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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, Shinozaki G. The Genome-wide DNA methylation changes in gastrointestinal surgery patients with and without postoperative delirium: Evidence of immune process in its pathophysiology. J Psychiatr Res 2024; 177:249-255. [PMID: 39043004 DOI: 10.1016/j.jpsychires.2024.07.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/11/2024] [Revised: 06/10/2024] [Accepted: 07/10/2024] [Indexed: 07/25/2024]
Abstract
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.
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Affiliation(s)
- Yoshitaka Nishizawa
- Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA, USA; Osaka Medical and Pharmaceutical University School of Medicine, Department of Psychiatry, Osaka, Japan
| | - Takehiko Yamanashi
- Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA, USA; Tottori University Faculty of Medicine, Department of Neuropsychiatry, Yonago-shi, Tottori, Japan; University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, USA.
| | - Tsuyoshi Nishiguchi
- Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA, USA; Tottori University Faculty of Medicine, Department of Neuropsychiatry, Yonago-shi, Tottori, Japan
| | - Naofumi Kajitani
- Tottori University Faculty of Medicine, Department of Neuropsychiatry, Yonago-shi, Tottori, Japan
| | - Akihiko Miura
- Tottori University Faculty of Medicine, Department of Neuropsychiatry, Yonago-shi, Tottori, Japan
| | - Ryoichi Matsuo
- Tottori University Faculty of Medicine, Department of Neuropsychiatry, Yonago-shi, Tottori, Japan
| | - Akimitsu Tanio
- Division of Gastrointestinal and Pediatric Surgery, Department of Surgery, School of Medicine, Faculty of Medicine, Tottori University, Yonago, 683-8504, Japan
| | - Manabu Yamamoto
- Division of Gastrointestinal and Pediatric Surgery, Department of Surgery, School of Medicine, Faculty of Medicine, Tottori University, Yonago, 683-8504, Japan
| | - Teruhisa Sakamoto
- Division of Gastrointestinal and Pediatric Surgery, Department of Surgery, School of Medicine, Faculty of Medicine, Tottori University, Yonago, 683-8504, Japan
| | - Yoshiyuki Fujiwara
- Division of Gastrointestinal and Pediatric Surgery, Department of Surgery, School of Medicine, Faculty of Medicine, Tottori University, Yonago, 683-8504, Japan
| | - Kaitlyn Thompson
- Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA, USA; University of Nebraska Medical Center, Omaha, NE, USA
| | - Johnny Malicoat
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, USA
| | - Kyosuke Yamanishi
- Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA, USA; Hyogo Medical University, College of Medicine, Department of Neuropsychiatry, Nishinomiya, Hyogo, Japan
| | - Tomoteru Seki
- Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA, USA; Department of Psychiatry, Tokyo Medical University, Shinjuku-ku, Tokyo, 160-0023, Japan
| | - Tetsufumi Kanazawa
- Osaka Medical and Pharmaceutical University School of Medicine, Department of Psychiatry, Osaka, Japan
| | - Masaaki Iwata
- Tottori University Faculty of Medicine, Department of Neuropsychiatry, Yonago-shi, Tottori, Japan
| | - Gen Shinozaki
- Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA, USA; University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, USA.
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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, Kawasaki H, Toda H, Kanazawa T, Iwata M, Shinozaki G. Epigenetic signals associated with delirium replicated across four independent cohorts. Transl Psychiatry 2024; 14:275. [PMID: 38965205 PMCID: PMC11224347 DOI: 10.1038/s41398-024-02986-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/03/2024] [Revised: 06/15/2024] [Accepted: 06/25/2024] [Indexed: 07/06/2024] Open
Abstract
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.
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Affiliation(s)
- Yoshitaka Nishizawa
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA
- Department of Psychiatry, Osaka Medical and Pharmaceutical University School of Medicine, Osaka, Japan
| | - Kaitlyn C Thompson
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA
- University of Nebraska Medical Center, Omaha, NE, USA
| | - Takehiko Yamanashi
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
- Department of Neuropsychiatry, Tottori University Faculty of Medicine, Yonago-shi, Tottori, Japan
| | - Nadia E Wahba
- Department of Psychiatry, Oregon Health and Science University, School of Medicine, Portland, OR, USA
| | - Taku Saito
- Department of Psychiatry, National Defense Medical College School of Medicine, Tokorozawa, Saitama, Japan
| | - Pedro S Marra
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Takaaki Nagao
- Department of Neurosurgery, University of Iowa Carver College of Medicine, Iowa City, IA, USA
- Department of Neurosurgery (Sakura), Toho University School of Medicine Faculty of Medicine, Sakura-shi, Chiba, Japan
| | - Tsuyoshi Nishiguchi
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA
- Department of Neuropsychiatry, Tottori University Faculty of Medicine, Yonago-shi, Tottori, Japan
| | - Kazuki Shibata
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA
- Sumitomo Pharma Co, Ltd, Osaka, Osaka, Japan
| | - Kyosuke Yamanishi
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA
- Department of Neuropsychiatry, Hyogo Medical University, College of Medicine, Nishinomiya, Hyogo, Japan
| | - Christopher G Hughes
- Department of Anesthesiology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Pratik Pandharipande
- Department of Anesthesiology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Hyunkeun Cho
- University of Iowa, College of Public Health, Iowa City, IA, USA
| | - Matthew A Howard
- Department of Neurosurgery, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Hiroto Kawasaki
- Department of Neurosurgery, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Hiroyuki Toda
- Department of Psychiatry, National Defense Medical College School of Medicine, Tokorozawa, Saitama, Japan
| | - Tetsufumi Kanazawa
- Department of Psychiatry, Osaka Medical and Pharmaceutical University School of Medicine, Osaka, Japan
| | - Masaaki Iwata
- Department of Neuropsychiatry, Tottori University Faculty of Medicine, Yonago-shi, Tottori, Japan
| | - Gen Shinozaki
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA.
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA.
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Yu W, Zhu Z, Tang F. Emerging Insights into Postoperative Neurocognitive Disorders: The Role of Signaling Across the Gut-Brain Axis. Mol Neurobiol 2024:10.1007/s12035-024-04228-y. [PMID: 38801630 DOI: 10.1007/s12035-024-04228-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2024] [Accepted: 05/09/2024] [Indexed: 05/29/2024]
Abstract
The pathophysiological regulatory mechanisms in postoperative neurocognitive disorders (PNCDs) are intricately complex. Currently, the pathogenesis of PNCDs has not been fully elucidated. The mechanism involved may include a variety of factors, such as neuroinflammation, oxidative stress, and neuroendocrine dysregulation. Research into the gut microbiota-induced regulations on brain functions is increasingly becoming a focal point of exploration. Emerging evidence has shown that intestinal bacteria may play an essential role in maintaining the homeostasis of various physiological systems and regulating disease occurrence. Recent studies have confirmed the association of the gut-brain axis with central nervous system diseases. However, the regulatory effects of this axis in the pathogenesis of PNCDs remain unclear. Therefore, this paper intends to review the bidirectional signaling and mechanism of the gut-brain axis in PNCDs, summarize the latest research progress, and discuss the possible mechanism of intestinal bacteria affecting nervous system diseases. This review is aimed at providing a scientific reference for predicting the clinical risk of PNCD patients and identifying early diagnostic markers and prevention targets.
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Affiliation(s)
- Wanqiu Yu
- Department of Anesthesiology, Affiliated Hospital of Zunyi Medical University, Zunyi, 563003, China
| | - Zhaoqiong Zhu
- Department of Anesthesiology, Affiliated Hospital of Zunyi Medical University, Zunyi, 563003, China.
- Early Clinical Research Ward, Affiliated Hospital of Zunyi Medical University, Zunyi, 563003, China.
| | - Fushan Tang
- Department of Clinical Pharmacy, Key Laboratory of Basic Pharmacology of Guizhou Province, School of Pharmacy, Zunyi Medical University, Zunyi, 563006, China.
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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, Shinozaki G. NSAIDs use history: impact on the genome-wide DNA methylation profile and possible mechanisms of action. Clin Exp Med 2023; 23:3509-3516. [PMID: 37341931 DOI: 10.1007/s10238-023-01119-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Accepted: 06/11/2023] [Indexed: 06/22/2023]
Abstract
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.
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Affiliation(s)
- Pedro S Marra
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, 3165 Porter Dr. Room 2175, Palo Alto, CA, 94304, USA
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Yoshitaka Nishizawa
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, 3165 Porter Dr. Room 2175, Palo Alto, CA, 94304, USA
- Department of Neuropsychiatry, Osaka Medical and Pharmaceutical University Faculty of Medicine, Takatsuki, Osaka, Japan
| | - Takehiko Yamanashi
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, 3165 Porter Dr. Room 2175, Palo Alto, CA, 94304, USA
- Department of Neuropsychiatry, Faculty of Medicine, Tottori University, Yonago-Shi, Tottori, Japan
| | - Eleanor J Sullivan
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Katie R Comp
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | | | - Nadia E Wahba
- Department of Psychiatry, Oregon Health and Science University School of Medicine, Portland, OR, USA
| | - Kazuki Shibata
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, 3165 Porter Dr. Room 2175, Palo Alto, CA, 94304, USA
- Sumitomo Pharma Co. Ltd, Osaka, Osaka, Japan
| | - Tsuyoshi Nishiguchi
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, 3165 Porter Dr. Room 2175, Palo Alto, CA, 94304, USA
- Department of Neuropsychiatry, Faculty of Medicine, Tottori University, Yonago-Shi, Tottori, Japan
| | - Kyosuke Yamanishi
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, 3165 Porter Dr. Room 2175, Palo Alto, CA, 94304, USA
- Department of Neuropsychiatry, School of Medicine, Hyogo Medical University, Nishinomiya, Hyogo, Japan
| | - Nicolas O Noiseux
- Department of Orthopedic Surgery, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Matthew D Karam
- Department of Orthopedic Surgery, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Gen Shinozaki
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, 3165 Porter Dr. Room 2175, Palo Alto, CA, 94304, USA.
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA.
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5
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Yamanashi T, Sullivan EJ, Comp KR, Nishizawa Y, Akers CC, Chang G, Modukuri M, Tran T, Anderson ZEEM, Marra PS, Crutchley KJ, Wahba NE, Iwata M, Karam MD, Noiseux NO, Cho HR, Shinozaki G. Anti-inflammatory medication use associated with reduced delirium risk and all-cause mortality: A retrospective cohort study. J Psychosom Res 2023; 168:111212. [PMID: 36963165 DOI: 10.1016/j.jpsychores.2023.111212] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Revised: 02/13/2023] [Accepted: 02/28/2023] [Indexed: 03/26/2023]
Abstract
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 higher 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.
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Affiliation(s)
- Takehiko Yamanashi
- Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA, United States of America; University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, United States of America; Tottori University Faculty of Medicine, Department of Neuropsychiatry, Yonago, Tottori, Japan
| | - Eleanor J Sullivan
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, United States of America
| | - Katie R Comp
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, United States of America
| | - Yoshitaka Nishizawa
- Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA, United States of America; Osaka Medical and Pharmaceutical University Faculty of Medicine, Department of Neuropsychiatry, Takatsuki, Osaka, Japan
| | - Cade C Akers
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, United States of America
| | - Gloria Chang
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, United States of America
| | - Manisha Modukuri
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, United States of America
| | - Tammy Tran
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, United States of America
| | - Zoe-Ella E M Anderson
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, United States of America
| | - Pedro S Marra
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, United States of America
| | - Kaitlyn J Crutchley
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, United States of America
| | - Nadia E Wahba
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, United States of America
| | - Masaaki Iwata
- Tottori University Faculty of Medicine, Department of Neuropsychiatry, Yonago, Tottori, Japan
| | - Matthew D Karam
- University of Iowa Carver College of Medicine, Department of Orthopedic Surgery, Iowa City, IA, United States of America
| | - Nicolas O Noiseux
- University of Iowa Carver College of Medicine, Department of Orthopedic Surgery, Iowa City, IA, United States of America
| | - Hyunkeun R Cho
- University of Iowa College of Public Health, Department of Biostatistics, Iowa City, IA, United States of America
| | - Gen Shinozaki
- Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA, United States of America; University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, United States of America.
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6
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Marra PS, Yamanashi T, Crutchley KJ, Wahba NE, Anderson ZEM, Modukuri M, Chang G, Tran T, Iwata M, Cho HR, Shinozaki G. Metformin use history and genome-wide DNA methylation profile: potential molecular mechanism for aging and longevity. Aging (Albany NY) 2023; 15:601-616. [PMID: 36734879 PMCID: PMC9970305 DOI: 10.18632/aging.204498] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2022] [Accepted: 01/16/2023] [Indexed: 02/04/2023]
Abstract
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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Affiliation(s)
- Pedro S. Marra
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA 94304, USA,Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA 52242, USA
| | - Takehiko Yamanashi
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA 94304, USA,Department of Neuropsychiatry, Tottori University Faculty of Medicine, Yonago-shi, Tottori 680-8550, Japan
| | - Kaitlyn J. Crutchley
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA 94304, USA,Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA 52242, USA,University of Nebraska Medical Center College of Medicine, Omaha, NE 68131, USA
| | - Nadia E. Wahba
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA 52242, USA,Department of Psychiatry, Oregon Health and Science University School of Medicine, Portland, OR 97239, USA
| | - Zoe-Ella M. Anderson
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA 52242, USA
| | - Manisha Modukuri
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA 52242, USA
| | - Gloria Chang
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA 52242, USA
| | - Tammy Tran
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA 52242, USA
| | - Masaaki Iwata
- Department of Neuropsychiatry, Tottori University Faculty of Medicine, Yonago-shi, Tottori 680-8550, Japan
| | - Hyunkeun Ryan Cho
- Department of Biostatistics, University of Iowa College of Public Health, Iowa City, IA 52242, USA
| | - Gen Shinozaki
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA 94304, USA,Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA 52242, USA
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7
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Yamanashi T, Crutchley KJ, Wahba NE, Nagao T, Marra PS, Akers CC, Sullivan EJ, Iwata M, Howard MA, Cho HR, Kawasaki H, Hughes CG, Pandharipande PP, Hefti MM, Shinozaki G. The genome-wide DNA methylation profiles among neurosurgery patients with and without post-operative delirium. Psychiatry Clin Neurosci 2023; 77:48-55. [PMID: 36266784 PMCID: PMC9812874 DOI: 10.1111/pcn.13495] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/14/2022] [Revised: 10/11/2022] [Accepted: 10/16/2022] [Indexed: 01/07/2023]
Abstract
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.
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Affiliation(s)
- Takehiko Yamanashi
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, California, USA.,Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA.,Department of Neuropsychiatry, Tottori University Faculty of Medicine, Tottori, Japan
| | - Kaitlyn J Crutchley
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA.,University of Nebraska Medical Center, Omaha, Nebraska, USA
| | - Nadia E Wahba
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA
| | - Takaaki Nagao
- Department of Neurosurgery, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA.,Department of Neurosurgery (Sakura), Toho University School of Medicine Faculty of Medicine, Chiba, Japan
| | - Pedro S Marra
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA
| | - Cade C Akers
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA
| | - Eleanor J Sullivan
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA
| | - Masaaki Iwata
- Department of Neuropsychiatry, Tottori University Faculty of Medicine, Tottori, Japan
| | - Mathew A Howard
- Department of Neurosurgery, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA
| | - Hyunkeun R Cho
- College of Public Health, University of Iowa, Iowa City, Iowa, USA
| | - Hiroto Kawasaki
- Department of Neurosurgery, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA
| | - Christopher G Hughes
- Department of Anesthesiology, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Pratik P Pandharipande
- Department of Anesthesiology, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Marco M Hefti
- Department of Pathology, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA
| | - Gen Shinozaki
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, California, USA.,Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA
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8
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Wahba NE, Nishizawa Y, Marra PS, Yamanashi T, Crutchley KJ, Nagao T, Shibata K, Nishiguchi T, Cho H, Howard MA, Kawasaki H, Hefti M, Kanazawa T, Shinozaki G. Genome-wide DNA methylation analysis of post-operative delirium with brain, blood, saliva, and buccal samples from neurosurgery patients. J Psychiatr Res 2022; 156:245-251. [PMID: 36270064 PMCID: PMC10540238 DOI: 10.1016/j.jpsychires.2022.10.023] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Revised: 09/30/2022] [Accepted: 10/05/2022] [Indexed: 11/05/2022]
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.
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Affiliation(s)
- Nadia E Wahba
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, USA; Oregon Health & Science University, School of Medicine, Department of Psychiatry, Portland, OR, USA
| | - Yoshitaka Nishizawa
- Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA, USA; Osaka Medical and Pharmaceutical University, Faculty of Medicine, Department of Neuropsychiatry, Takatsuki, Osaka, Japan
| | - Pedro S Marra
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, USA
| | - Takehiko Yamanashi
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, USA; Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA, USA; Tottori University Faculty of Medicine, Department of Neuropsychiatry, Yonago, Tottori, Japan
| | - Kaitlyn J Crutchley
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, USA; University of Nebraska Medical Center, College of Medicine, Omaha, NE, USA
| | - Takaaki Nagao
- Toho University School of Medicine Faculty of Medicine, Department of Neurosurgery (Sakura), Sakura-shi, Chiba, Japan
| | - Kazuki Shibata
- Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA, USA; Sumitomo Pharma Co. Ltd, Osaka, Osaka, Japan
| | - Tsuyoshi Nishiguchi
- Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA, USA; Tottori University Faculty of Medicine, Department of Neuropsychiatry, Yonago, Tottori, Japan
| | - Hyunkeun Cho
- University of Iowa College of Public Health, Department of Biostatistics, Iowa City, IA, USA
| | - Mathew A Howard
- University of Iowa Carver College of Medicine, Department of Neurosurgery, Iowa City, IA, USA
| | - Hiroto Kawasaki
- University of Iowa Carver College of Medicine, Department of Neurosurgery, Iowa City, IA, USA
| | - Marco Hefti
- University of Iowa Carver College of Medicine, Department of Pathology, Iowa City, IA, USA
| | - Tetsufumi Kanazawa
- Osaka Medical and Pharmaceutical University, Faculty of Medicine, Department of Neuropsychiatry, Takatsuki, Osaka, Japan
| | - Gen Shinozaki
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, USA; Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA, USA.
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9
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Yamanashi T, Anderson ZEEM, 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, Shinozaki G. The potential benefit of metformin to reduce delirium risk and mortality: a retrospective cohort study. Aging (Albany NY) 2022; 14:8927-8943. [PMID: 36399107 PMCID: PMC9740381 DOI: 10.18632/aging.204393] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Accepted: 10/27/2022] [Indexed: 12/04/2022]
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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Affiliation(s)
- Takehiko Yamanashi
- Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA 94305, USA,University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA 52242, USA,Tottori University Faculty of Medicine, Department of Neuropsychiatry, Yonago-Shi, Tottori, Japan
| | - Zoe-Ella EM Anderson
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA 52242, USA
| | - Manisha Modukuri
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA 52242, USA
| | - Gloria Chang
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA 52242, USA
| | - Tammy Tran
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA 52242, USA
| | - Pedro S. Marra
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA 52242, USA
| | - Nadia E. Wahba
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA 52242, USA
| | - Kaitlyn J. Crutchley
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA 52242, USA
| | - Eleanor J. Sullivan
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA 52242, USA
| | - Sydney S. Jellison
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA 52242, USA
| | - Katie R. Comp
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA 52242, USA
| | - Cade C. Akers
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA 52242, USA
| | - Alissa A. Meyer
- University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA 52242, USA
| | - Sangil Lee
- University of Iowa Carver College of Medicine, Department of Emergency Medicine, Iowa City, IA 52242, USA
| | - Masaaki Iwata
- Tottori University Faculty of Medicine, Department of Neuropsychiatry, Yonago-Shi, Tottori, Japan
| | - Hyunkeun R. Cho
- University of Iowa College of Public Health, Department of Biostatistics, Iowa City, IA 52242, USA
| | - Eri Shinozaki
- University of Iowa Carver College of Medicine, Department of Internal Medicine, Iowa City, IA 52242, USA
| | - Gen Shinozaki
- Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA 94305, USA,University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA 52242, USA
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10
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Thisayakorn P, Tangwongchai S, Tantavisut S, Thipakorn Y, Sukhanonsawat S, Wongwarawipat T, Sirivichayakul S, Maes M. Immune, Blood Cell, and Blood Gas Biomarkers of Delirium in Elderly Individuals with Hip Fracture Surgery. Dement Geriatr Cogn Disord 2021; 50:161-169. [PMID: 34350874 DOI: 10.1159/000517510] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Accepted: 05/28/2021] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Postoperative delirium in elderly people with hip fracture is associated with various adverse clinical outcomes. Nevertheless, the pathophysiological processes underpinning delirium have remained elusive. OBJECTIVES The aim of this study was to explore the associations between delirium and its features and immune-inflammatory and blood gas biomarkers. METHODS In this prospective study, we examined 65 patients who underwent a hip fracture surgery and assessed the Confusion Assessment Method for the Intensive Care Unit, Richmond Agitation-Sedation Scale (RASS), and Delirium Rating Scale Revised-98 (DRS-R-98) before and during 4 days after the surgery. Complete blood count and venous blood gas markers were obtained at the same time points. RESULTS Delirium was observed in 19 patients and was accompanied by significantly increased pO2, number of white blood cells, neutrophil percentage, and neutrophil/lymphocyte ratio, and lower mean platelet volume (MPV) after adjusting for age, central nervous system (CNS) disease, blood loss during surgery, sleep disorders, and body mass index. The severity of delirium was associated with lowered number of platelets and MPV. Psychomotor disorders were associated with lower bicarbonate levels. The requirement of physical restraint of the patients was predicted by increased percentages of neutrophils and lymphocytes. Prior CNS disease was together with these biomarkers a significant predictor of delirium and severity of delirium. CONCLUSION Delirium and psychomotor disorders following hip fracture and surgery may be caused by immune-inflammatory and oxidative stress pathways probably attributable to an aseptic inflammatory process.
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Affiliation(s)
- Paul Thisayakorn
- Department of Psychiatry, Hip Fracture Research Unit, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | | | - Saran Tantavisut
- Department of Orthopedics, Hip Fracture Research Unit, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | - Yanin Thipakorn
- Department of Psychiatry, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | - Siree Sukhanonsawat
- Department of Psychiatry, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | | | - Sunee Sirivichayakul
- Department of Medicine, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | - Michael Maes
- Department of Psychiatry, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
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11
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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, Shinozaki G. DNA methylation in the inflammatory genes after neurosurgery and diagnostic ability of post-operative delirium. Transl Psychiatry 2021; 11:627. [PMID: 34887385 PMCID: PMC8660911 DOI: 10.1038/s41398-021-01752-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/23/2021] [Revised: 11/18/2021] [Accepted: 11/29/2021] [Indexed: 11/09/2022] Open
Abstract
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.
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Affiliation(s)
- Takehiko Yamanashi
- Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA, USA. .,University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, USA. .,Tottori University Faculty of Medicine, Department of Neuropsychiatry, Yonago-shi, Tottori, Japan.
| | - Takaaki Nagao
- grid.214572.70000 0004 1936 8294University of Iowa Carver College of Medicine, Department of Neurosurgery, Iowa City, IA USA ,grid.265050.40000 0000 9290 9879Toho University School of Medicine Faculty of Medicine, Department of Neurosurgery (Sakura), Sakura-shi, Chiba Japan
| | - Nadia E. Wahba
- grid.214572.70000 0004 1936 8294University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA USA
| | - Pedro S. Marra
- grid.214572.70000 0004 1936 8294University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA USA
| | - Kaitlyn J. Crutchley
- grid.214572.70000 0004 1936 8294University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA USA
| | - Alissa A. Meyer
- grid.214572.70000 0004 1936 8294University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA USA
| | - Ally J. Andreasen
- grid.214572.70000 0004 1936 8294University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA USA
| | - Mandy M. Hellman
- grid.214572.70000 0004 1936 8294University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA USA
| | - Sydney S. Jellison
- grid.214572.70000 0004 1936 8294University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA USA
| | - Christopher G. Hughes
- grid.412807.80000 0004 1936 9916Vanderbilt University Medical Center, Department of anesthesiology, Nashville, TN USA
| | - Pratik P. Pandharipande
- grid.412807.80000 0004 1936 9916Vanderbilt University Medical Center, Department of anesthesiology, Nashville, TN USA
| | - Matthew A. Howard, III
- grid.214572.70000 0004 1936 8294University of Iowa Carver College of Medicine, Department of Neurosurgery, Iowa City, IA USA
| | - Hiroto Kawasaki
- grid.214572.70000 0004 1936 8294University of Iowa Carver College of Medicine, Department of Neurosurgery, Iowa City, IA USA
| | - Masaaki Iwata
- grid.265107.70000 0001 0663 5064Tottori University Faculty of Medicine, Department of Neuropsychiatry, Yonago-shi, Tottori Japan
| | - Marco M. Hefti
- grid.214572.70000 0004 1936 8294University of Iowa Carver College of Medicine, Department of Pathology, Iowa City, IA USA
| | - Gen Shinozaki
- Stanford University School of Medicine, Department of Psychiatry and Behavioral Sciences, Palo Alto, CA, USA. .,University of Iowa Carver College of Medicine, Department of Psychiatry, Iowa City, IA, USA.
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12
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Zhu K, Zhang M, Long J, Zhang S, Luo H. Elucidating the Mechanism of Action of Salvia miltiorrhiza for the Treatment of Acute Pancreatitis Based on Network Pharmacology and Molecular Docking Technology. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2021; 2021:8323661. [PMID: 34868345 PMCID: PMC8635895 DOI: 10.1155/2021/8323661] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Revised: 10/19/2021] [Accepted: 10/27/2021] [Indexed: 11/17/2022]
Abstract
Using network pharmacology and molecular docking, this study investigated the molecular mechanisms by which the active components in Salvia miltiorrhiza can alleviate acute pancreatitis. Initially, the active components of Salvia miltiorrhiza and the targets collected from the GeneCards database were screened based on the platform of systematic pharmacology analysis of traditional Chinese medicine. Subsequently, the active components were intersected with the disease targets. Also, interactions among the targets were computed using the STRING database. Biological function and pathway enrichment were analyzed using the Cluster Profiler package in the R software. Protein-protein interaction and component target pathway network were constructed using the Cytoscape software. Ultimately, the key targets and their corresponding components in the network were verified using the AutoDock Vina software. The results showed Salvia miltiorrhiza had 111 targets for acute pancreatitis. The biological process (BP) analysis showed that the active components of Salvia miltiorrhiza induced a drug response, positive regulation of transcription by RNA polymerase II promoter, signal transduction, positive regulation of cell proliferation, and negative regulation of apoptosis. Furthermore, the KEGG enrichment analysis screened 118 (P < 0.05) signaling pathways, such as the pathways related to cancer, neuroactive ligand-receptor interaction, PI3K-Akt signaling pathway, and cAMP signaling pathway, to name a few. Finally, molecular docking showed that the active components of Salvia miltiorrhiza had a good binding affinity with their corresponding target proteins. Through network pharmacology, this study predicted the potential pharmacodynamic material basis and the mechanisms by which Salvia miltiorrhiza can treat acute pancreatitis. Moreover, this study provided a scientific basis for mining the pharmacodynamic components of Salvia miltiorrhiza and expanding the scope of its clinical use.
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Affiliation(s)
- Kunyao Zhu
- Clinical College of Chongqing Medical University, Chongqing 401331, China
| | - Man Zhang
- Clinical College of Chongqing Medical University, Chongqing 401331, China
| | - Jia Long
- College of Traditional Chinese Medicine, Chongqing Medical University, Chongqing 401331, China
| | - Shuqi Zhang
- Chongqing Key Laboratory of Traditional Chinese Medicine for Prevention and Cure of Metabolic Diseases, Chongqing Medical University, No. 1 Yixueyuan Road, Yuan Jiagang, Yuzhong District, Chongqing 400016, China
| | - Huali Luo
- Chongqing Key Laboratory of Traditional Chinese Medicine for Prevention and Cure of Metabolic Diseases, Chongqing Medical University, No. 1 Yixueyuan Road, Yuan Jiagang, Yuzhong District, Chongqing 400016, China
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13
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Heinrich M, Sieg M, Kruppa J, Nürnberg P, Schreier PH, Heilmann-Heimbach S, Hoffmann P, Nöthen MM, Janke J, Pischon T, Slooter AJC, Winterer G, Spies CD. Association between genetic variants of the cholinergic system and postoperative delirium and cognitive dysfunction in elderly patients. BMC Med Genomics 2021; 14:248. [PMID: 34674705 PMCID: PMC8529799 DOI: 10.1186/s12920-021-01071-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Accepted: 08/19/2021] [Indexed: 11/18/2022] Open
Abstract
Background Postoperative delirium (POD) and postoperative cognitive dysfunction (POCD) are frequent and serious complications after surgery. We aim to investigate the association between genetic variants in cholinergic candidate genes according to the Kyoto encyclopedia of genes and genomes - pathway: cholinergic neurotransmission with the development of POD or POCD in elderly patients. Methods This analysis is part of the European BioCog project (www.biocog.eu), a prospective multicenter observational study with elderly surgical patients. Patients with a Mini-Mental-State-Examination score ≤ 23 points were excluded. POD was assessed up to seven days after surgery using the Nursing Delirium Screening Scale, Confusion Assessment Method and a patient chart review. POCD was assessed three months after surgery with a neuropsychological test battery. Genotyping was performed on the Illumina Infinium Global Screening Array. Associations with POD and POCD were analyzed using logistic regression analysis, adjusted for age, comorbidities and duration of anesthesia (for POCD analysis additionally for education). Odds ratios (OR) refer to minor allele counts (0, 1, 2). Results 745 patients could be included in the POD analysis, and 452 in the POCD analysis. The rate of POD within this group was 20.8% (155 patients), and the rate of POCD was 10.2% (46 patients). In a candidate gene approach three genetic variants of the cholinergic genes CHRM2 and CHRM4 were associated with POD (OR [95% confidence interval], rs8191992: 0.61[0.46; 0.80]; rs8191992: 1.60[1.22; 2.09]; rs2067482: 1.64[1.10; 2.44]). No associations were found for POCD. Conclusions We found an association between genetic variants of CHRM2 and CHRM4 and POD. Further studies are needed to investigate whether disturbances in acetylcholine release and synaptic plasticity are involved in the development of POD. Trial registration: ClinicalTrials.gov: NCT02265263. Supplementary Information The online version contains supplementary material available at 10.1186/s12920-021-01071-1.
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Affiliation(s)
- Maria Heinrich
- Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Anesthesiology and Operative Intensive Care Medicine (CCM, CVK), Berlin, Germany.,Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Miriam Sieg
- Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Charitéplatz 1, 10117, Berlin, Germany.,Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Institute of Medical Informatics, Charitéplatz 1, 10117, Berlin, Germany.,QUEST Center for Transforming Biomedical Research, Berlin Institute of Health, Berlin, Germany
| | - Jochen Kruppa
- Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Anesthesiology and Operative Intensive Care Medicine (CCM, CVK), Berlin, Germany.,Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Charitéplatz 1, 10117, Berlin, Germany.,Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Institute of Medical Informatics, Charitéplatz 1, 10117, Berlin, Germany
| | - Peter Nürnberg
- Institute of Genetics, University of Cologne, Cologne, Germany.,Atlas Biolabs GmbH, Berlin, Germany
| | - Peter H Schreier
- Institute of Genetics, University of Cologne, Cologne, Germany.,Pharmaimage Biomarker Solutions GmbH, Berlin, Germany
| | - Stefanie Heilmann-Heimbach
- Institute of Human Genetics, School of Medicine and University Hospital Bonn, University of Bonn, Bonn, Germany
| | - Per Hoffmann
- Institute of Human Genetics, School of Medicine and University Hospital Bonn, University of Bonn, Bonn, Germany.,Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Markus M Nöthen
- Institute of Human Genetics, School of Medicine and University Hospital Bonn, University of Bonn, Bonn, Germany
| | - Jürgen Janke
- MDC/BIH Biobank, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Tobias Pischon
- Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Charitéplatz 1, 10117, Berlin, Germany.,MDC/BIH Biobank, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany.,Molecular Epidemiology Research Group, Max-Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany.,Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Arjen J C Slooter
- Department of Intensive Care Medicine, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands.,UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands.,Department of Neurology, UZ Brussel, Vrije Universiteit Brussel, Brussels, Belgium
| | - Georg Winterer
- Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Anesthesiology and Operative Intensive Care Medicine (CCM, CVK), Berlin, Germany.,Pharmaimage Biomarker Solutions GmbH, Berlin, Germany.,Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, ECRC Experimental and Clinical Research Center, Lindenberger Weg 80, 13125, Berlin, Germany
| | - Claudia D Spies
- Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Anesthesiology and Operative Intensive Care Medicine (CCM, CVK), Berlin, Germany.
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14
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Dunne SS, Coffey JC, Konje S, Gasior S, Clancy CC, Gulati G, Meagher D, Dunne CP. Biomarkers in delirium: A systematic review. J Psychosom Res 2021; 147:110530. [PMID: 34098376 DOI: 10.1016/j.jpsychores.2021.110530] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Revised: 05/19/2021] [Accepted: 05/19/2021] [Indexed: 12/20/2022]
Abstract
BACKGROUND Delirium is a common neuropsychiatric disorder associated with prolonged hospital stays, and increased morbidity and mortality. Diagnosis is frequently missed due to varying disease presentation and lack of standardized testing. We examined biomarkers as diagnostic or prognostic indicators of delirium, and provide a rational basis for future studies. METHOD Systematic review of literature published between Jan 2000 and June 2019. Searches included: PubMed; Web of Science; CINAHL; EMBASE; COCHRANE and Medline. Additional studies were identified by searching bibliographies of eligible articles. RESULTS 2082 relevant papers were identified from all sources. Seventy-three met the inclusion criteria, all of which were observational. These assessed a range of fourteen biomarkers. All papers included were in the English language. Assessment methods varied between studies, including: DSM criteria; Confusion Assessment Method (CAM) or CAM-Intensive Care Unit (ICU). Delirium severity was measured using the Delirium Rating Scale (DRS). Delirium was secondary to post-operative dysfunction or acute medical conditions. CONCLUSION Evidence does not currently support the use of any one biomarker. However, certain markers were associated with promising results and may warrant evaluation in future studies. Heterogeneity across study methods may have contributed to inconclusive results, and more clarity may arise from standardization of methods of clinical assessment. Adjusting for comorbidities may improve understanding of the pathophysiology of delirium, in particular the role of confounders such as inflammation, cognitive disorders and surgical trauma. Future research may also benefit from inclusion of other diagnostic modalities such as EEG as well as analysis of genetic or epigenetic factors.
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Affiliation(s)
- Suzanne S Dunne
- Centre for Interventions in Infection, Inflammation and Immunity (4i) and School of Medicine, University of Limerick, Limerick, Ireland
| | - J Calvin Coffey
- Centre for Interventions in Infection, Inflammation and Immunity (4i) and School of Medicine, University of Limerick, Limerick, Ireland
| | - Swiri Konje
- Centre for Interventions in Infection, Inflammation and Immunity (4i) and School of Medicine, University of Limerick, Limerick, Ireland
| | - Sara Gasior
- Centre for Interventions in Infection, Inflammation and Immunity (4i) and School of Medicine, University of Limerick, Limerick, Ireland
| | - Conor C Clancy
- Centre for Interventions in Infection, Inflammation and Immunity (4i) and School of Medicine, University of Limerick, Limerick, Ireland
| | - Gautam Gulati
- Centre for Interventions in Infection, Inflammation and Immunity (4i) and School of Medicine, University of Limerick, Limerick, Ireland
| | - David Meagher
- Centre for Interventions in Infection, Inflammation and Immunity (4i) and School of Medicine, University of Limerick, Limerick, Ireland; Cognitive Impairment Research Group, School of Medicine, University of Limerick, Limerick, Ireland
| | - Colum P Dunne
- Centre for Interventions in Infection, Inflammation and Immunity (4i) and School of Medicine, University of Limerick, Limerick, Ireland; Cognitive Impairment Research Group, School of Medicine, University of Limerick, Limerick, Ireland.
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15
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Yamanashi T, Saito T, Yu T, Alario A, Comp K, Crutchley KJ, Sullivan EJ, Anderson ZEM, Marra PS, Chang G, Wahba NE, Jellison SS, Meyer AA, Mathur S, Pandharipande P, Yoshino A, Kaneko K, Lee S, Toda H, Iwata M, Shinozaki G. DNA methylation in the TNF-alpha gene decreases along with aging among delirium inpatients. Neurobiol Aging 2021; 105:310-317. [PMID: 34192631 DOI: 10.1016/j.neurobiolaging.2021.05.005] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2020] [Revised: 04/25/2021] [Accepted: 05/10/2021] [Indexed: 12/12/2022]
Abstract
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.
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Affiliation(s)
- Takehiko Yamanashi
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA; Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA; Department of Neuropsychiatry, Tottori University Faculty of Medicine, Yonago, Tottori, Japan
| | - Taku Saito
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA; Department of Psychiatry, National Defense Medical College School of Medicine, Tokorozawa, Saitama, Japan
| | - Tong Yu
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Alexandra Alario
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Katie Comp
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Kaitlyn J Crutchley
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Eleanor J Sullivan
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Zoe-Ella M Anderson
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Pedro S Marra
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Gloria Chang
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Nadia E Wahba
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Sydney S Jellison
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Alissa A Meyer
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Srishti Mathur
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Pratik Pandharipande
- Department of anesthesiology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Aihide Yoshino
- Department of Psychiatry, National Defense Medical College School of Medicine, Tokorozawa, Saitama, Japan
| | - Koichi Kaneko
- Department of Neuropsychiatry, Tottori University Faculty of Medicine, Yonago, Tottori, Japan
| | - Sangil Lee
- Department of Emergency Medicine, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Hiroyuki Toda
- Department of Psychiatry, National Defense Medical College School of Medicine, Tokorozawa, Saitama, Japan
| | - Masaaki Iwata
- Department of Neuropsychiatry, Tottori University Faculty of Medicine, Yonago, Tottori, Japan
| | - Gen Shinozaki
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Palo Alto, CA, USA; Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA.
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16
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Bispectral EEG (BSEEG) quantifying neuro-inflammation in mice induced by systemic inflammation: A potential mouse model of delirium. J Psychiatr Res 2021; 133:205-211. [PMID: 33360427 DOI: 10.1016/j.jpsychires.2020.12.036] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2020] [Revised: 12/03/2020] [Accepted: 12/09/2020] [Indexed: 02/06/2023]
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.
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17
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Yamanashi T, Iwata M, Crutchley KJ, Sullivan EJ, Malicoat JR, Anderson ZEM, Marra PS, Chang G, Kaneko K, Shinozaki E, Lee S, Shinozaki G. New Cutoff Scores for Delirium Screening Tools to Predict Patient Mortality. J Am Geriatr Soc 2020; 69:140-147. [PMID: 32905636 DOI: 10.1111/jgs.16815] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Revised: 08/11/2020] [Accepted: 08/11/2020] [Indexed: 12/19/2022]
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.
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Affiliation(s)
- Takehiko Yamanashi
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA.,Department of Neuropsychiatry, Tottori University Faculty of Medicine, Yonago, Tottori, Japan
| | - Masaaki Iwata
- Department of Neuropsychiatry, Tottori University Faculty of Medicine, Yonago, Tottori, Japan
| | - Kaitlyn J Crutchley
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA
| | - Eleanor J Sullivan
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA
| | - Johnny R Malicoat
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA
| | - Zoe-Ella M Anderson
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA
| | - Pedro S Marra
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA
| | - Gloria Chang
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA
| | - Koichi Kaneko
- Department of Neuropsychiatry, Tottori University Faculty of Medicine, Yonago, Tottori, Japan
| | - Eri Shinozaki
- Department of Internal Medicine, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA
| | - Sangil Lee
- Department of Emergency Medicine, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA
| | - Gen Shinozaki
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA.,Department of Neurosurgery, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA.,Department of Anesthesia, University of Iowa Carver College of Medicine, Iowa City, Iowa, USA.,Iowa Neuroscience Institute, Iowa City, Iowa, USA.,Interdisciplinary Graduate Program in Neuroscience, University of Iowa, Iowa City, Iowa, USA
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