Title Alternative Artificial intelligence and epidemiology in data science : Prediction and causal inference
FullText URL 133_55.pdf
Author Yorifuji, Takashi| Suzuki, Etsuji|
Keywords 人工知能 疫学 データサイエンス 予測 因果推論
Publication Title Journal of Okayama Medical Association
Published Date 2021-04-01
Volume volume133
Issue issue1
Start Page 55
End Page 57
ISSN 0030-1558
Related Url isVersionOf https://doi.org/10.4044/joma.133.55
language Japanese
Copyright Holders Copyright (c) 2021 岡山医学会
File Version publisher
DOI 10.4044/joma.133.55
NAID 130008034822
Author Kasai, Yosuke| Suzuki, Etsuji| Iwase, Toshihide| Doi, Hiroyuki| Takao, Soshi|
Published Date 2013-10-17
Publication Title PLoS ONE
Volume volume8
Issue issue10
Content Type Journal Article
FullText URL fulltext.pdf
Author Yoshio, Kotaro| Ihara, Hiroki| Okamoto, Kazuhiro| Suzuki, Etsuji| Ogata, Takeshi| Sugiyama, Soichi| Nakamura, Keiichiro| Nagao, Shoji| Masuyama, Hisashi| Hiraki, Takao|
Keywords cervical cancer tumor size squamous cell carcinoma image-guided brachytherapy (IGBT) central shielding (CS)
Published Date 2022-07-05
Publication Title Journal Of Radiation Research
Publisher Oxford University Press on behalf of The Japanese Radiation Research Society and Japanese Society for Radiation Oncology
ISSN 0449-3060
Content Type Journal Article
language English
OAI-PMH Set 岡山大学
Copyright Holders © The Author(s) 2022.
File Version publisher
PubMed ID 35791439
DOI 10.1093/jrr/rrac040
Web of Science KeyUT 000820941900001
Related Url isVersionOf https://doi.org/10.1093/jrr/rrac040
JaLCDOI 10.18926/AMO/52406
FullText URL 68_2_101.pdf
Author Izutsu, Masato| Suzuki, Etsuji| Izutsu, Yukako| Doi, Hiroyuki|
Abstract The aim of this study was to examine trends in the geographic distribution of nursing staff in Japan from 2000 to 2010. We examined time trends in the rates of nursing staff per 100,000 population across 349 secondary health service areas. Using the Gini coefficient as a measure of inequality, we separately analyzed the data of 4 nursing staff types:public health nurses (PHN), midwives (MW), nurses (NS), and associate nurses (AN). Then, using multilevel Poisson regression models, we calculated the rate ratios (RRs) and their 95% confidence intervals (CIs) for each type of nursing staff per 1-year change. Overall, the distribution of PHN, MW, and NS improved slightly in terms of the Gini coefficient. After adjusting for prefectural capital and population density, PHN, MW, and NS significantly increased;the RRs per 1-year increment were 1.022 (95% CI:1.020-1.023), 1.021 (95% CI:1.019-1.022), and 1.037 (95% CI:1.037-1.038), respectively. In contrast, AN significantly decreased;the RR per 1-year increment was 0.993 (95% CI:0.993-0.994). Despite the considerable increase in the absolute number of nursing staff in Japan (excluding AN), this increase did not lead to a sufficient improvement in distribution over the last decade.
Keywords health policy inequality Japan multilevel Poisson model nursing staff
Amo Type Original Article
Publication Title Acta Medica Okayama
Published Date 2014-04
Volume volume68
Issue issue2
Publisher Okayama University Medical School
Start Page 101
End Page 110
ISSN 0386-300X
NCID AA00508441
Content Type Journal Article
language English
Copyright Holders CopyrightⒸ 2014 by Okayama University Medical School
File Version publisher
Refereed True
PubMed ID 24743785
Web of Science KeyUT 000334652700005
Related Url http://ousar.lib.okayama-u.ac.jp/metadata/52523
Author Tsuda, Toshihide| Tokinobu, Akiko| Yamamoto, Eiji| Suzuki, Etsuji|
Published Date 2015
Publication Title Epidemiology
Content Type Journal Article
JaLCDOI 10.18926/AMO/47265
FullText URL 65_6_395.pdf
Author Harada, Sosuke| Sato, Shuhei| Suzuki, Etsuji| Okumura, Yoshihiro| Hiraki, Takao| Gobara, Hideo| Mimura, Hidefumi| Kanazawa, Susumu| Kaji, Mitsumasa| Fujiwara, Toshiyoshi|
Abstract The aim of the present study was to assess the diagnostic usefulness of Fluorine-18 fluorodeoxyglucose (18F-FDG) positron emission tomography/computed tomography (PET/CT) in the prediction of local recurrence of malignant lung tumors by analyzing the pre-radiofrequency ablation (RFA) maximal standardized uptake value (SUVmax). We performed a historical cohort study of consecutive malignant lung tumors treated by RFA from January 2007 to May 2008 at Okayama University Hospital. We selected only lung tumors examined by PET/CT within 90 days before RFA and divided them (10 primary and 29 metastatic) into 3 groups according to their tertiles of SUVmax. We calculated recurrence odds ratios in the medium group and the high group compared to the low group using multivariate logistic analysis. After we examined the relationship between SUVmax and recurrence in a crude model, we adjusted for some factors. Tumors with higher SUVmax showed higher recurrence odds ratios (medium group;1.84, high group;4.14, respectively). The tumor size also increased the recurrence odds ratio (2.67);we thought this was mainly due to selection bias because we excluded tumors less than 10mm in diameter. This study demonstrated the pre-RFA SUVmax in PET/CT may be a prognostic factor for local recurrence of malignant lung tumors.
Keywords fluorodeoxyglucose (FDG) positron emission tomography (PET) standardized uptake value (SUV) radiofrequency ablation (RFA) lung
Amo Type Original Article
Publication Title Acta Medica Okayama
Published Date 2011-12
Volume volume65
Issue issue6
Publisher Okayama University Medical School
Start Page 395
End Page 402
ISSN 0386-300X
NCID AA00508441
Content Type Journal Article
language English
Copyright Holders CopyrightⒸ 2011 by Okayama University Medical School
File Version publisher
Refereed True
PubMed ID 22189480
Web of Science KeyUT 000298516900006
Author Kobayashi, Tomoko| Suzuki, Etsuji| Oksanen, Tuula| Kawachi, Ichiro| Takao, Soshi|
Published Date 2014-01-31
Publication Title PLoS ONE
Volume volume9
Issue issue1
Content Type Journal Article
FullText URL fulltext20220104-1.pdf
Author Suzuki, Etsuji| Yamamoto, Eiji|
Keywords Bradford Hill Causal inference Causal mechanisms Counterfactual Sufficient cause model Potential-outcome model
Note This is an Accepted Manuscript published by Springer Science.
This version of the article has been accepted for publication, after peer review (when applicable) and is subject to Springer Nature’s AM terms of use, but is not the Version of Record and does not reflect post-acceptance improvements, or any corrections. The Version of Record is available online at: http://dx.doi.org/10.1007/s10654-021-00798-6|
Published Date 2021-9
Publication Title European Journal of Epidemiology
Volume volume36
Issue issue9
Publisher Springer Science and Business Media LLC
Start Page 899
End Page 908
ISSN 0393-2990
NCID AA10674491
Content Type Journal Article
language English
OAI-PMH Set 岡山大学
Copyright Holders © Springer Nature B.V. 2021
File Version author
PubMed ID 34564795
DOI 10.1007/s10654-021-00798-6
Web of Science KeyUT 000700703200003
Related Url isVersionOf https://doi.org/10.1007/s10654-021-00798-6
JaLCDOI 10.18926/AMO/49254
FullText URL 67_1_25.pdf
Author Ika, Katsuhiko| Suzuki, Etsuji| Mitsuhashi, Toshiharu| Takao, Soshi| Doi, Hiroyuki|
Abstract The purpose of this study was to examine the association between shift work and diabetes mellitus by separating shift workers according to the intensity of their shift work (seasonal shift work and continuous shift work). Between May and October 2009, we collected data from annual health checkups and questionnaires at a manufacturing company in Shizuoka, Japan. Questionnaires were returned by 1,601 workers (response rate:96.2%, men/women=1,314/287). Diabetes mellitus was defined as hemoglobin A1c≥6.5% and fasting blood sugar≥126mg/dl. After exclusions, which included all the women and clerical workers because they did not work in shifts, we analyzed 475 skilled male workers. After adjusting for age, smoking status, frequency of alcohol consumption, and cohabitation status, odds ratios for diabetes mellitus were 0.98 (95% confidence interval [CI]:0.28-4.81) and 2.10 (95% CI:0.77-5.71) among seasonal shift workers and continuous shift workers, respectively, compared with non-shift workers. In an age-stratified analysis (<45 years vs.≥45 years), the association between continuous shift work and diabetes mellitus was more pronounced among older participants. Compared with non-shift workers, the risk of diabetes mellitus was increased among continuous shift workers, whereas its effect is limited among seasonal shift workers.
Keywords cross-sectional study diabetes mellitus intensity Japan shift work
Amo Type Original Article
Publication Title Acta Medica Okayama
Published Date 2013-02
Volume volume67
Issue issue1
Publisher Okayama University Medical School
Start Page 25
End Page 33
ISSN 0386-300X
NCID AA00508441
Content Type Journal Article
language English
Copyright Holders CopyrightⒸ 2013 by Okayama University Medical School
File Version publisher
Refereed True
PubMed ID 23439506
Web of Science KeyUT 000316829900004
Related Url http://ousar.lib.okayama-u.ac.jp/metadata/50693
JaLCDOI 10.18926/AMO/45264
FullText URL 65_2_63.pdf
Author Mizoguchi, Yoshinori| Suzuki, Etsuji| Tsuchida, Hiroaki| Tsuda, Toshihide| Yamamoto, Eiji| Nakase, Katsumi| Doi, Hiroyuki|
Abstract There have been only 2 reports of a large-scale foodborne outbreak arising from Salmonella enterica serotype Braenderup infection worldwide. On August 9, 2008, an outbreak originating in boxed lunches occurred in Okayama, Japan. We conducted a cohort study of 786 people who received boxed lunches from a particular catering company and collected 644 questionnaires (response rate:82%). Cases were defined as those presenting with diarrhea (≧4 times in 24h) or fever (≧38℃) between 12 am on August 8 and 12 am on August 14. We identified 176 cases (women/men:39/137);younger children (aged<10 years) appeared to more frequently suffer severe symptoms. Three food items were significantly associated with higher risk of illness;tamagotoji (soft egg with mixed vegetables and meat) (relative risk (RR):11.74, 95% confidence interval (CI):2.98-46.24), pork cooked in soy sauce (RR:3.17, 95% CI:1.24-8.10), and vinegared food (RR:4.13, 95% CI:1.60-10.63). Among them, only the RR of tamagotoji was higher when we employed a stricter case definition. Salmonella Braenderup was isolated from 5 of 9 sampled cases and 6 food handlers. It is likely that unpasteurized liquid eggs contaminated by Salmonella Braenderup and used in tamagotoji caused this outbreak.
Keywords boxed lunch cohort study foodborne diseases Salmonella Braenderup unpasteurized liquid eggs
Amo Type Original Article
Publication Title Acta Medica Okayama
Published Date 2011-04
Volume volume65
Issue issue2
Publisher Okayama University Medical School
Start Page 63
End Page 69
ISSN 0386-300X
NCID AA00508441
Content Type Journal Article
language English
Copyright Holders CopyrightⒸ 2011 by Okayama University Medical School
File Version publisher
Refereed True
PubMed ID 21519363
Web of Science KeyUT 000289818800001
FullText URL fulltext20220104-2.pdf
Author Suzuki, Etsuji| Yamamoto, Eiji|
Keywords Agonism Causality Counterfactual model Mediation Potential outcomes Sufficient cause model
Note This is a non-final version of an article published in final form in Suzuki, Etsuji; Yamamoto, Eiji Marginal Sufficient Component Cause Model, Epidemiology: November 2021 - Volume 32 - Issue 6 - p 838-845 doi: 10.1097/EDE.0000000000001411|
Published Date 2021-11
Publication Title Epidemiology
Volume volume32
Issue issue6
Publisher Ovid Technologies (Wolters Kluwer Health)
Start Page 838
End Page 845
ISSN 1044-3983
NCID AA10832184
Content Type Journal Article
language English
OAI-PMH Set 岡山大学
Copyright Holders Copyright © 2021 Wolters Kluwer Health, Inc
File Version author
PubMed ID 34583368
DOI 10.1097/ede.0000000000001411
Web of Science KeyUT 000702003900011
Related Url isVersionOf https://doi.org/10.1097/ede.0000000000001411
JaLCDOI 10.18926/AMO/53023
FullText URL 68_6_339.pdf
Author Nishie, Hiroyuki| Mizobuchi, Satoshi| Suzuki, Etsuji| Sato, Kenji| Toda, Yuichiro| Matsuoka, Junji| Morimatsu, Hiroshi|
Abstract The main purpose of this study was to determine the relationships between Japanese individualsʼ interest in living wills and their preferred end-of-life care and death locations. Questionnaires were mailed to 1,000 individuals aged ァ50 to measure these 2 factors. We examined the associations between the respondentsʼ characteristics and their preferred care and death locations by using multinomial logistic regression models. The response rate was 74%. Home was the most frequently preferred place for end-of-life care (64%), and a palliative care unit (PCU) was the most commonly preferred place to die (51%). Living will interest was associated with a preference for care (odds ratio [OR] 4.74, 95% confidence interval [CI] 1.95-12.1) and death (OR 2.75, 95% CI 1.70-4.47) in a PCU rather than a hospital, but it was not associated with the choice between receiving care or dying at home instead of a hospital. We must consider why Japanese people think home death is impracticable. The Japanese palliative care system should be expanded to meet patientsʼ end-of-life needs, and this includes not only facilitating home care but also increasing access to PCU care.
Keywords advance healthcare directive living will end-of-life care palliative care unit place of death
Amo Type Original Article
Publication Title Acta Medica Okayama
Published Date 2014-12
Volume volume68
Issue issue6
Publisher Okayama University Medical School
Start Page 339
End Page 348
ISSN 0386-300X
NCID AA00508441
Content Type Journal Article
language English
Copyright Holders CopyrightⒸ 2014 by Okayama University Medical School
File Version publisher
Refereed True
PubMed ID 25519028
Web of Science KeyUT 000346882200004
Related Url http://ousar.lib.okayama-u.ac.jp/metadata/53134
Author Doi, Shinichiro| Kimura, Shuhei| Saito, Shoko| Inoue, Makoto| Sakurai, Toshiya| Kobori, Akira| Hisatomi, Toshio| Imai, Hisanori| Kuriyama, Shoji| Takasu, Ippei| Hosokawa, Mio Morizane| Shiode, Yusuke| Matoba, Ryo| Suzuki, Etsuji| Morizane, Yuki|
Keywords macular intraretinal hemorrhage macular hole submacular hemorrhage retinal arterial macroaneurysm fluffy sign tissue plasminogen activator
Note This is a non-final version of an article published in final form in (Doi, Shinichiro MD, PhD*; Kimura, Shuhei MD, PhD*; Saito, Shoko MD†; Inoue, Makoto MD, PhD†; Sakurai, Toshiya MD, PhD‡; Kobori, Akira MD§; Hisatomi, Toshio MD, PhD¶; Imai, Hisanori MD, PhD**; Kuriyama, Shoji MD, PhD††; Takasu, Ippei MD‡‡; Hosokawa, Mio Morizane MD, PhD*; Shiode, Yusuke MD, PhD*; Matoba, Ryo MD, PhD*; Suzuki, Etsuji MD, PhD§§; Morizane, Yuki MD, PhD*. IMPACT OF MACULAR INTRARETINAL HEMORRHAGE AND MACULAR HOLE ON THE VISUAL PROGNOSIS OF SUBMACULAR HEMORRHAGE DUE TO RETINAL ARTERIAL MACROANEURYSM RUPTURE. Retina 43(4):p 585-593, April 2023. | DOI: 10.1097/IAE.0000000000003725).|
Published Date 2023-04
Publication Title Retina
Volume volume43
Issue issue4
Publisher Ovid Technologies (Wolters Kluwer Health)
Start Page 585
End Page 593
ISSN 0275-004X
NCID AA10639923
Content Type Journal Article
language English
OAI-PMH Set 岡山大学
Copyright Holders © 2023, Wolters Kluwer Health
File Version author
PubMed ID 36735920
DOI 10.1097/iae.0000000000003725
Web of Science KeyUT 000982414100014
Related Url isVersionOf https://doi.org/10.1097/iae.0000000000003725
FullText URL fulltext.pdf
Author Fujimoto, Ryohei| Suzuki, Etsuji| Kashima, Saori| Nakamura, Kazufumi| Naito, Hiromichi| Nakao, Atsunori| Ito, Hiroshi| Yorifuji, Takashi|
Keywords cardiovascular disease climate change end of the rainy season heat exposure
Published Date 2023-03-21
Publication Title Journal of the American Heart Association Cardiovascular and Cerebrovascular Disease
Volume volume12
Issue issue6
Publisher Wiley
Start Page e027046
ISSN 2047-9980
Content Type Journal Article
language English
OAI-PMH Set 岡山大学
Copyright Holders © 2023 The Authors.
File Version publisher
PubMed ID 36892062
DOI 10.1161/JAHA.122.027046
Web of Science KeyUT 000956680700026
Related Url isVersionOf https://doi.org/10.1161/JAHA.122.027046
Author Kishimoto, Yoko| Suzuki, Etsuji| Iwase, Toshihide| Doi, Hiroyuki| Takao, Soshi|
Published Date 2013-12-17
Publication Title BMC Public Health
Volume volume13
Content Type Journal Article
JaLCDOI 10.18926/AMO/66152
FullText URL 77_6_607.pdf
Author Tani, Yasunari| Kashima, Saori| Mitsuhashi, Toshiharu| Suzuki, Etsuji| Takao, Soshi| Yorifuji, Takashi|
Abstract Many studies have shown an association between long-term exposure to particulate matter having an aerodynamic diameter of 2.5 μm or less (PM2.5) and diabetes mellitus (DM), but few studies have focused on Asian subjects. We thus examined the association between long-term exposure to PM2.5 and DM prevalence in Okayama City, Japan. We included 76,591 participants who had received basic health checkups in 2006 and 2007. We assigned the census-level modeled PM2.5 data from 2006 and 2007 to each participant and defined DM using treatment status and the blood testing. PM2.5 was associated with DM prevalence, and the prevalence ratio (95% confidence interval) was 1.10 (1.00-1.20) following each interquartile range increase (2.1 μg/m3) in PM2.5. This finding is consistent with previous results and suggests that long-term exposure to PM2.5 is associated with an increased prevalence of DM in Okayama City, Japan, where the PM2.5 level is lower than in other cities in Asian countries.
Keywords air pollution diabetes mellitus epidemiology glycosylated hemoglobin particulate matter
Amo Type Original Article
Publication Title Acta Medica Okayama
Published Date 2023-12
Volume volume77
Issue issue6
Publisher Okayama University Medical School
Start Page 607
End Page 612
ISSN 0386-300X
NCID AA00508441
Content Type Journal Article
language English
Copyright Holders Copyright Ⓒ 2023 by Okayama University Medical School
File Version publisher
Refereed True
PubMed ID 38145934
Web of Science KeyUT 001164631200005
FullText URL fulltext.pdf
Author Suzuki, Etsuji| Yamamoto, Michio| Yamamoto, Eiji|
Keywords causality causal inference confounding counterfactual exchangeability target population
Published Date 2022
Publication Title Journal of Epidemiology
Publisher Japan Epidemiological Assoc
ISSN 0917-5040
Content Type Journal Article
language English
OAI-PMH Set 岡山大学
Copyright Holders © 2022 Etsuji Suzuki et al.
File Version publisher
PubMed ID 35067497
DOI 10.2188/jea.JE20210352
Web of Science KeyUT 000943712900001
Related Url isVersionOf https://doi.org/10.2188/jea.JE20210352
FullText URL fulltext20220104-5.pdf
Author Suzuki, Etsuji| Tsuda, Toshihide| Mitsuhashi, Toshiharu| Mansournia, Mohammad Ali| Yamamoto, Eiji|
Keywords bias causality epidemiologic methods
Note © 2016 Elsevier Inc. This manuscript version is made available under the CC-BY-NC-ND 4.0 License. http://creativecommons.org/licenses/by-nc-nd/4.0/.
This is the accepted manuscript version. The formal published version is available at [https://doi.org/10.1016/j.annepidem.2016.09.008] .|
Published Date 2016-11
Publication Title Annals of Epidemiology
Volume volume26
Issue issue11
Publisher Elsevier BV
Start Page 788
End Page 793
ISSN 1047-2797
NCID AA10761439
Content Type Journal Article
language English
OAI-PMH Set 岡山大学
Copyright Holders © 2016 Elsevier Inc.
File Version author
PubMed ID 27771142
DOI 10.1016/j.annepidem.2016.09.008
Web of Science KeyUT 000388546300011
Related Url isVersionOf https://doi.org/10.1016/j.annepidem.2016.09.008
JaLCDOI 10.18926/AMO/45268
FullText URL 65_2_97.pdf
Author Tsuchihashi, Yuuki| Yorifuji, Takashi| Takao, Soshi| Suzuki, Etsuji| Mori, Shigeru| Doi, Hiroyuki| Tsuda, Toshihide|
Abstract Seasonal influenza infection is a major challenge in public health. The term "seasonal influenza" refers to the typical increase in the number of influenza patients in the winter season in temperature zones. However, it is not clear how environmental factors within a single flu season affect influenza infection in a human population. Therefore, we evaluated the effects of temperature and humidity in the 2006-7 flu season on the onset of seasonal influenza using a case-crossover study. We targeted patients who attended one pediatric clinic in Okayama city, Japan and who were diagnosed as being infected with the seasonal influenza virus. Using 2 references (time-stratified and symmetric bidirectional design), we estimated the effects of average temperature and relative humidity from the onset day (lag0) to 10 days before (lag10). The total number of subjects was 419, and their onset days ranged from 26 December 2006 to 30 April 2007. While the onset was significantly associated with lower temperature, relative humidity was not related. In particular, temperatures before the 3-day incubation period had higher-magnitude odds ratios. For example, the odds ratio and 95% confidence interval for average temperature at time lag 8 was 1.12 (1.08-1.17) per 1.0℃ decrease. Low environmental temperature significantly increased the risk of seasonal influenza onset within the 2006-7 winter season.
Keywords seasonal influenza in humans temperature humidity case-crossover study
Amo Type Original Article
Publication Title Acta Medica Okayama
Published Date 2011-04
Volume volume65
Issue issue2
Publisher Okayama University Medical School
Start Page 97
End Page 103
ISSN 0386-300X
NCID AA00508441
Content Type Journal Article
language English
Copyright Holders CopyrightⒸ 2011 by Okayama University Medical School
File Version publisher
Refereed True
PubMed ID 21519367
Web of Science KeyUT 000289818800005
FullText URL fulltext20220104-3.pdf
Author Suzuki, Etsuji| Tsuda, Toshihide| Yamamoto, Eiji|
Keywords bias causality confounding factors epidemiologic methods
Note © 2017 Elsevier Inc. This manuscript version is made available under the CC-BY-NC-ND 4.0 License. http://creativecommons.org/licenses/by-nc-nd/4.0/. This is the accepted manuscript version. The formal published version is available at [https://doi.org/10.1016/j.annepidem.2017.11.005] .|
Published Date 2018-1
Publication Title Annals of Epidemiology
Volume volume28
Issue issue1
Publisher Elsevier BV
Start Page 48
End Page 53
ISSN 1047-2797
Content Type Journal Article
language English
OAI-PMH Set 岡山大学
Copyright Holders © 2017 Elsevier Inc.
File Version author
PubMed ID 29241736
DOI 10.1016/j.annepidem.2017.11.005
Web of Science KeyUT 000425081000008
Related Url isVersionOf https://doi.org/10.1016/j.annepidem.2017.11.005