{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T11:45:17Z","timestamp":1782992717334,"version":"3.54.5"},"reference-count":39,"publisher":"Ovid Technologies (Wolters Kluwer Health)","issue":"5","content-domain":{"domain":["www.ahajournals.org"],"crossmark-restriction":true},"short-container-title":["JAHA"],"published-print":{"date-parts":[[2026,3,3]]},"abstract":"<jats:sec xml:lang=\"en\">\n                    <jats:title>Background<\/jats:title>\n                    <jats:p xml:lang=\"en\">Hypertensive disorders of pregnancy (HDP) cause adverse maternal and fetal outcomes, and establishing an early prediction method for HDP is needed. Existing methods based on serum markers require blood sampling. Therefore, we aimed to develop and validate a noninvasive HDP prediction model based on home blood pressure monitoring.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec xml:lang=\"en\">\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p xml:lang=\"en\">In a development cohort, home blood pressure monitoring data from 443 pregnant women including 65 HDPs were divided into training data (n=365) and test data (n=78) to develop a logistic regression\u2010based prediction model. Normal blood pressure variations depending on season and gestational age were subtracted. At each time point, 4 features were calculated for the last 4\u2009weeks of data: average systolic blood pressure, average diastolic blood pressure, correlation coefficient between systolic blood pressure and diastolic blood pressure, and upward trend of systolic blood pressure against day. In a validation cohort, HBPM data from 264 pregnant women including 33 HDPs were collected prospectively and used to validate the model.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec xml:lang=\"en\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p xml:lang=\"en\">The area under the receiver operating characteristic curve was 0.949 (95% CI, 0.890\u20131.000), 0.884 (95% CI, 0.807\u20130.961), and 0.845 (95% CI, 0.759\u20130.930) for the training, test, and validation data, respectively. Sensitivity, specificity, positive predictive value, and negative predictive value were 0.923, 0.888, 0.387, and 0.993 for the training data; 0.667, 0.897, 0.867, and 0.729 for the test data; 0.758, 0.766, 0.316, and 0.957 for the validation data.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec xml:lang=\"en\">\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p xml:lang=\"en\">Our HDP prediction model based on home blood pressure monitoring showed high negative predictive values and may contribute to reducing medical consultations.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1161\/jaha.125.047093","type":"journal-article","created":{"date-parts":[[2026,2,20]],"date-time":"2026-02-20T12:18:32Z","timestamp":1771589912000},"update-policy":"https:\/\/doi.org\/10.1161\/crossmarkpolicy","source":"Crossref","is-referenced-by-count":1,"title":["Prediction Model of Hypertensive Disorders of Pregnancy Based on Home Blood Pressure Monitoring"],"prefix":"10.1161","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0282-2361","authenticated-orcid":false,"given":"Makito","family":"Oku","sequence":"first","affiliation":[{"name":"University of Toyama","place":["Toyama, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0198-7295","authenticated-orcid":false,"given":"Shuntaro","family":"Ohno","sequence":"additional","affiliation":[{"name":"University of Toyama","place":["Toyama, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1894-3328","authenticated-orcid":false,"given":"Hirohito","family":"Metoki","sequence":"additional","affiliation":[{"name":"Tohoku Medical and Pharmaceutical University","place":["Sendai, Japan"]},{"name":"Tohoku University","place":["Sendai, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1318-8914","authenticated-orcid":false,"given":"Eri","family":"Arai","sequence":"additional","affiliation":[{"name":"University of Toyama","place":["Toyama, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mika","family":"Ito","sequence":"additional","affiliation":[{"name":"University of Toyama","place":["Toyama, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8000-6116","authenticated-orcid":false,"given":"Arihiro","family":"Shiozaki","sequence":"additional","affiliation":[{"name":"University of Toyama","place":["Toyama, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2861-2183","authenticated-orcid":false,"given":"Akitoshi","family":"Nakashima","sequence":"additional","affiliation":[{"name":"University of Toyama","place":["Toyama, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6808-0911","authenticated-orcid":false,"given":"Noriyuki","family":"Iwama","sequence":"additional","affiliation":[{"name":"Tohoku University Hospital","place":["Sendai, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rie","family":"Tsuchida","sequence":"additional","affiliation":[{"name":"Tohoku Medical and Pharmaceutical University","place":["Sendai, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0861-3931","authenticated-orcid":false,"given":"Satoshi","family":"Yoneda","sequence":"additional","affiliation":[{"name":"University of Toyama","place":["Toyama, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Noriko","family":"Yoneda","sequence":"additional","affiliation":[{"name":"University of Toyama","place":["Toyama, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-5619-9736","authenticated-orcid":false,"given":"Sayaka","family":"Tsuda","sequence":"additional","affiliation":[{"name":"University of Toyama","place":["Toyama, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1688-1239","authenticated-orcid":false,"given":"Michihiro","family":"Satoh","sequence":"additional","affiliation":[{"name":"Tohoku Medical and Pharmaceutical University","place":["Sendai, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Takahisa","family":"Murakami","sequence":"additional","affiliation":[{"name":"Tohoku Medical and Pharmaceutical University","place":["Sendai, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shingo","family":"Tanigawara","sequence":"additional","affiliation":[{"name":"Suzuki Memorial Hospital","place":["Iwanuma, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kazuhiko","family":"Hoshi","sequence":"additional","affiliation":[{"name":"Suzuki Memorial Hospital","place":["Iwanuma, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kohei","family":"Tanaka","sequence":"additional","affiliation":[{"name":"Suzuki Memorial Hospital","place":["Iwanuma, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Masaaki","family":"Yamada","sequence":"additional","affiliation":[{"name":"Suzuki Memorial Hospital","place":["Iwanuma, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8940-3708","authenticated-orcid":false,"given":"Shigeru","family":"Saito","sequence":"additional","affiliation":[{"name":"University of Toyama","place":["Toyama, Japan"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"276","reference":[{"key":"e_1_3_2_2_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.bpobgyn.2011.01.006"},{"key":"e_1_3_2_3_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41440-022-00965-6"},{"key":"e_1_3_2_4_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.preghy.2021.09.008"},{"key":"e_1_3_2_5_2","first-page":"649","article-title":"Gestational hypertension and preeclampsia: a practice bulletin from ACOG","volume":"100","author":"Croke L","year":"2019","unstructured":"Croke L. Gestational hypertension and preeclampsia: a practice bulletin from ACOG. Am Fam Physician. 2019;100:649\u2013650.","journal-title":"Am Fam Physician"},{"key":"e_1_3_2_6_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ajog.2020.06.003"},{"key":"e_1_3_2_7_2","doi-asserted-by":"publisher","DOI":"10.1016\/s0029-7844(03)00475-7"},{"key":"e_1_3_2_8_2","doi-asserted-by":"publisher","DOI":"10.1111\/j.1471-0528.1998.tb09971.x"},{"key":"e_1_3_2_9_2","doi-asserted-by":"publisher","DOI":"10.1161\/HYPERTENSIONAHA.108.127977"},{"key":"e_1_3_2_10_2","doi-asserted-by":"publisher","DOI":"10.1159\/000338470"},{"key":"e_1_3_2_11_2","doi-asserted-by":"publisher","DOI":"10.1159\/000341264"},{"key":"e_1_3_2_12_2","doi-asserted-by":"publisher","DOI":"10.1155\/2014\/297397"},{"key":"e_1_3_2_13_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ajog.2015.02.018"},{"key":"e_1_3_2_14_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ajog.2015.08.034"},{"key":"e_1_3_2_15_2","doi-asserted-by":"publisher","DOI":"10.1111\/1471-0528.13194"},{"key":"e_1_3_2_16_2","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMoa1414838"},{"key":"e_1_3_2_17_2","doi-asserted-by":"publisher","DOI":"10.1161\/HYPERTENSIONAHA.119.12760"},{"key":"e_1_3_2_18_2","doi-asserted-by":"publisher","DOI":"10.1097\/00004872-199816070-00010"},{"key":"e_1_3_2_19_2","doi-asserted-by":"publisher","DOI":"10.1038\/jhh.2010.54"},{"key":"e_1_3_2_20_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41440-022-00992-3"},{"key":"e_1_3_2_21_2","doi-asserted-by":"publisher","DOI":"10.1186\/s12884-023-05363-5"},{"key":"e_1_3_2_22_2","doi-asserted-by":"publisher","DOI":"10.1097\/HJH.0b013e32831364a7"},{"key":"e_1_3_2_23_2","doi-asserted-by":"publisher","DOI":"10.3109\/10641963.2012.681086"},{"key":"e_1_3_2_24_2","doi-asserted-by":"publisher","DOI":"10.1093\/ajh\/hps002"},{"key":"e_1_3_2_25_2","doi-asserted-by":"publisher","DOI":"10.1038\/hr.2015.108"},{"key":"e_1_3_2_26_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41440-020-0416-2"},{"key":"e_1_3_2_27_2","doi-asserted-by":"publisher","DOI":"10.1507\/endocrj.ej23-0568"},{"key":"e_1_3_2_28_2","first-page":"409","article-title":"Proposal of reference values for home blood pressure measurement: prognostic criteria based on a prospective observation of the general population in Ohasama, Japan","volume":"10","author":"Tsuji I","year":"1997","unstructured":"Tsuji I, Imai Y, Nagai K, Ohkubo T, Watanabe N, Minami N, Itoh O, Bando T, Sakuma M, Fukao A, et\u00a0al. Proposal of reference values for home blood pressure measurement: prognostic criteria based on a prospective observation of the general population in Ohasama, Japan. Am J Hypertens. 1997;10:409\u2013418.","journal-title":"Am J Hypertens"},{"key":"e_1_3_2_29_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41440-019-0284-9"},{"key":"e_1_3_2_30_2","doi-asserted-by":"publisher","DOI":"10.1038\/hr.2017.6"},{"key":"e_1_3_2_31_2","doi-asserted-by":"publisher","DOI":"10.1136\/jech.53.4.235"},{"key":"e_1_3_2_32_2","doi-asserted-by":"publisher","DOI":"10.1093\/ckj\/sfaa188"},{"key":"e_1_3_2_33_2","doi-asserted-by":"publisher","DOI":"10.1136\/bmj-2023-074819"},{"key":"e_1_3_2_34_2","doi-asserted-by":"publisher","DOI":"10.1097\/01.mbp.0000905244.78214.75"},{"key":"e_1_3_2_35_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41440-023-01474-w"},{"key":"e_1_3_2_36_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ajpc.2022.100429"},{"key":"e_1_3_2_37_2","doi-asserted-by":"publisher","DOI":"10.1111\/j.1471-0528.2000.tb11692.x"},{"key":"e_1_3_2_38_2","doi-asserted-by":"publisher","DOI":"10.1001\/jama.2022.4712"},{"key":"e_1_3_2_39_2","doi-asserted-by":"publisher","DOI":"10.1111\/jch.14050"},{"key":"e_1_3_2_40_2","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(14)62114-0"}],"container-title":["Journal of the American Heart Association"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.ahajournals.org\/doi\/full\/10.1161\/JAHA.125.047093","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T11:10:16Z","timestamp":1782990616000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.ahajournals.org\/doi\/10.1161\/JAHA.125.047093"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,3,3]]},"references-count":39,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2026,3,3]]}},"alternative-id":["10.1161\/JAHA.125.047093"],"URL":"https:\/\/doi.org\/10.1161\/jaha.125.047093","relation":{},"ISSN":["2047-9980"],"issn-type":[{"value":"2047-9980","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,3,3]]},"assertion":[{"value":"2025-11-05","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-12-31","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-02-20","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"e047093"}}