results: Enrichment analysis from the Kyoto Encyclopedia of Genes and Genome (KEGG) showed pathways relevant to metformin's mechanism of action, such as longevity, AMPK, and inflammatory pathways. We also identified several pathways related to delirium whose risk factor is aging. Moreover, top hits from the Gene Ontology (GO) included HIF-1α pathways. However, no individual CpG site showed genome-wide statistical significance ( p < 5E-08)., Conclusion: This study may elucidate metformin's potential role in longevity through epigenetic modifications and other possible mechanisms of action.
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- 2023
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16. Clinical Markers Associated With Risk of Suicide or Drug Overdose Among Individuals With Smoking Exposure: A Longitudinal Follow-up Study of the COPDGene Cohort.
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Adviento BA, Regan EA, Make BJ, Han MK, Foreman MG, Iyer AS, Bhatt SP, Kim V, Bon J, Soler X, Kinney GL, Hanania NA, Lowe KE, Holm KE, Yohannes AM, Shinozaki G, Hoth KF, and Fiedorowicz JG
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- Humans, Female, Middle Aged, Aged, Male, Follow-Up Studies, Prospective Studies, Smoking adverse effects, Smoking epidemiology, Risk Factors, Dyspnea, Biomarkers, Forced Expiratory Volume, Pulmonary Disease, Chronic Obstructive, Drug Overdose
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Background: Studies have shown that COPD and smoking are associated with increased suicide risk. To date, there are no prospective studies examining suicide risk among individuals with smoking exposure along a spectrum of pulmonary diseases ranging from normal spirometry to severe COPD., Research Question: Which clinical variables predict death by suicide or overdose of indeterminate intent in a large cohort of individuals with smoking exposure within the Genetic Epidemiology of COPD (COPDGene) study?, Study Design and Methods: We studied data from 9,930 participants involved in COPDGene, a multisite, prospective cohort study of individuals with smoking exposure. Primary cause of adjudicated deaths was identified by using death certificates, family reports, and medical records. Time to death by suicide/overdose was examined as the primary outcome in Cox regression models including age, sex, race, BMI, pack-years, current smoking status, airflow limitation (FEV
1 % predicted), dyspnea (modified Medical Research Council scale score ≥ 2), 6-min walk distance, supplemental oxygen use, and severe exacerbations in the prior year with time-varying covariates and other causes of death as a competing risk., Results: The cohort was 47% female and 33% Black (67% White); they had a mean ± SD age of 59.6 ± 9.0 years and a mean FEV1 % predicted of 76.1 ± 25.5. Sixty-three individuals died by suicide/overdose. Factors associated with risk of suicide/overdose were current smoking (hazard ratio [HR], 6.44; 95% CI, 2.64-15.67), use of sedative/hypnotics (HR, 2.33; 95% CI, 1.24-4.38), and dyspnea (HR, 2.23; 95% CI, 1.34-3.70). Lower risk was associated with older age (per-decade HR, 0.45; 95% CI, 0.31-0.67), higher BMI (HR, 0.95; 95% CI, 0.91-0.99), and African-American race (HR, 0.41; 95% CI, 0.23-0.74). Severity of airflow limitation (FEV % predicted) was not associated with suicide risk., Interpretation: In this well-characterized cohort of individuals with smoking exposure with and without COPD, risk factors for suicide/overdose were identified that emphasize the subjective experience of illness over objective assessments of lung function., (Copyright © 2022 American College of Chest Physicians. All rights reserved.)- Published
- 2023
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17. The genome-wide DNA methylation profiles among neurosurgery patients with and without post-operative delirium.
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Yamanashi T, Crutchley KJ, Wahba NE, Nagao T, Marra PS, Akers CC, Sullivan EJ, Iwata M, Howard MA 3rd, Cho HR, Kawasaki H, Hughes CG, Pandharipande PP, Hefti MM, and Shinozaki G
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- Humans, DNA Methylation, Epigenesis, Genetic, Biomarkers, Emergence Delirium, Neurosurgery
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Aims: There is no previous study demonstrating the differences of genome-wide DNA methylation (DNAm) profiles between patients with and without postoperative delirium (POD). We aimed to discover epigenetic (DNAm) markers that are associated with POD in blood obtained from patients before and after neurosurgery., Methods: Pre- and post-surgical blood DNA samples from 37 patients, including 10 POD cases, were analyzed using the Illumina EPIC array genome-wide platform. We examined DNAm differences in blood from patients with and without POD. Enrichment analysis with Gene Ontology and Kyoto Encyclopedia of Genes and Genomes terms were also conducted., Results: When POD cases were tested for DNAm change before and after surgery, enrichment analyses showed many relevant signals with statistical significance in immune response related-pathways and inflammatory cytokine related-pathways such as "cellular response to cytokine stimulus", "regulation of immune system process", "regulation of cell activation", and "regulation of cytokine production". Furthermore, after excluding the potential effect of common factors related to surgery and anesthesia between POD cases and non-POD controls, the enrichment analyses showed significant signals such as "immune response" and "T cell activation", which are same pathways previously identified from an independent non-surgical inpatient cohort., Conclusions: Our first genome-wide DNAm investigation of POD showed promising signals related to immune response, inflammatory response and other relevant signals considered to be associated with delirium pathophysiology. Our data supports the hypothesis that epigenetics play an important role in the pathophysiological mechanism of delirium and suggest the potential usefulness of an epigenetics-based biomarker of POD., (© 2022 The Authors. Psychiatry and Clinical Neurosciences published by John Wiley & Sons Australia, Ltd on behalf of Japanese Society of Psychiatry and Neurology.)
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- 2023
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18. Genome-wide DNA methylation analysis of post-operative delirium with brain, blood, saliva, and buccal samples from neurosurgery patients.
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Wahba NE, Nishizawa Y, Marra PS, Yamanashi T, Crutchley KJ, Nagao T, Shibata K, Nishiguchi T, Cho H, Howard MA 3rd, Kawasaki H, Hefti M, Kanazawa T, and Shinozaki G
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- Humans, DNA Methylation, Epigenomics, Brain, Emergence Delirium
- Abstract
Objective: No previous study demonstrates the difference in the genome-wide DNA methylation status of post-operative delirium (POD) using human brain tissue obtained from neurosurgery and multiple peripheral tissues such as blood, saliva, and buccal samples from the same individuals. We aimed to identify epigenetic marks of DNA methylation in the brain and peripheral tissues to elucidate the potential pathophysiological mechanism of POD., Methods: The four tissue types (brain, blood, saliva, buccal) of DNA samples from up to 40 patients, including 11 POD cases, were analyzed using Illumina EPIC array. DNAm differences between patients with and without POD were examined. We also conducted enrichment analysis based on the top DNAm signals., Results: The most different CpG site between control and POD was found at cg16526133 near the ADAMTS9 gene from the brain tissue(p = 8.66E-08). However, there are no CpG sites to reach the genome-wide significant level. The enrichment analysis based on the 1000 top hit CpG site (p < 0.05) on the four tissues showed several intriguing pathways. In the brain, there are pathways including "positive regulation of glial cell differentiation". Blood samples showed also pathways related to immune function. Besides, both saliva and the buccal sample showed pathways related to circadian rhythm, although these findings were not FDR significant., Conclusion: Enrichment analysis found several intriguing pathways related to potential delirium pathophysiology. Present data may further support the role of epigenetics, especially DNA methylation, in the molecular mechanisms of delirium pathogenesis., Competing Interests: Declaration of competing interest Gen Shinozaki has pending patents “Epigenetic Biomarker of Delirium Risk” in the PCT Application No. PCT/US19/51276, and in U.S. Provisional Patent No. 62/731,599. All other authors have declared that no conflict of interest exists., (Copyright © 2022 Elsevier Ltd. All rights reserved.)
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- 2022
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19. The potential benefit of metformin to reduce delirium risk and mortality: a retrospective cohort study.
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Yamanashi T, Anderson ZE, Modukuri M, Chang G, Tran T, Marra PS, Wahba NE, Crutchley KJ, Sullivan EJ, Jellison SS, Comp KR, Akers CC, Meyer AA, Lee S, Iwata M, Cho HR, Shinozaki E, and Shinozaki G
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- Humans, Hypoglycemic Agents therapeutic use, Retrospective Studies, Risk Factors, Metformin therapeutic use, Diabetes Mellitus, Type 2 complications, Diabetes Mellitus, Type 2 drug therapy, Delirium epidemiology, Delirium prevention & control
- Abstract
Purpose: Metformin has been reported to improve age-related disorders, including dementia, and to lower mortality. This study was conducted to investigate whether metformin use lower delirium risk, as well as long-term mortality., Methods: In this retrospective cohort study, previously recruited 1,404 subjects were analyzed. The relationship between metformin use and delirium, and the relationship between metformin use and 3-year mortality were investigated., Main Findings: 242 subjects were categorized into a type 2 diabetes mellitus (DM)-without-metformin group, and 264 subjects were categorized into a DM-with-metformin group. Prevalence of delirium was 36.0% in the DM-without-metformin group, and 29.2% in the DM-with-metformin group. A history of metformin use reduced the risk of delirium in patients with DM (OR, 0.50 [95% CI, 0.32 to 0.79]) after controlling for confounding factors. The 3-year mortality in the DM-without-metformin group (survival rate, 0.595 [95% CI, 0.512 to 0.669]) was higher than in the DM-with-metformin group (survival rate, 0.695 [95% CI, 0.604 to 0.770]) (p=0.035). A history of metformin use decreased the risk of 3-year mortality after adjustment for confounding factors (HR, 0.69 [95% CI, 0.48 to 0.98])., Conclusions: Metformin use may lower the risk of delirium and mortality in DM patients.
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- 2022
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20. Deep learning predicts DNA methylation regulatory variants in the human brain and elucidates the genetics of psychiatric disorders.
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Zhou J, Chen Q, Braun PR, Perzel Mandell KA, Jaffe AE, Tan HY, Hyde TM, Kleinman JE, Potash JB, Shinozaki G, Weinberger DR, and Han S
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- Brain, CpG Islands, Genome-Wide Association Study, Humans, Neural Networks, Computer, Polymorphism, Single Nucleotide, Quantitative Trait Loci, Brain Chemistry, DNA Methylation, Deep Learning, Schizophrenia genetics
- Abstract
There is growing evidence for the role of DNA methylation (DNAm) quantitative trait loci (mQTLs) in the genetics of complex traits, including psychiatric disorders. However, due to extensive linkage disequilibrium (LD) of the genome, it is challenging to identify causal genetic variations that drive DNAm levels by population-based genetic association studies. This limits the utility of mQTLs for fine-mapping risk loci underlying psychiatric disorders identified by genome-wide association studies (GWAS). Here we present INTERACT, a deep learning model that integrates convolutional neural networks with transformer, to predict effects of genetic variations on DNAm levels at CpG sites in the human brain. We show that INTERACT-derived DNAm regulatory variants are not confounded by LD, are concentrated in regulatory genomic regions in the human brain, and are convergent with mQTL evidence from genetic association analysis. We further demonstrate that predicted DNAm regulatory variants are enriched for heritability of brain-related traits and improve polygenic risk prediction for schizophrenia across diverse ancestry samples. Finally, we applied predicted DNAm regulatory variants for fine-mapping schizophrenia GWAS risk loci to identify potential novel risk genes. Our study shows the power of a deep learning approach to identify functional regulatory variants that may elucidate the genetic basis of complex traits.
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- 2022
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21. DNA methylation in the inflammatory genes after neurosurgery and diagnostic ability of post-operative delirium.
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Yamanashi T, Nagao T, Wahba NE, Marra PS, Crutchley KJ, Meyer AA, Andreasen AJ, Hellman MM, Jellison SS, Hughes CG, Pandharipande PP, Howard Iii MA, Kawasaki H, Iwata M, Hefti MM, and Shinozaki G
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- CpG Islands, DNA Methylation, Epigenesis, Genetic, Humans, Delirium diagnosis, Delirium genetics, Neurosurgery
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The pathophysiological mechanisms of postoperative delirium (POD) are still not clear, and no reliable biomarker is available to differentiate those with and without POD. Pre- and post-surgery blood from epilepsy subjects undergoing neurosurgery were collected. DNA methylation (DNAm) levels of the TNF gene, IL1B gene, and IL6 gene by the Illumina EPIC array method, and DNAm levels of the TNF gene by pyrosequencing, were analyzed. Blood from 37 subjects were analyzed by the EPIC array method, and blood from 27 subjects were analyzed by pyrosequencing. Several CpGs in the TNF gene in preoperative blood showed a negative correlation between their DNAm and age both in the POD group and in the non-POD group. However, these negative correlations were observed only in the POD group after neurosurgery. Neurosurgery significantly altered DNAm levels at 17 out of 24 CpG sites on the TNF gene, 8 out of 14 CpG sites on the IL1B gene, and 4 out of 14 CpG sites on the IL6 gene. Furthermore, it was found that the Inflammatory Methylation Index (IMI), which was based on the post-surgery DNAm levels at the selected five CpG sites, can be a potential detection tool for delirium with moderate accuracy; area under the curve (AUC) value was 0.84. The moderate accuracy of this IMI was replicated using another cohort from our previous study, in which the AUC was 0.79. Our findings provide further evidence of the potential role of epigenetics and inflammation in the pathophysiology of delirium., (© 2021. The Author(s).)
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- 2021
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22. DNA methylation in the TNF-alpha gene decreases along with aging among delirium inpatients.
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Yamanashi T, Saito T, Yu T, Alario A, Comp K, Crutchley KJ, Sullivan EJ, Anderson ZM, Marra PS, Chang G, Wahba NE, Jellison SS, Meyer AA, Mathur S, Pandharipande P, Yoshino A, Kaneko K, Lee S, Toda H, Iwata M, and Shinozaki G
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- Aged, Cohort Studies, CpG Islands genetics, Delirium etiology, Female, Genome-Wide Association Study methods, High-Throughput Nucleotide Sequencing, Humans, Inflammation, Male, Aging genetics, DNA Methylation genetics, Delirium genetics, Inpatients, Tumor Necrosis Factor-alpha genetics
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It has been suggested that aging and inflammation play key roles in the development of delirium. In the present study, we investigated the differences of the DNAm patterns in the TNF gene between patients with delirium and without. The data and samples derived from previous and ongoing cohort studies were analyzed. DNAm levels of the TNF gene were analyzed using the Illumina EPIC array genome-wide method and pyrosequencing method. Correlations between age and DNAm levels of each CpG were calculated. Several CpG in the TNF gene in blood showed negative correlation between their DNAm and age in delirium cases both with the EPIC array and by the pyrosequencing method. However, there was no CpG that had significant correlation between their DNAm and age regardless of delirium status among buccal samples. On the other hand, among peripheral blood mononuclear cells samples, it was found that several CpG showed negative correlation between their DNAm and age in delirium cases. The evidence of DNAm change in the TNF gene among delirious subjects was demonstrated., (Copyright © 2021 Elsevier Inc. All rights reserved.)
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- 2021
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23. Evaluation of point-of-care thumb-size bispectral electroencephalography device to quantify delirium severity and predict mortality.
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Yamanashi T, Crutchley KJ, Wahba NE, Sullivan EJ, Comp KR, Kajitani M, Tran T, Modukuri MV, Marra PS, Herrmann FM, Chang G, Anderson ZM, Iwata M, Kobayashi K, Kaneko K, Umeda Y, Kadooka Y, Lee S, Shinozaki E, Karam MD, Noiseux NO, and Shinozaki G
- Abstract
Background: We have developed the bispectral electroencephalography (BSEEG) method for detection of delirium and prediction of poor outcomes., Aims: To improve the BSEEG method by introducing a new EEG device., Method: In a prospective cohort study, EEG data were obtained and BSEEG scores were calculated. BSEEG scores were filtered on the basis of standard deviation (s.d.) values to exclude signals with high noise. Both non-filtered and s.d.-filtered BSEEG scores were analysed. BSEEG scores were compared with the results of three delirium screening scales: the Confusion Assessment Method for the Intensive Care Unit (CAM-ICU), the Delirium Rating Scale-Revised-98 (DRS) and the Delirium Observation Screening Scale (DOSS). Additionally, the 365-day mortalities and the length of stay (LOS) in the hospital were analysed., Results: We enrolled 279 elderly participants and obtained 620 BSEEG recordings; 142 participants were categorised as BSEEG-positive, reflecting slower EEG activity. BSEEG scores were higher in the CAM-ICU-positive group than in the CAM-ICU-negative group. There were significant correlations between BSEEG scores and scores on the DRS and the DOSS. The mortality rate of the BSEEG-positive group was significantly higher than that of the BSEEG-negative group. The LOS of the BSEEG-positive group was longer compared with that of the BSEEG-negative group. BSEEG scores after s.d. filtering showed stronger correlations with delirium screening scores and more significant prediction of mortality., Conclusions: We confirmed the usefulness of the BSEEG method for detection of delirium and of delirium severity, and prediction of patient outcomes with a new EEG device.
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- 2021
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24. Mortality among patients with sepsis associated with a bispectral electroencephalography (BSEEG) score.
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Yamanashi T, Marra PS, Crutchley KJ, Wahba NE, Malicoat JR, Sullivan EJ, Akers CC, Nicholson CA, Herrmann FM, Karam MD, Noiseux NO, Kaneko K, Shinozaki E, Iwata M, Cho HR, Lee S, and Shinozaki G
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- Aged, Female, Humans, Intensive Care Units, Male, Middle Aged, Retrospective Studies, Delirium mortality, Delirium pathology, Electroencephalography methods, Sepsis mortality, Sepsis pathology
- Abstract
We have previously developed a bispectral electroencephalography (BSEEG) device, which was shown to be effective in detecting delirium and predicting patient outcomes. In this study we aimed to apply the BSEEG approach for a sepsis. This was a retrospective cohort study conducted at a single center. Sepsis-positive cases were identified based on retrospective chart review. EEG raw data and calculated BSEEG scores were obtained in the previous studies. The relationship between BSEEG scores and sepsis was analyzed, as well as the relationship among sepsis, BSEEG score, and mortality. Data were analyzed from 628 patients. The BSEEG score from the first encounter (1st BSEEG) showed a significant difference between patients with and without sepsis (p = 0.0062), although AUC was very small indicating that it is not suitable for detection purpose. Sepsis patients with high BSEEG scores showed the highest mortality, and non-sepsis patients with low BSEEG scores showed the lowest mortality. Mortality of non-sepsis patients with high BSEEG scores was as bad as that of sepsis patients with low BSEEG scores. Even adjusting for age, gender, comorbidity, and sepsis status, BSEEG remained a significant predictor of mortality (p = 0.008). These data are demonstrating its usefulness as a potential tool for identification of patients at high risk and management of sepsis., (© 2021. The Author(s).)
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- 2021
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25. Stress increases blood beta-hydroxybutyrate levels and prefrontal cortex NLRP3 activity jointly in a rodent model.
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Nishiguchi T, Iwata M, Kajitani N, Miura A, Matsuo R, Murakami S, Nakada Y, Pu S, Shimizu Y, Tsubakino T, Yamanashi T, Shinozaki G, Tsubota J, Shirayama Y, Watanabe K, and Kaneko K
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- 3-Hydroxybutyric Acid, Animals, Male, Mice, Mice, Inbred C57BL, Prefrontal Cortex, Rodentia, Depression, NLR Family, Pyrin Domain-Containing 3 Protein
- Abstract
Aim: This study aimed to assess the response of endogenous beta-hydroxybutyrate to psychological stress, and its association with nucleotide-binding domain, leucine-rich repeat, pyrin domain-containing 3 (NLRP3) inflammasome, and stress-induced behavior., Methods: Male C57BL/6J mice were subjected to 1-hour restraint stress to examine changes in the endogenous beta-hydroxybutyrate and active NLRP3 levels in the prefrontal cortex. Subsequently, we created a depression model applying 10-day social defeat stress to the male C57BL/6J mice., Results: One-hour restraint stress rapidly increased beta-hydroxybutyrate levels in the blood. The active NLRP3 levels in the prefrontal cortex also increased significantly. A correlation was found between the increased beta-hydroxybutyrate levels in the blood and the active NLRP3 levels in the prefrontal cortex. The mice exposed to social defeat stress exhibited depression- and anxiety-like behavioral changes in the open field, social interaction, and forced swim tests. There was a correlation between these behavioral changes and endogenous beta-hydroxybutyrate levels. Among the social defeat model mice, those with high beta-hydroxybutyrate levels tended to have more depression- and anxiety-like behavior., Conclusions: The increased blood beta-hydroxybutyrate levels due to psychological stress correlate with the active NLRP3 levels in the prefrontal cortex, suggesting that the increased beta-hydroxybutyrate levels due to stress may reflect a reaction to brain inflammation. In addition, mice with higher blood beta-hydroxybutyrate levels tend to exhibit increased depression- and anxiety-like behaviors; thus, an increase in blood beta-hydroxybutyrate levels due to stress may indicate stress vulnerability., (© 2021 The Authors. Neuropsychopharmacology Reports published by John Wiley & Sons Australia, Ltd on behalf of the Japanese Society of Neuropsychopharmacology.)
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- 2021
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26. Increased mortality in patients with standard EEG findings of 'diffuse slowing'.
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Wanzek R, Bormann N, Shabbir Y, Saito T, Yamada T, and Shinozaki G
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- Aged, Humans, Middle Aged, Midwestern United States, Retrospective Studies, Electroencephalography, Inpatients
- Abstract
Background: We aimed to confirm the association between slow brain wave activity typically described as "diffuse slowing" on standard electroencephalogram (EEG) and patient outcomes, including mortality., Methods: This retrospective study was conducted with patient chart data from March 2015 to March 2017 at a tertiary care academic hospital in the midwestern United States. In total, 1,069 participants age ≥55 years on an inpatient floor or ICU received a standard 24-hour EEG. The primary outcome was all-cause mortality at 30, 90, 180, and 365 days. Secondary outcomes were time to discharge, and discharge to home., Results: Having diffuse slowing on standard EEG was significantly associated with 30-, 90-, 180-, and 365-day mortality compared with patients who had normal EEG findings, after controlling for age, sex, and Charlson Comorbidity Index score. When controlling for these factors, patients with diffuse slowing had a significantly longer time to discharge and were significantly less likely to discharge to home. Our findings showed that a standard EEG finding of diffuse slowing for inpatients age ≥55 years is associated with poor outcomes, including greater mortality., Conclusions: This study suggested that the finding of diffuse slowing on EEG may be an important clinical marker for predicting mortality in geriatric inpatients.
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- 2021
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27. Mortality prediction by bispectral electroencephalography among 502 patients: its role in dementia.
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Saito T, Malicoat JR, Leyden LR, Williams JC, Jellison SS, Long H, Hellman MM, Crutchley KJ, Anderson ZEM, Lo D, Modukuri MV, Schacher CJ, Yoshino A, Toda H, Shinozaki E, Cho HR, Lee S, and Shinozaki G
- Abstract
Complications of delirium and dementia increase mortality; however, it is difficult to diagnose delirium accurately, especially among dementia patients. The bispectral electroencephalography score can detect delirium and predict mortality in elderly patients. We aimed to develop an efficient and reliable bispectral electroencephalography device for high-throughput screening. We also hypothesized that bispectral electroencephalography score can predict mortality among dementia patients. A prospective cohort study was conducted between January 2016 and December 2018 to measure bispectral electroencephalography from elderly patients and correlate with outcomes. A total of 502 elderly (55 years old or older) patients with and without dementia were enrolled. For a replication of the utility of bispectral electroencephalography, mortalities between bispectral electroencephalography-positive and bispectral electroencephalography-negative group were compared. In addition, patients with and without dementia status were added to examine the utility of bispectral electroencephalography among dementia patients. The mortality within 180 days in the bispectral electroencephalography-positive group was higher than that of the bispectral electroencephalography-negative group in both the replication and the total cohorts. Mortality of those in the bispectral electroencephalography-positive group showed a dose-dependent increase in both cohorts. When the dementia patients showed bispectral electroencephalography positive, their mortality was significantly higher than those with dementia but who were bispectral electroencephalography-negative. Mortality within 30 days in the bispectral electroencephalography-positive group was significantly higher than that of the bispectral electroencephalography-negative group. The utility of the bispectral electroencephalography to predict mortality among large sample of 502 elderly patients was shown. The bispectral electroencephalography score can predict mortality among elderly patients in general, and even among dementia patients, as soon as 30 days., (© The Author(s) (2021). Published by Oxford University Press on behalf of the Guarantors of Brain.)
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- 2021
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28. Topological data analysis (TDA) enhances bispectral EEG (BSEEG) algorithm for detection of delirium.
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Yamanashi T, Kajitani M, Iwata M, Crutchley KJ, Marra P, Malicoat JR, Williams JC, Leyden LR, Long H, Lo D, Schacher CJ, Hiraoka K, Tsunoda T, Kobayashi K, Ikai Y, Kaneko K, Umeda Y, Kadooka Y, and Shinozaki G
- Abstract
Current methods for screening and detecting delirium are not practical in clinical settings. We previously showed that a simplified EEG with bispectral electroencephalography (BSEEG) algorithm can detect delirium in elderly inpatients. In this study, we performed a post-hoc BSEEG data analysis using larger sample size and performed topological data analysis to improve the BSEEG method. Data from 274 subjects included in the previous study were analyzed as a 1st cohort. Subjects were enrolled at the University of Iowa Hospitals and Clinics (UIHC) between January 30, 2016, and October 30, 2017. A second cohort with 265 subjects was recruited between January 16, 2019, and August 19, 2019. The BSEEG score was calculated as a power ratio between low frequency to high frequency using our newly developed algorithm. Additionally, Topological data analysis (TDA) score was calculated by applying TDA to our EEG data. The BSEEG score and TDA score were compared between those patients with delirium and without delirium. Among the 274 subjects from the first cohort, 102 were categorized as delirious. Among the 206 subjects from the second cohort, 42 were categorized as delirious. The areas under the curve (AUCs) based on BSEEG score were 0.72 (1st cohort, Fp1-A1), 0.76 (1st cohort, Fp2-A2), and 0.67 (2nd cohort). AUCs from TDA were much higher at 0.82 (1st cohort, Fp1-A1), 0.84 (1st cohort, Fp2-A2), and 0.78 (2nd cohort). When sensitivity was set to be 0.80, the TDA drastically improved specificity to 0.66 (1st cohort, Fp1-A1), 0.72 (1st cohort, Fp2-A2), and 0.62 (2nd cohort), compared to 0.48 (1st cohort, Fp1-A1), 0.54 (1st cohort, Fp2-A2), and 0.46 (2nd cohort) with BSEEG. BSEEG has the potential to detect delirium, and TDA is helpful to improve the performance.
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- 2021
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29. Bispectral EEG (BSEEG) quantifying neuro-inflammation in mice induced by systemic inflammation: A potential mouse model of delirium.
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Yamanashi T, Malicoat JR, Steffen KT, Zarei K, Li R, Purnell BS, Najafi A, Saito K, Singh U, Toth BA, Lee S, Dailey ME, Cui H, Kaneko K, Cho HR, Iwata M, Buchanan GF, and Shinozaki G
- Subjects
- Animals, Disease Models, Animal, Electroencephalography, Humans, Inflammation chemically induced, Lipopolysaccharides, Mice, Delirium
- Abstract
Most of the animal studies using inflammation-induced cognitive change have relied on behavioral testing without objective and biologically solid methods to quantify the severity of cognitive disturbances. We have developed a bispectral EEG (BSEEG) method using a novel algorithm in clinical study. This method effectively differentiates between patients with and without delirium, and predict long-term mortality. In the present study, we aimed to apply our bispectral EEG (BSEEG) method, which can detect patients with delirium, to a mouse model of delirium with systemic inflammation induced by lipopolysaccharides (LPS) injection. We recorded EEG after LPS injection using wildtype early adulthood mice (2~3-month-old) and aged mice (18-19-month-old). Animal EEG recordings were converted for power spectral density to calculate BSEEG score using the similar BSEEG algorithm previously developed for our human study. The BSEEG score was relatively stable and slightly high during the day. Alternatively, the BSEEG score was erratic and low in average during the night. LPS injection increased the BSEEG score dose-dependently and diminished the diurnal changes. The mean BSEEG score increased much more in the aged mice group as dosage increased. Our results suggest that BSEEG method can objectively "quantify" level of neuro-Inflammation induced by systemic inflammation (LPS), and that this BSEEG method can be useful as a model of delirium in mice., (Copyright © 2020 The Author(s). Published by Elsevier Ltd.. All rights reserved.)
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- 2021
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30. New Cutoff Scores for Delirium Screening Tools to Predict Patient Mortality.
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Yamanashi T, Iwata M, Crutchley KJ, Sullivan EJ, Malicoat JR, Anderson ZM, Marra PS, Chang G, Kaneko K, Shinozaki E, Lee S, and Shinozaki G
- Subjects
- Academic Medical Centers, Aged, Female, Humans, Intensive Care Units, Male, Retrospective Studies, Surveys and Questionnaires standards, Delirium diagnosis, Mass Screening statistics & numerical data, Mortality trends, Surveys and Questionnaires statistics & numerical data
- Abstract
Background/objectives: Detecting delirium is important to identify patients with a high risk of poor outcomes. Although many different kinds of screening instruments for delirium exist, there is no solid consensus about which methods are the most effective. In addition, it is important to find the most useful tools in predicting outcomes such as mortality., Design: Retrospective cohort study., Setting: University of Iowa Hospitals and Clinics., Participants: A total of 1,125 adult inpatients (mean age = 67.7; median age = 69)., Measurements: Post hoc analyses were performed based on existing data from the Confusion Assessment Method for Intensive Care Unit (CAM-ICU), Delirium Rating Scale-Revised-98 (DRS), and the Delirium Observation Screening Scale (DOSS). Correlation among these scales and relationships between 365-day mortality and each scale were evaluated., Results: A positive result on the CAM-ICU ("CAM-ICU positive") was associated with higher DRS and DOSS scores. A DRS score = 9/10 was the best cutoff to detect CAM-ICU positive, and DOSS = 2/3 was the best cutoff to detect CAM-ICU positive. CAM-ICU positive was associated with high 365-day mortality. DRS score = 9/10 and DOSS score = 0/1 were found to differentiate mortality risk the most significantly. Higher DRS and DOSS scores significantly coincided with a decrease in a patient's survival rate at 365 days., Conclusion: The best DRS and DOSS cutoff scores to differentiate 365-day mortality risk were lower than those commonly used to detect delirium in the literature. New cutoff scores for the DRS and DOSS might be useful in differentiating risk of mortality among hospital patients., (© 2020 The American Geriatrics Society.)
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- 2021
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31. Beta-hydroxybutyrate, an endogenous NLRP3 inflammasome inhibitor, attenuates anxiety-related behavior in a rodent post-traumatic stress disorder model.
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Yamanashi T, Iwata M, Shibushita M, Tsunetomi K, Nagata M, Kajitani N, Miura A, Matsuo R, Nishiguchi T, Kato TA, Setoyama D, Shirayama Y, Watanabe K, Shinozaki G, and Kaneko K
- Subjects
- 3-Hydroxybutyric Acid blood, Animals, Anxiety etiology, Disease Models, Animal, Injections, Subcutaneous, Male, Rats, Rats, Sprague-Dawley, Tumor Necrosis Factor-alpha antagonists & inhibitors, 3-Hydroxybutyric Acid administration & dosage, Anxiety prevention & control, Inflammasomes antagonists & inhibitors, NLR Family, Pyrin Domain-Containing 3 Protein antagonists & inhibitors, Stress Disorders, Post-Traumatic complications
- Abstract
Accumulating evidence suggests that elevated inflammation contributes to the pathophysiology of post-traumatic stress disorder (PTSD) and that anti-inflammatory drugs might be a new treatment strategy for PTSD. It has been reported that beta-hydroxybutyrate (BHB), one of the main ketone bodies produced, can have an anti-inflammatory and antidepressant effect. Here, we investigated the potential anti-anxiety and anti-inflammatory effects of BHB using a rodent PTSD model, induced by single prolonged stress (SPS). Male, Sprague-Dawley rats were employed in this study. Repeated administration of BHB attenuated SPS-induced anxiety-related behaviors evaluated by the elevated plus maze test. SPS increased the serum levels of TNF-α and IL-1β. In contrast, BHB administration partially attenuated the increase of serum TNF-α. These findings demonstrate that BHB exerts its anxiolytic effects, possibly by inhibiting systemic TNF-α. Hence, BHB may be a novel therapeutic candidate for the treatment of PTSD.
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- 2020
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32. Epigenetics of neuroinflammation: Immune response, inflammatory response and cholinergic synaptic involvement evidenced by genome-wide DNA methylation analysis of delirious inpatients.
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Saito T, Toda H, Duncan GN, Jellison SS, Yu T, Klisares MJ, Daniel S, Andreasen AJ, Leyden LR, Hellman MM, Shinozaki E, Lee S, Yoshino A, Cho HR, and Shinozaki G
- Subjects
- Cholinergic Agents, CpG Islands genetics, Epigenesis, Genetic, Humans, Immunity, DNA Methylation genetics, Inpatients
- Abstract
Previously our study has shown that the DNA methylation (DNAm) levels at CpG sites in the pro-inflammatory cytokine gene, TNF-alpha, decrease along with aging, suggesting the potential role of DNAm in aging and heightened inflammatory process leading to increased risk for delirium. However, DNAm differences between delirium cases and non-delirium controls have not been investigated directly. Therefore, we examined genome-wide DNAm differences in blood between patients with delirium and controls to identify useful epigenetic biomarkers for delirium. Data from a total of 87 subjects (43 delirium cases) were analyzed by a genome-wide DNAm case-control association study. A genome-wide significant CpG site near the gene of LDLRAD4 was identified (p = 5.07E-8). In addition, over-representation analysis showed several significant pathways with a false discovery rate adjusted p-value < 0.05. The top pathway with a Gene Ontology term was immune response, and the second top pathway with a Kyoto Encyclopedia of Genes and Genomes term was cholinergic synapse. Significant DNAm differences related to immune/inflammatory response were shown both at gene and pathway levels between patients with delirium and non-delirium controls. This finding indicates that DNAm status in blood has the potential to be used as epigenetic biomarkers for delirium., (Copyright © 2020 The Authors. Published by Elsevier Ltd.. All rights reserved.)
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- 2020
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33. The relationship between DNA methylation in neurotrophic genes and age as evidenced from three independent cohorts: differences by delirium status.
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Saito T, Braun PR, Daniel S, Jellison SS, Hellman M, Shinozaki E, Lee S, Cho HR, Yoshino A, Toda H, and Shinozaki G
- Subjects
- Adolescent, Adult, Age Factors, Aged, Brain metabolism, Cohort Studies, Epigenesis, Genetic, Female, Genetic Association Studies, Humans, Male, Middle Aged, Young Adult, Aging genetics, Cytokines genetics, DNA Methylation, Delirium etiology, Delirium genetics, Inflammation Mediators, Nerve Growth Factors genetics
- Abstract
We previously reported the association between DNA methylation (DNAm) of pro-inflammatory cytokine genes and age. In addition, neurotrophic factors are known to be associated with age and neurocognitive disorders. Therefore, we hypothesized that DNAm of neurotrophic genes change with age, especially in delirium patients. DNAm was analyzed using the Illumina HumanMethylation450 or HumanMethylationEPIC BeadChip Kit in 3 independent cohorts: blood from 383 Grady Trauma Project subjects, brain from 21 neurosurgery patients, and blood from 87 inpatients with and without delirium. Both blood and brain samples showed that most of the DNAm of neurotrophic genes were positively correlated with age. Furthermore, DNAm of neurotrophic genes was more positively correlated with age in delirium cases than in non-delirium controls. These findings support our hypothesis that the neurotrophic genes may be epigenetically modulated with age, and this process may be contributing to the pathophysiology of delirium., (Copyright © 2020 The Author(s). Published by Elsevier Inc. All rights reserved.)
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- 2020
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34. Effect of interaction between a specific subtype of child abuse and the FKBP5 rs1360780 SNP on DNA methylation among patients with bipolar disorder.
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Saito T, Shinozaki G, Koga M, Tanichi M, Takeshita S, Nakagawa R, Nagamine M, Cho HR, Morimoto Y, Kobayashi Y, Yoshino A, and Toda H
- Subjects
- Child, DNA Methylation genetics, Genotype, Humans, Polymorphism, Single Nucleotide genetics, Retrospective Studies, Tacrolimus Binding Proteins genetics, Bipolar Disorder genetics, Child Abuse, Depressive Disorder, Major genetics
- Abstract
Background: Child abuse is a risk factor for mood disorders, and linked to decreased DNA methylation (DNAm) of FKBP5 intron 7 through interactions with the single nucleotide polymorphism (SNP) rs1360780. However, no study has investigated which specific subtypes of child abuse are related to decreased DNAm of FKBP5 intron 7 in mood disorders. We therefore aimed to examine the relationship among various subtypes of child abuse, rs1360780, and the DNAm level of FKBP5 intron 7., Methods: A total of 190 subjects (87 patients with major depressive disorder [MDD], 61 patients with bipolar disorder [BD], and 42 healthy controls) participated. The Child Abuse and Trauma Scale (CATS) was used to evaluate child abuse. Whole blood was processed for genotyping, and pyrosequencing was conducted to assess the DNAm level of FKBP5 intron 7. A multiple regression analysis was used to analyze the DNAm level as a dependent variable, and the CATS subtypes and rs1360780 were used as independent variables., Results: Emotional abuse/neglect, one of the specific subtypes of child abuse, was related to lower DNAm of FKBP5 intron 7 interacting with rs1360780 in the BD patients. There were no significant results in the MDD patients or the controls., Limitations: Since the study was limited to Japanese individuals, particularly those with MDD and BD, the findings are not generalizable. Furthermore, as child abuse was measured retrospectively, there may be recall bias., Conclusions: This finding indicates that a specific subtype of child abuse may play an important role in the development of BD., Competing Interests: Declaration of Competing Interest The authors declare no conflict of interest., (Copyright © 2020 Elsevier B.V. All rights reserved.)
- Published
- 2020
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35. Bispectral EEG (BSEEG) to assess arousal after electro-convulsive therapy (ECT).
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Zarei K, Sparr NA, Trapp NT, Neuhaus ED, Cromwell JW, Boes AD, and Shinozaki G
- Abstract
Objectives: Postictal confusion is encountered among most patients following electro-convulsive therapy (ECT). This study aimed to test the capabilities of a point-of-care electroencephalography (EEG) method to quantitatively measure and monitor postictal confusion immediately following ECT. We evaluated whether a two-channel frontal EEG device may provide a purely quantitative measure of the postictal state that could aid in the continuous, clinical monitoring of patients following ECT., Methods: 50 patients receiving ECT at the University of Iowa Hospitals and Clinics were recruited for this study. Subsequently, we obtained 5 min of frontal bispectral EEG (BSEEG) recording from a hand-held EEG device at baseline and 10-20 min following ECT. We performed power spectral density analysis to yield a "BSEEG" score and to capture the difference between patients at baseline and after ECT., Results: The BSEEG score was demonstrated to be a significant indicator of postictal confusion compared to baseline. For 5 patients, we also obtained continuous EEG recordings following ECT to determine the time course required for a patient's BSEEG score to return to baseline. In this subset of patients, it took between 2 and 3 h in duration for the BSEEG score to return to the baseline range., Conclusions: In this pilot study, we showed that BSEEG score was able to distinguish between baseline condition and postictal confusion in patients treated with ECT, and assess the duration for recovery from postictal confusion following ECT. BSEEG may provide a more sensitive measure of arousal in patients following ECT compared to traditional survey-based methods., Competing Interests: Declaration of Competing Interest Gen Shinozaki and John Cromwell are co-founders of Predelix Medical LLC. They are the only authors with a conflict of interest. This work was supported by grants NSF1664364 and K23MH107654., (Copyright © 2020 Elsevier B.V. All rights reserved.)
- Published
- 2020
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36. Identification of Patients With High Mortality Risk and Prediction of Outcomes in Delirium by Bispectral EEG.
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Shinozaki G, Bormann NL, Chan AC, Zarei K, Sparr NA, Klisares MJ, Jellison SS, Heinzman JT, Dahlstrom EB, Duncan GN, Gaul LN, Wanzek RJ, Cramer EM, Wimmel CG, Sabbagh S, Yuki K, Weckmann MT, Yamada T, Karam MD, Noiseux NO, Shinozaki E, Cho HR, Lee S, and Cromwell JW
- Subjects
- Aged, Female, Humans, Length of Stay statistics & numerical data, Male, Patient Discharge statistics & numerical data, Prognosis, Prospective Studies, Consciousness Monitors, Delirium diagnosis, Delirium mortality, Electroencephalography instrumentation
- Abstract
Background: Delirium is common and dangerous, yet underdetected and undertreated. Current screening questionnaires are subjective and ineffectively implemented in busy hospital workflows. Electroencephalography (EEG) can objectively detect the diffuse slowing characteristic of delirium, but it is not suitable for high-throughput screening due to size, cost, and the expertise required for lead placement and interpretation. This study hypothesized that an efficient and reliable point-of-care EEG device for high-throughput screening could be developed., Methods: This prospective study, which measured bispectral EEG (BSEEG) from elderly inpatients to assess their outcomes, was conducted at the University of Iowa Hospitals and Clinics from January 2016 to October 2017. A BSEEG score was defined based on the distribution of 2,938 EEG recordings from the 428 subjects who were assessed for delirium; primary outcomes measured were hospital length of stay, discharge disposition, and mortality., Results: A total of 274 patients had BSEEG score data available for analysis. Delirium and BSEEG score had a significant association (P < .001). Higher BSEEG scores were significantly correlated with length of stay (P < .001 unadjusted, P = .001 adjusted for age, sex, and Charlson Comorbidity Index [CCI] score) as well as with discharge not to home (P < .01). Hazard ratio for survival controlling for age, sex, CCI score, and delirium status was 1.35 (95% CI,1.04 to 1.76; P = .025)., Conclusions: In BSEEG, an efficient and reliable device that provides an objective measurement of delirium status was developed. The BSEEG score is significantly associated with pertinent clinical outcomes of mortality, hospital length of stay, and discharge disposition. The BSEEG score better predicts mortality than does clinical delirium status. This study identified a previously unrecognized subpopulation of patients without clinical features of delirium who are at increased mortality risk., (© Copyright 2019 Physicians Postgraduate Press, Inc.)
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- 2019
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37. Genome-wide DNA methylation investigation of glucocorticoid exposure within buccal samples.
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Braun PR, Tanaka-Sahker M, Chan AC, Jellison SS, Klisares MJ, Hing BW, Shabbir Y, Gaul LN, Nagahama Y, Robles J, Heinzman JT, Sabbagh S, Cramer EM, Duncan GN, Yuki K, Close LN, Dlouhy BJ, Howard MA 3rd, Kawasaki H, Stein KM, Potash JB, and Shinozaki G
- Subjects
- Adult, Dexamethasone administration & dosage, Female, Glucocorticoids administration & dosage, Humans, Male, Mouth Mucosa, Oral Surgical Procedures, Young Adult, CpG Islands drug effects, DNA Methylation drug effects, Dexamethasone pharmacology, Gene Expression drug effects, Genome, Human drug effects, Glucocorticoids pharmacology
- Abstract
Aim: Glucocorticoids play a major role in regulating the stress response, and an imbalance of glucocorticoids has been implicated in stress-related disorders. Within mouse models, CpGs across the genome have been shown to be differentially methylated in response to glucocorticoid treatment, and using the Infinium 27K array, it was shown that humans given synthetic glucocorticoids had DNA methylation (DNAm) changes in blood. However, further investigation of the extent to which glucocorticoids affect DNAm across a larger proportion of the genome is needed., Methods: Buccal samples were collected before and after synthetic glucocorticoid treatment in the context of a dental procedure. This included 30 tooth extraction surgery patients who received 10 mg of dexamethasone. Genome-wide DNAm was assessed with the Infinium HumanMethylationEPIC array., Results: Five CpGs showed genome-wide significant DNAm changes that were >10%. These differentially methylated CpGs were in or nearest the following genes: ZNF438, KLHDC10, miR-544 or CRABP1, DPH5, and WDFY2. Using previously published datasets of human blood gene expression changes following dexamethasone exposure, a significant proportion of genes with false-discovery-rate-adjusted significant CpGs were also differentially expressed. A pathway analysis of the genes with false-discovery-rate-adjusted significant CpGs revealed significant enrichment of olfactory transduction, pentose and glucuronate interconversions, ascorbate and aldarate metabolism, and steroid hormone biosynthesis pathways., Conclusion: High-dose synthetic glucocorticoid administration in the setting of a dental procedure was significantly associated with DNAm changes within buccal samples. These findings are consistent with prior findings of an influence of glucocorticoids on DNAm in humans., (© 2019 The Authors. Psychiatry and Clinical Neurosciences © 2019 Japanese Society of Psychiatry and Neurology.)
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- 2019
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38. The point-of-care EEG for delirium detection in the emergency department.
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Lee S, Yuki K, Chan A, Cromwell J, and Shinozaki G
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- Aged, Aged, 80 and over, Delirium physiopathology, Emergency Service, Hospital, Female, Glasgow Coma Scale, Humans, Male, Pilot Projects, Delirium diagnosis, Electroencephalography methods, Point-of-Care Testing
- Published
- 2019
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39. Pharmacokinetic-Pharmacodynamic interaction associated with venlafaxine-XR remission in patients with major depressive disorder with history of citalopram / escitalopram treatment failure.
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Ahmed AT, Biernacka JM, Jenkins G, Rush AJ, Shinozaki G, Veldic M, Kung S, Bobo WV, Hall-Flavin DK, Weinshilboum RM, Wang L, and Frye MA
- Subjects
- Adult, Antidepressive Agents pharmacokinetics, Cytochrome P-450 CYP2C19 metabolism, Cytochrome P-450 CYP2D6 metabolism, Depressive Disorder, Major genetics, Depressive Disorder, Major metabolism, Female, Genotype, Humans, Logistic Models, Male, Middle Aged, Norepinephrine Plasma Membrane Transport Proteins genetics, Phenotype, Serotonin Plasma Membrane Transport Proteins genetics, Selective Serotonin Reuptake Inhibitors pharmacokinetics, Treatment Failure, Venlafaxine Hydrochloride pharmacokinetics, Antidepressive Agents therapeutic use, Citalopram therapeutic use, Depressive Disorder, Major drug therapy, Selective Serotonin Reuptake Inhibitors therapeutic use, Venlafaxine Hydrochloride therapeutic use
- Abstract
Background: The purpose of this study was to identify specific pharmacokinetic (PK) and pharmacodynamics (PD) factors that affect the likelihood of treatment remission with a serotonin norepinephrine reuptake inhibitor (SNRI) in depressed patients whose initial selective serotonin reuptake inhibitor (SSRI) failed., Methods: Multiple logistic regression modeling of PK and PD variation hypothesized to contribute to SNRI (i.e. duloxetine or venlafaxine) treatment remission in prior SSRI (i.e. citalopram or escitalopram) failure was conducted on 139 subjects from the Pharmacogenomics Research Network (PGRN) and Sequenced Treatment Alternatives to Relieve Depression (STAR*D) studies. Depressive symptoms were assessed with the Quick Inventory of Depressive Symptomatology Clinician-rated (QIDS-C
16 )., Results: Venlafaxine-XR remission was associated with a significant interaction between CYP2D6 ultra-rapid metabolizer (URM) phenotype and SLC6A4 5-HTTLPR L/L genotype. A similar significant interaction effect was observed between CYP2D6 URM and SLC6A2 G1287A GA genotype. Stratifying by transporter genotypes, venlafaxine-XR remission was associated with CYP2D6 URM in patients with SLC6A4 L/L (p = 0.001) and SLC6A2 G1287A GA genotypes., Limitations: The primary limitation of this post hoc study was small sample size., Conclusion: Our results suggest that CYP2D6 ultra-rapid metabolizer status contributes to venlafaxine-XR treatment remission in MDD patients; in particular, there is a PK-PD interaction with treatment remission associated with CYP2D6 URM phenotype and SLC6A4 5-HTTLPR L/L or SLC6A2 G1287A G/A genotype, respectively. These preliminary data are encouraging and support larger pharmacogenomics studies differentiating treatment response to mechanistically different antidepressants in addition to further PK-PD interactive analyses., (Copyright © 2018 Elsevier B.V. All rights reserved.)- Published
- 2019
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40. Symptoms of anxiety and depression and use of anxiolytic-hypnotics and antidepressants in current and former smokers with and without COPD - A cross sectional analysis of the COPDGene cohort.
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Iyer AS, Holm KE, Bhatt SP, Kim V, Kinney GL, Wamboldt FS, Jacobs MR, Regan EA, Armstrong HF, Lowe KE, Martinez CH, Dransfield MT, Foreman MG, Shinozaki G, Hanania NA, Wise RA, Make BJ, and Hoth KF
- Subjects
- Aged, Anti-Anxiety Agents pharmacology, Antidepressive Agents pharmacology, Cohort Studies, Cross-Sectional Studies, Female, Humans, Hypnotics and Sedatives pharmacology, Male, Risk Factors, Anti-Anxiety Agents therapeutic use, Antidepressive Agents therapeutic use, Anxiety drug therapy, Depression drug therapy, Hypnotics and Sedatives therapeutic use, Pulmonary Disease, Chronic Obstructive psychology, Smokers psychology
- Abstract
Objectives: To compare the frequency of anxiety/depressive symptoms and use of anxiolytic-hypnotics/antidepressants in smokers with and without COPD and to identify characteristics associated with having unmedicated symptoms., Methods: Cross-sectional analysis of ambulatory, current/former smokers ≥10 pack years enrolled in the COPDGene study. We measured anxiety/depressive symptoms using the Hospital Anxiety and Depression Scale (subscales ≥8), recorded anxiolytic-hypnotic/antidepressant use, and defined unmedicated symptoms as elevated anxiety/depressive symptoms and not on medications. Regression analysis identified characteristics associated with having unmedicated symptoms., Key Results: Of 5331 current/former smokers (45% with and 55% without COPD), 1332 (25.0%) had anxiety/depressive symptoms. Anxiety symptoms were similar in frequency in smokers with and without COPD (19.7% overall), while depressive symptoms were most frequent in severe-very severe COPD at 20.7% (13.1% overall). In the entire cohort, 1135 (21.2%) were on medications. Anxiolytic-hypnotic use was highest in severe-very severe COPD (range 7.6%-12.0%), while antidepressant use showed no significant variation in smokers with and without COPD (range 14.7%-17.1%). Overall, 881 (66% of those with symptoms) had unmedicated symptoms, which was associated with African American race (adjusted OR 2.95, 95% CI 2.25-3.87), male gender (adjusted OR 1.93, 95% CI 1.57-2.36), no health insurance (adjusted OR 2.38, 95% CI 1.30-4.35), severe-very severe COPD (adjusted OR 1.48, 95% CI 1.04-2.11), and higher respiratory symptoms/exacerbation history (adjusted OR 2.21, 95% CI 1.62-3.02)., Conclusions: Significant unmet mental health care needs exist in current and former smokers with and without COPD. One in five have unmedicated symptoms, identified by key demographic and clinical characteristics., Primary Funding Source: National Institutes of Health and The COPD Foundation., (Copyright © 2019 Elsevier Inc. All rights reserved.)
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- 2019
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41. Genome-wide DNA methylation comparison between live human brain and peripheral tissues within individuals.
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Braun PR, Han S, Hing B, Nagahama Y, Gaul LN, Heinzman JT, Grossbach AJ, Close L, Dlouhy BJ, Howard MA 3rd, Kawasaki H, Potash JB, and Shinozaki G
- Subjects
- Adolescent, Adult, Child, Child, Preschool, CpG Islands, Epigenesis, Genetic, Female, Genome-Wide Association Study, Humans, Male, Middle Aged, Saliva metabolism, Young Adult, Brain metabolism, DNA Methylation, Mental Disorders genetics
- Abstract
Differential DNA methylation in the brain is associated with many psychiatric diseases, but access to brain tissues is essentially limited to postmortem samples. The use of surrogate tissues has become common in identifying methylation changes associated with psychiatric disease. In this study, we determined the extent to which peripheral tissues can be used as surrogates for DNA methylation in the brain. Blood, saliva, buccal, and live brain tissue samples from 27 patients with medically intractable epilepsy undergoing brain resection were collected (age range 5-61 years). Genome-wide methylation was assessed with the Infinium HumanMethylation450 (n = 12) and HumanMethylationEPIC BeadChip arrays (n = 21). For the EPIC methylation data averaged for each CpG across subjects, the saliva-brain correlation (r = 0.90) was higher than that for blood-brain (r = 0.86) and buccal-brain (r = 0.85) comparisons. However, within individual CpGs, blood had the highest proportion of CpGs correlated to brain at nominally significant levels (20.8%), as compared to buccal tissue (17.4%) and saliva (15.1%). For each CpG and each gene, levels of brain-peripheral tissue correlation varied widely. This indicates that to determine the most useful surrogate tissue for representing brain DNA methylation, the patterns specific to the genomic region of interest must be considered. To assist in that objective, we have developed a website, IMAGE-CpG, that allows researchers to interrogate DNA methylation levels and degree of cross-tissue correlation in user-defined locations across the genome.
- Published
- 2019
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42. GWAS and systems biology analysis of depressive symptoms among smokers from the COPDGene cohort.
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Heinzman JT, Hoth KF, Cho MH, Sakornsakolpat P, Regan EA, Make BJ, Kinney GL, Wamboldt FS, Holm KE, Bormann N, Robles J, Kim V, Iyer AS, Silverman EK, Crapo JD, Han S, Potash JB, and Shinozaki G
- Subjects
- Black or African American genetics, Aged, Antidepressive Agents therapeutic use, Cohort Studies, Depression psychology, Female, Genetic Predisposition to Disease, Genome-Wide Association Study, Genotype, Humans, Male, Middle Aged, Polymorphism, Single Nucleotide, Risk Factors, Smoking psychology, Systems Biology, White People genetics, Depression genetics, Smoking genetics
- Abstract
Background: Large sample GWAS is needed to identify genetic factors associated with depression. This study used genome-wide genotypic and phenotypic data from the COPDGene study to identify genetic risk factors for depression., Methods: Data were from 9716 COPDGene subjects with ≥10 pack-year history. Depression was defined as antidepressant use and/or a HADS depression subscale score ≥8. Non-Hispanic White (6576) and African-American (3140) subsets were analyzed. A GWAS pipeline identified SNPs associated with depression in each group. Network analysis software analyzed gene interactions through common biological pathways, genetic interactions, and tissue-specific gene expression., Results: The mean age was 59.4 years (SD 9.0) with 46.5% female subjects. Depression was in 24.7% of the NHW group (1622) and 12.5% of the AA group (391). No SNPs had genome-wide significance. One of the top SNPs, rs12036147 (p = 1.28 × 10
-6 ), is near CHRM3. Another SNP was near MDGA2 (rs17118176, p = 3.52 × 10-6 ). Top genes formed networks for synaptic transmission with a statistically significant level of more co-expression in brain than other tissues, particularly in the basal ganglia (p = 1.00 × 10-4 )., Limitations: Limitations included a depression definition based on antidepressant use and a limited HADS score subgroup, which could increase false negatives in depressed patients not on antidepressants. Antidepressants used for smoking cessation in non-depressed patients could lead to false positives., Conclusions: Systems biology analysis identified statistically significant pathways whereby multiple genes influence depression. The gene set pathway analysis and COPDGene data can help investigate depression in future studies., (Copyright © 2018 Elsevier B.V. All rights reserved.)- Published
- 2019
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43. Delirium detection by a novel bispectral electroencephalography device in general hospital.
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Shinozaki G, Chan AC, Sparr NA, Zarei K, Gaul LN, Heinzman JT, Robles J, Yuki K, Chronis TJ, Ando T, Wong T, Sabbagh S, Weckmann MT, Lee S, Yamada T, Karam MD, Noiseux NO, Shinozaki E, and Cromwell JW
- Subjects
- Aged, Aged, 80 and over, Delirium physiopathology, Female, Humans, Male, Mass Screening, Middle Aged, Pilot Projects, Brain physiopathology, Delirium diagnosis, Electroencephalography methods, Point-of-Care Systems
- Abstract
Aim: Delirium is common and dangerous among elderly inpatients; yet, it is underdiagnosed and thus undertreated. This study aimed to test the diagnostic characteristics of a noninvasive point-of-care device with two-channel (bispectral) electroencephalography (EEG) for the screening of delirium in the hospital., Methods: Patients admitted to the University of Iowa Hospitals and Clinics were assessed for the presence of delirium with a clinical assessment, the Confusion Assessment Method for Intensive Care Unit and Delirium Rating Scale. Subsequently, we obtained a 10-min bispectral EEG (BSEEG) recording from a hand-held electroencephalogram device during hospitalization. We performed power spectral density analysis to differentiate between those patients with and without delirium., Results: Initially 45 subjects were used as a test dataset to establish a cut-off. The BSEEG index was determined to be a significant indicator of delirium, with sensitivity 80% and specificity 87.7%. An additional independent validation dataset with 24 patients confirmed the validity of the approach, with a sensitivity of 83.3% and specificity of 83.3%., Conclusion: In this pilot study, the BSEEG method was able to distinguish delirious patients from non-delirious patients. Our data showed the feasibility of this technology for mass screening of delirium in the hospital., (© 2018 The Authors. Psychiatry and Clinical Neurosciences © 2018 Japanese Society of Psychiatry and Neurology.)
- Published
- 2018
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44. Epigenetics of Delirium and Aging: Potential Role of DNA Methylation Change on Cytokine Genes in Glia and Blood Along With Aging.
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Shinozaki G, Braun PR, Hing BWQ, Ratanatharathorn A, Klisares MJ, Duncan GN, Jellison SS, Heinzman JT, Nagahama Y, Close L, Sabbagh S, Dlouhy BJ, Howard MA, Kawasaki H, and Cho HR
- Abstract
Background: Delirium in elderly patients is common and dangerous. Major risk factors include aging and exogenous insults, such as infection or surgery. In animal models, aging enhances pro-inflammatory cytokine release from microglia in response to exogenous insults. The epigenetic mechanism DNA methylation (DNAm) regulates gene expression and changes with age. Older individuals may have methylation changes that influence the increased cytokine upon insult, but the degree to which aging affects DNAm of cytokine genes is not fully understood. Methods: The relationship between DNAm and aging of pro-inflammatory cytokine genes (TNF-alpha, IL1-beta, IL-6) was investigated using methylation array data in two cohorts. Brain and blood samples were collected from a neurosurgery cohort (NSG) of 21 subjects who underwent brain resection. A second cohort, the Grady Trauma Project (GTP), included blood samples from 265 subjects. Results: In the NSG cohort, a significant negative correlation between age and DNAm in brain was found at a CpG in IL-6. With the GTP dataset, significant negative correlations between age and DNAm were seen at most of the CpGs in TNF-alpha. Also, TNF-Alpha expression increases with age. These GTP DNAm correlations were also nominally significant in NSG blood samples. In neuronal negative NSG brain tissue, a similar negative trend was observed. Conclusions: With aging, a decrease in DNAm of cytokines gene CpGs in glia and blood was seen. As this can affect their expression, additional research is needed to fully elucidate the role of DNAm in aging and how it may influence the pathogenesis of delirium.
- Published
- 2018
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45. Integrated Inpatient Medical and Psychiatric Care: Experiences of 5 Institutions.
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Chan AC, Burke CA, Coffey EM, Hilden DR, Coira DL, Warner-Cohen J, Grady M, Muskin PR, and Shinozaki G
- Subjects
- Comorbidity, Humans, Models, Organizational, Patient Care Team, United States, Delivery of Health Care, Integrated organization & administration, Hospitalization, Mental Disorders therapy
- Published
- 2018
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46. Letter to the Editor: Posttraumatic stress disorder has genetic overlap with cardiometabolic traits.
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Sumner JA, Duncan LE, Wolf EJ, Amstadter AB, Baker DG, Beckham JC, Gelaye B, Hemmings S, Kimbrel NA, Logue MW, Michopoulos V, Mitchell KS, Nievergelt C, Rothbaum A, Seedat S, Shinozaki G, and Vermetten E
- Subjects
- Humans, Cardiovascular Diseases genetics, Genome-Wide Association Study, Metabolic Syndrome genetics, Multifactorial Inheritance genetics, Stress Disorders, Post-Traumatic genetics
- Published
- 2017
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47. Relationship of genetic variation in the serotonin transporter gene (SLC6A4) and congenital and acquired cardiovascular diseases.
- Author
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Moyer AM, Walker DL, Avula R, Lapid MI, Kung S, Bryant SC, Edwards KK, Black JL, Karpyak VM, Shinozaki G, Jowsey-Gregoire SG, Ehlers SL, Romanowicz M, Litzow MR, Hogan WJ, Rundell JR, Hooten WM, and Baudhuin LM
- Subjects
- Female, Genetic Predisposition to Disease, Humans, Male, Middle Aged, Polymorphism, Single Nucleotide, Retrospective Studies, Cardiovascular Diseases congenital, Cardiovascular Diseases genetics, Serotonin Plasma Membrane Transport Proteins genetics
- Abstract
Recent reports have suggested an association between variation in the serotonin transporter and primary pulmonary hypertension and myocardial infarction. We set out to determine whether these associations were present in a population of patients who underwent SLC6A4 genotyping and to explore whether genetic variation in the serotonin transporter might be also associated with other cardiovascular functional and structural abnormalities. Included were 3473 patients who were genotyped for the SLC6A4 5HTTLPR polymorphism and a subset for rs25531 (n=816) and STin2 (n=819). An association was observed between 5HTTLPR and primary pulmonary hypertension (p=0.0130), anomalies of the cerebrovascular system (p<0.0001), and other anomalies of great veins (p=0.0359). The combined 5HTTLPR and rs25531 genotype was associated with tachycardia (p=0.0123). There was an association of the STin2 genotype with abnormal electrocardiogram (ECG) (p=0.0366) and abnormal cardiac study (0.0311). Overall, these results represent a step toward the understanding of the impact of SLC6A4 variation on cardiovascular pathology.
- Published
- 2015
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48. CYP2C19 variation, not citalopram dose nor serum level, is associated with QTc prolongation.
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Kumar Y, Kung S, and Shinozaki G
- Subjects
- Adult, Arrhythmias, Cardiac chemically induced, Brugada Syndrome, Cardiac Conduction System Disease, Citalopram blood, Female, Genotype, Humans, Male, Middle Aged, Phenotype, Retrospective Studies, Selective Serotonin Reuptake Inhibitors adverse effects, Selective Serotonin Reuptake Inhibitors blood, Arrhythmias, Cardiac blood, Citalopram adverse effects, Cytochrome P-450 CYP2C19 genetics, Heart Conduction System abnormalities
- Abstract
Recently, a FDA Safety Communication warned of a dose-dependent risk for QTc prolongation with citalopram, which is metabolized by CYP2C19 of the cytochrome P450 system. We investigate associations between citalopram and escitalopram dose, serum concentration, CYP2C19 phenotype, and QTc. We undertook a retrospective chart review of citalopram or escitalopram patients with the inclusion criteria of consistent medication dose, CYP2C19 phenotype (extensive metabolizers [EM], intermediate metabolizers [IM], poor metabolizers [PM]), and QTc interval on ECG. We further identified 42 citalopram users with citalopram serum concentration measurements and ECG. Regression and one-way ANOVA were used to examine the relationship between citalopram dose, citalopram serum concentration, CYP2C19 phenotype, and QTc interval. Of 75 citalopram patients, the EM group had significantly shorter QTc intervals than a combined IM+PM group (427.1±23.6 ms vs. 440.1±26.6 ms, one-tailed t-test, p=0.029). In the 80 escitalopram cohort, there was no significant difference in QTc between phenotype groups. There was no statistical correlation between citalopram (p=0.62) or escitalopram (p=0.30) dose and QTc. QTc was not associated with citalopram serum level (p=0.45). In contrast to the FDA warning, this study found no association between citalopram/escitalopram dose and QTc. However, PM of the drug tended to have longer QTc intervals. Our findings suggest cytochrome P450 genotyping in select patients may be helpful to guide medication optimization while limiting harmful effects., (© The Author(s) 2014.)
- Published
- 2014
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49. New developments in the genetics of bipolar disorder.
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Shinozaki G and Potash JB
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- Humans, Bipolar Disorder genetics, Genome-Wide Association Study
- Abstract
The last several years have been breakthrough ones in bipolar disorder (BPD) genetics, as the field has identified robust risk variants for the first time. Leading the way have been genome-wide association studies (GWAS) that have assessed common genetic markers across very large groups of patients and controls. These have resulted in findings in genes including ANK3, CACNA1C, SYNE1, ODZ4, and TRANK1. Additional studies have begun to examine the biology of these genes and how risk variants influence aspects of brain and behavior that underlie BPD. For example, carriers of the CACNA1C risk variant have been found to exhibit hippocampal and anterior cingulate dysfunction during episodic memory recall. This work has shed additional light on the relationship of bipolar susceptibility variants to other disorders, particularly schizophrenia. Even larger BPD GWAS are expected with samples now amassed of 21,035 cases and 28,758 controls. Studies have examined the pharmacogenomics of BPD with studies of lithium response, yielding high profile results that remain to be confirmed. The next frontier in the field is the identification of rare bipolar susceptibility variants through large-scale DNA sequencing. While only a couple of papers have been published to date, many studies are underway. The Bipolar Sequencing Consortium has been formed to bring together all of the groups working in this area, and to perform meta-analyses of the data generated. The consortium, with 13 member groups, now has exome data on ~3,500 cases and ~5,000 controls, and on ~162 families. The focus will likely shift within several years from exome data to whole genome data as costs of obtaining such data continue to drop. Gene-mapping studies are now providing clear results that provide insights into the pathophysiology of the disorder. Sequencing studies should extend this process further. Findings could eventually set the stage for rational therapeutic development.
- Published
- 2014
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50. Treatment outcomes of depression: the pharmacogenomic research network antidepressant medication pharmacogenomic study.
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Mrazek DA, Biernacka JM, McAlpine DE, Benitez J, Karpyak VM, Williams MD, Hall-Flavin DK, Netzel PJ, Passov V, Rohland BM, Shinozaki G, Hoberg AA, Snyder KA, Drews MS, Skime MK, Sagen JA, Schaid DJ, Weinshilboum R, and Katzelnick DJ
- Subjects
- Adult, Antidepressive Agents, Second-Generation adverse effects, Antidepressive Agents, Second-Generation therapeutic use, Citalopram adverse effects, Depressive Disorder, Major physiopathology, Female, Follow-Up Studies, Humans, Male, Middle Aged, Psychiatric Status Rating Scales, Selective Serotonin Reuptake Inhibitors adverse effects, Severity of Illness Index, Treatment Outcome, Citalopram therapeutic use, Depressive Disorder, Major drug therapy, Pharmacogenetics, Selective Serotonin Reuptake Inhibitors therapeutic use
- Abstract
Background: The effectiveness of selective serotonin reuptake inhibitors (SSRIs) in patients with major depressive disorder (MDD) is controversial., Aims: The clinical outcomes of subjects with nonpsychotic MDD were reported and compared with the Sequenced Treatment Alternatives to Relieve Depression (STAR*D) study outcomes to provide guidance on the effectiveness of SSRIs., Methods: Subjects were treated with citalopram/escitalopram for up to 8 weeks. Depression was measured using the Quick Inventory of Depressive Symptomatology-Clinician Rated (QIDS-C16) and the 17-item Hamilton Depression Rating Scale., Results: The group of subjects with at least 1 follow-up visit had a remission (QIDS-C16 ≤ 5) rate of 45.8% as well as a response (50% reduction in QIDS-C16) rate of 64.8%, and 79.9% achieved an improvement of 5 points or higher in QIDS-C16 score. The Pharmacogenomic Research Network Antidepressant Medication Pharmacogenomic Study subjects were more likely to achieve a response than STAR*D study subjects. After adjustment for demographic factors, the response rates were not significantly different. When reporting the adverse effect burden, 60.5% of the subjects reported no impairment, 31.7% reported a minimal-to-mild impairment, and 7.8% reported a moderate-to-severe burden at the 4-week visit., Conclusions: Patients contemplating initiating an SSRI to treat their MDD can anticipate a high probability of symptom improvement (79.9%) with a low probability that their symptoms will become worse. Patients with lower baseline severity have a higher probability of achieving remission. The Pharmacogenomic Research Network Antidepressant Medication Pharmacogenomic Study replicates many findings of the first phase of the STAR*D study after controlling for the differences between the studies.
- Published
- 2014
- Full Text
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