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Songsaeng D, Nava-apisak P, Wongsripuemtet J, Kingchan S, Angkoondittaphong P, Phawaphutanon P, Supratak A. The Diagnostic Accuracy of Artificial Intelligence in Radiological Markers of Normal-Pressure Hydrocephalus (NPH) on Non-Contrast CT Scans of the Brain. Diagnostics (Basel) 2023; 13:2840. [PMID: 37685378 PMCID: PMC10486480 DOI: 10.3390/diagnostics13172840] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Revised: 08/08/2023] [Accepted: 08/23/2023] [Indexed: 09/10/2023] Open
Abstract
Diagnosing normal-pressure hydrocephalus (NPH) via non-contrast computed tomography (CT) brain scans is presently a formidable task due to the lack of universally agreed-upon standards for radiographic parameter measurement. A variety of radiological parameters, such as Evans' index, narrow sulci at high parietal convexity, Sylvian fissures' dilation, focally enlarged sulci, and more, are currently measured by radiologists. This study aimed to enhance NPH diagnosis by comparing the accuracy, sensitivity, specificity, and predictive values of radiological parameters, as evaluated by radiologists and AI methods, utilizing cerebrospinal fluid volumetry. Results revealed a sensitivity of 77.14% for radiologists and 99.05% for AI, with specificities of 98.21% and 57.14%, respectively, in diagnosing NPH. Radiologists demonstrated NPV, PPV, and an accuracy of 82.09%, 97.59%, and 88.02%, while AI reported 98.46%, 68.42%, and 77.42%, respectively. ROC curves exhibited an area under the curve of 0.954 for radiologists and 0.784 for AI, signifying the diagnostic index for NPH. In conclusion, although radiologists exhibited superior sensitivity, specificity, and accuracy in diagnosing NPH, AI served as an effective initial screening mechanism for potential NPH cases, potentially easing the radiologists' burden. Given the ongoing AI advancements, it is plausible that AI could eventually match or exceed radiologists' diagnostic prowess in identifying hydrocephalus.
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Affiliation(s)
- Dittapong Songsaeng
- Department of Radiology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (D.S.)
| | - Poonsuta Nava-apisak
- Department of Radiology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (D.S.)
| | - Jittsupa Wongsripuemtet
- Department of Radiology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (D.S.)
| | - Siripra Kingchan
- Faculty of Information and Communication Technology, Mahidol University, Salaya, Nakhon Pathom 73170, Thailand
| | - Phuriwat Angkoondittaphong
- Faculty of Information and Communication Technology, Mahidol University, Salaya, Nakhon Pathom 73170, Thailand
| | - Phattaranan Phawaphutanon
- Department of Radiology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (D.S.)
| | - Akara Supratak
- Faculty of Information and Communication Technology, Mahidol University, Salaya, Nakhon Pathom 73170, Thailand
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Zhou X, Xia J. Application of Evans Index in Normal Pressure Hydrocephalus Patients: A Mini Review. Front Aging Neurosci 2022; 13:783092. [PMID: 35087391 PMCID: PMC8787286 DOI: 10.3389/fnagi.2021.783092] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2021] [Accepted: 12/20/2021] [Indexed: 11/13/2022] Open
Abstract
With an ever-growing aging population, the prevalence of normal pressure hydrocephalus (NPH) is increasing. Clinical symptoms of NPH include cognitive impairment, gait disturbance, and urinary incontinence. Surgery can improve symptoms, which leads to the disease's alternative name: treatable dementia. The Evans index (EI), defined as the ratio of the maximal width of the frontal horns to the maximum inner skull diameter, is the most commonly used index to indirectly assess the condition of the ventricles in NPH patients. EI measurement is simple, fast, and does not require any special software; in clinical practice, an EI >0.3 is the criterion for ventricular enlargement. However, EI's measurement methods, threshold setting, correlation with ventricle volume, and even its clinical value has been questioned. Based on the EI, the z-EI and anteroposterior diameter of the lateral ventricle index were derived and are discussed in this review.
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Qin Y, Ai D, Jordan AE, Guo X, Li T, Diao S, Zhao H, Liu Y, Xue Q, Wang Y, Fang Q. Better Screening Value of Sylvian Fissure Ratio on Cognitive Decline Among Female Compared to Male: An Observational Study in Elderly Patients With Cerebral Small Vessel Disease in Soochow. Front Neurosci 2021; 15:729782. [PMID: 34675766 PMCID: PMC8524438 DOI: 10.3389/fnins.2021.729782] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Accepted: 09/03/2021] [Indexed: 11/17/2022] Open
Abstract
Background: Cognitive decline (CD) occurs frequently in elderly patients with cerebral small vessel disease (CSVD). In China, elderly patients are more likely to enter healthcare in community hospitals where no magnetic resonance imaging (MRI) is available. This study aimed to explore the screening value of Sylvian fissure ratio (SFR) on CD and compare its gender difference from community-transferred patients. Methods: We performed a single-center, observational study (collected between April 1, 2016, and March 1, 2019) to evaluate the association between Montreal Cognitive Assessment (MoCA) and SFR in 203 eligible community-transferred patients. Baseline characteristics of patients were collected during hospitalization. Multiple linear regression analyses were used to estimate the effect of variables on MoCA, and interactions between select variables were analyzed in different models. Receiver operating characteristic (ROC) curve analysis was used to evaluate the discriminative effect of SFR to severe CD. Results: We identified that a meaningful SFR cutoff of 0.05 had important screening value (likelihood ratio test, p = 0.067) on CD. The ratio had a lower screen value in males when compared to females (adjusted β, −5.54; 95% CI, −8.78 to −2.30 vs. adjusted β, −1.01; 95% CI, −2.84 to 0.82). The gender difference was further verified by ROC curve analysis, in which this discriminative effect was more potent in females (from 0.878 to 0.948) compared to males (from 0.838 to 0.837). Conclusion: An SFR of 0.05 may be more useful to distinguish CD in female patients with CSVD than male patients in whom the syndrome is suspected clinically.
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Affiliation(s)
- Yiren Qin
- The Stroke Center, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Dannan Ai
- The Stroke Center, The First Affiliated Hospital of Soochow University, Suzhou, China
| | | | - Xiaoning Guo
- The Stroke Center, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Tan Li
- The Stroke Center, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Shanshan Diao
- The Stroke Center, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Hongru Zhao
- The Stroke Center, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Yang Liu
- Department of Neurology, Saarland University, Homburg, Germany
| | - Qun Xue
- The Stroke Center, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Yueju Wang
- The Stroke Center, The First Affiliated Hospital of Soochow University, Suzhou, China.,Department of Geriatrics, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Qi Fang
- The Stroke Center, The First Affiliated Hospital of Soochow University, Suzhou, China
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Nishikawa T, Akiguchi I, Satoh M, Hara A, Hirano M, Hosokawa A, Metoki H, Asayama K, Kikuya M, Nomura K, Hozawa A, Miyamatsu N, Imai Y, Ohkubo T. The association of disproportionately enlarged subarachnoid space hydrocephalus with cognitive deficit in a general population: the Ohasama study. Sci Rep 2021; 11:17061. [PMID: 34426609 PMCID: PMC8382837 DOI: 10.1038/s41598-021-95961-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Accepted: 08/02/2021] [Indexed: 12/01/2022] Open
Abstract
Disproportionately enlarged subarachnoid space hydrocephalus (DESH) is the characteristic feature of idiopathic normal pressure hydrocephalus. We aimed to characterize the prevalence, development, and association of DESH to cognitive deficit in a large population. We reviewed the data of 1384 subjects eligible for the present study among 1590 participants who underwent magnetic resonance imaging (MRI) in the Ohasama Study, a population-based study in Ohasama, Japan. The participants with Mini-Mental State Examination (MMSE) score < = 25 were assumed to have cognitive deficit and DESH was evaluated by reviewing the MRIs. We assessed the association between DESH, Evans index (EI), and cognitive deficit using multivariate logistic regression models adjusted for relevant confounders. Furthermore, we evaluated the new development of DESH and the deterioration of cognitive function in the participants with DESH. There were nine participants with DESH (0.65%), seven of whom showed cognitive deficit. DESH was significantly associated with cognitive deficit in multivariate regression analyses (odds ratio; 8.50 [95% confidence interval: 1.61–44.88]). In the 669 participants who underwent follow-up MRI, we found four participants newly presenting with DESH; the development of DESH was observed before/after the presence of EI > 0.3. We also found two participants with existing DESH showing no remarkable worsening in MMSE and EI. The present study demonstrated a positive association between the presence of DESH and cognitive deficit. DESH can develop independently of EI > 0.3, and ventricular enlargement in combination with DESH may be an important factor in the worsening of cognitive deficit.
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Affiliation(s)
- Tomofumi Nishikawa
- Faculty of Health Science, Kyoto Koka Women's University, 38 Kadonocho, Nishikyogoku, Ukyo-ku, Kyoto, 615-0822, Japan.
| | - Ichiro Akiguchi
- Center of Neurological and Cerebrovascular Diseases, Koseikai Takeda Hospital, Kyoto, Japan
| | - Michihiro Satoh
- Division of Public Health, Hygiene and Epidemiology, Faculty of Medicine, Tohoku Medical and Pharmaceutical University, Sendai, Japan
| | - Azusa Hara
- Division of Drug Development and Regulatory Science, Faculty of Pharmacy, Keio University, Tokyo, Japan
| | - Mikio Hirano
- Department of Human Science, Faculty of Liberal Arts, Tohoku Gakuin University, Sendai, Japan
| | - Aya Hosokawa
- Department of Occupational Therapy, Faculty of Health Sciences, Aino University, Osaka, Japan
| | - Hirohito Metoki
- Division of Public Health, Hygiene and Epidemiology, Faculty of Medicine, Tohoku Medical and Pharmaceutical University, Sendai, Japan.,Department of Preventive Medicine and Epidemiology, Tohoku Medical Megabank Organization, Tohoku University, Sendai, Japan.,Tohoku Institute for Management of Blood Pressure, Sendai, Japan
| | - Kei Asayama
- Tohoku Institute for Management of Blood Pressure, Sendai, Japan.,Department of Hygiene and Public Health, Teikyo University School of Medicine, Tokyo, Japan
| | - Masahiro Kikuya
- Department of Preventive Medicine and Epidemiology, Tohoku Medical Megabank Organization, Tohoku University, Sendai, Japan.,Department of Hygiene and Public Health, Teikyo University School of Medicine, Tokyo, Japan
| | - Kyoko Nomura
- Department of Public Health, Akita University Graduate School of Medicine and Faculty of Medicine, Akita, Japan
| | - Atsushi Hozawa
- Department of Preventive Medicine and Epidemiology, Tohoku Medical Megabank Organization, Tohoku University, Sendai, Japan
| | - Naomi Miyamatsu
- Department of Clinical Nursing, Shiga University of Medical Science, Shiga, Japan
| | - Yutaka Imai
- Tohoku Institute for Management of Blood Pressure, Sendai, Japan
| | - Takayoshi Ohkubo
- Tohoku Institute for Management of Blood Pressure, Sendai, Japan.,Department of Hygiene and Public Health, Teikyo University School of Medicine, Tokyo, Japan
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Del Brutto OH, Mera RM, Costa AF, Silva P, Del Brutto VJ. Dawson Fingers in Older Adults with Cerebral Small Vessel Disease: A Population Study. Eur Neurol 2020; 83:421-425. [PMID: 32942284 DOI: 10.1159/000510076] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Accepted: 07/03/2020] [Indexed: 11/19/2022]
Abstract
Dawson fingers are used to differentiate multiple sclerosis (MS) from other conditions that affect the subcortical white matter. However, there are no studies evaluating the presence of Dawson fingers in subjects with cerebral small vessel disease (cSVD). We aimed to assess prevalence and -correlates of Dawson fingers in older adults with cSVD-related moderate-to-severe white matter hyperintensities (WMH). Community-dwelling older adults residing in rural Ecuador - identified by means of door-to-door surveys - underwent a brain MRI. Exams of individuals with cSVD-related moderate-to-severe WMH were reviewed with attention to the presence of Dawson fingers. Of 590 enrolled individuals, 172 (29%) had moderate-to-severe WMH. Of these, 18 (10.5%) had Dawson fingers. None had neurological manifestations suggestive of MS. Increasing age was independently associated with Dawson fingers (p = 0.017). Dawson fingers may be less specific for MS than previously thought. Concomitant damage of deep medullary veins may explain the presence of Dawson fingers in cSVD.
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Affiliation(s)
- Oscar H Del Brutto
- School of Medicine, Universidad Espíritu Santo - Ecuador, Samborondón, Ecuador,
| | - Robertino M Mera
- Department of Epidemiology, Gilead Sciences, Inc., Foster City, California, USA
| | - Aldo F Costa
- Community Center, The Atahualpa Project, Atahualpa, Ecuador
| | | | - Victor J Del Brutto
- Department of Neurology, Miller School of Medicine, University of Miami, Miami, Florida, USA
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Characteristics of cognitive function evaluation using the Montreal cognitive assessment in a cerebrospinal fluid tap test in patients with idiopathic normal pressure hydrocephalus. Clin Neurol Neurosurg 2019; 186:105524. [DOI: 10.1016/j.clineuro.2019.105524] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2019] [Revised: 09/05/2019] [Accepted: 09/11/2019] [Indexed: 11/20/2022]
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Del Brutto OH, Mera RM, Zambrano M, Costa AF. The value of the Evans and bicaudate indices for predicting poor cognitive performance and central atrophy. Results from the Atahualpa Project. J Clin Neurosci 2018; 59:245-247. [PMID: 30279117 DOI: 10.1016/j.jocn.2018.08.024] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2018] [Accepted: 08/13/2018] [Indexed: 11/26/2022]
Abstract
Recent studies suggested that both the Evans index (EI) and the bicaudate index (BI) are predictive markers of central atrophy and, as such, have been inversely associated with cognitive performance. This study investigated whether the EI and the BI (independently and combined) correlated with the MoCA score by means of generalized linear models adjusted for relevant confounders. Using a population-based design, 618 Atahualpa residents aged ≥40 underwent a head CT and MoCA testing. Both, the EI and the BI, were independently calculated by two readers, and a mean of the two values for each index was calculated for analysis. Generalized linear models showed inverse significant relationships between the EI and the BI with the MoCA score (p = 0.034, and p < 0.001, respectively). When both predictive variables (EI and BI) were included in a generalized linear model adjusted for all confounders, the BI remained significantly associated with the MoCA score (p = 0.004) but the EI did not (p = 0.677). This study shows that only the BI has and explanatory power outside the endogenous construct (central atrophy) for which both, the BI and the EI are part and parcel of.
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Affiliation(s)
- Oscar H Del Brutto
- School of Medicine, Universidad Espíritu Santo - Ecuador, Guayaquil, Ecuador.
| | | | | | - Aldo F Costa
- School of Medicine, Universidad Espíritu Santo - Ecuador, Guayaquil, Ecuador
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