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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Public Health</journal-id>
<journal-title>Frontiers in Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Public Health</abbrev-journal-title>
<issn pub-type="epub">2296-2565</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpubh.2022.858210</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Public Health</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>No Clinically Relevant Memory Effects in Perinatal Hyperglycemia and Hypoglycemia: A 40-Year Follow-Up of a Small Cohort</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>J&#x000E4;rvinen</surname> <given-names>Ilkka</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1631501/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Launes</surname> <given-names>Jyrki</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1681945/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Lipsanen</surname> <given-names>Jari</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/195679/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Virta</surname> <given-names>Maarit</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Vanninen</surname> <given-names>Ritva</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Lehto</surname> <given-names>Eliisa</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Schiavone</surname> <given-names>Nella</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Tuulio-Henriksson</surname> <given-names>Annamari</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Hokkanen</surname> <given-names>Laura</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/951119/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Faculty of Medicine, Department of Psychology and Logopedics, University of Helsinki</institution>, <addr-line>Helsinki</addr-line>, <country>Finland</country></aff>
<aff id="aff2"><sup>2</sup><institution>University of Eastern Finland, Institute of Clinical Medicine, Radiology</institution>, <addr-line>Kuopio</addr-line>, <country>Finland</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Clinical Radiology, Diagnostic Imaging Center, Kuopio University Hospital</institution>, <addr-line>Kuopio</addr-line>, <country>Finland</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Bert B. Little, University of Louisville, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Srikanth Tangelloju, University of Louisville, United States; Manoja Kumar Das, INCLEN Trust, India</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Laura Hokkanen <email>laura.hokkanen&#x00040;helsinki.fi</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Clinical Diabetes, a section of the journal Frontiers in Public Health</p></fn>
<fn fn-type="equal" id="fn002"><p>&#x02020;These authors have contributed equally to this work and share first authorship</p></fn></author-notes>
<pub-date pub-type="epub">
<day>01</day>
<month>07</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>858210</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>06</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2022 J&#x000E4;rvinen, Launes, Lipsanen, Virta, Vanninen, Lehto, Schiavone, Tuulio-Henriksson and Hokkanen.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>J&#x000E4;rvinen, Launes, Lipsanen, Virta, Vanninen, Lehto, Schiavone, Tuulio-Henriksson and Hokkanen</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license> </permissions>
<abstract>
<p>Maternal diabetes mellitus in pregnancy is associated with impairments in memory functions of the offspring in childhood and adolescence but has not been studied in adulthood. The association of perinatal hypoglycemia with memory has not been studied in adulthood either. The combined sequelae of these two risk factors have not been directly compared. We studied general cognitive ability and memory functions in a prospective follow-up of a cohort born in 1971 to 1974. The sample included participants exposed to prenatal hyperglycemia (<italic>n</italic> = 24), perinatal hypoglycemia (<italic>n</italic> = 19), or both (<italic>n</italic> = 7). It also included controls with no early risks (<italic>n</italic> = 82). We assessed the participants&#x00027; Intelligence quotient (IQ), working memory, and immediate and delayed recall of both verbal and visual material at the age of 40. We did not find significant differences in IQ or the memory tests between the groups. We did identify an interaction (<italic>p</italic> = 0.03) of the early risk with the type of digit span task: compared to the controls, the participants exposed to perinatal hypoglycemia had a larger difference between the forward digit span, a measure of attention, and the backward digit span, a measure of working memory processing (<italic>p</italic> = 0.022). The interaction remained significant when birth weight was controlled for (<italic>p</italic> = 0.026). Thus, in this small cohort, prenatal hyperglycemia, perinatal hypoglycemia, and their combination appeared relatively benign disorders. The association of these conditions with neurocognitive impairments in adulthood remains unconfirmed. The significance of the working memory difference needs to be verified with a larger sample.</p></abstract>
<kwd-group>
<kwd>gestational diabetes</kwd>
<kwd>perinatal hypoglycemia</kwd>
<kwd>diabetes complications</kwd>
<kwd>birth risks</kwd>
<kwd>cognitive functioning</kwd>
<kwd>memory</kwd>
<kwd>follow-up studies</kwd>
</kwd-group>
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</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<sec>
<title>Prenatal Hyperglycemia</title>
<p>Maternal diabetes mellitus (DM) causing fetal and perinatal hyperglycemia may be associated with congenital malformations and neurological problems in the offspring (<xref ref-type="bibr" rid="B1">1</xref>). An association of maternal DM and the offspring&#x00027;s long-term cognitive impairment has been suggested in several studies (<xref ref-type="bibr" rid="B2">2</xref>&#x02013;<xref ref-type="bibr" rid="B4">4</xref>). However, the results are contradictory, as intellectual quotient (IQ) scores higher than in controls have also been found in the offspring of diabetic mothers (ODM) (<xref ref-type="bibr" rid="B5">5</xref>). Existing follow-up studies extend to childhood or early adulthood and have included subjects who had also concomitant birth risks.</p>
<p>In a study of 3- and 4-year-old ODM, performance was impaired in both immediate and delayed explicit recall of events (<xref ref-type="bibr" rid="B6">6</xref>), although these findings were interpreted to be associated with iron deficiency. A comparison of 10-year-old ODM and controls found no group-level differences in memory (<xref ref-type="bibr" rid="B7">7</xref>).</p>
<p>In a group of forty 6- to 12-year-old OMD, the Working Memory Index of the Wechsler Intelligence Scale for Children (WISC) (<xref ref-type="bibr" rid="B8">8</xref>) was low as compared to WISC normative data and other indices of WISC (<xref ref-type="bibr" rid="B9">9</xref>). However, this study had no control group. In another study of over thirty 7- to 9-year-old ODM, the Working Memory Index was lower than in controls (<xref ref-type="bibr" rid="B10">10</xref>). In a group of over two hundred 13- to 19-year-old ODM, a composite score compiled from two of Reynolds Intellectual Assessment Scales was lower than in controls (<xref ref-type="bibr" rid="B11">11</xref>).</p>
<p>Maternal DM was associated with a slightly worse overall cognitive performance in a cohort of two hundred 18- to 20-year-old male ODM who were compared to 700 male controls. In an intelligence test performed by military conscripts (<xref ref-type="bibr" rid="B12">12</xref>), no group difference was found, but in a subgroup of 40 subjects, unsatisfactory maternal blood glucose indicated by high HbA1c values was negatively associated with their test performance. Likewise, in a subgroup of 60 ODM, maternal fasting glucose levels were negatively associated with intelligence test performance.</p>
<p>A study of over 720.000 men undergoing an army conscript suitability examination found an association of maternal DM and lower offspring IQ at the age of 18 years (<xref ref-type="bibr" rid="B13">13</xref>). The study also assessed cognitive function within sibships discordant for maternal DM. In this population, no difference was found. The authors conclude that rather than a perinatal mechanism, shared familial characteristics may explain the association between maternal DM and cognitive function.</p>
<p>Differences in cognitive performance between 18- to 27-year-old ODM and controls have been found in two studies, but these (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B14">14</xref>) assessed general intelligence, and memory was not specifically examined.</p>
<p>We found no published data on whether the cognitive impairments remain after early adulthood. Animal models demonstrate abnormal hippocampal development (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B16">16</xref>) and impaired learning of tasks (<xref ref-type="bibr" rid="B17">17</xref>). Based on such possibility of effect on the hippocampal formation, we regard it a plausible hypothesis that memory deficits could be observed in adulthood.</p>
</sec>
<sec>
<title>Perinatal Hypoglycemia</title>
<p>Symptomless low blood glucose levels may occur in healthy newborns (<xref ref-type="bibr" rid="B18">18</xref>), but long-lasting perinatal hypoglycemia may cause permanent brain damage (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>). Concerns about the harmfulness of moderate hypoglycemia rose based on the findings of a multi-center study in 1988 (<xref ref-type="bibr" rid="B21">21</xref>), which found impaired mental and motor development at 18 months. Those findings have since been refuted, but no consensus yet exists either on the cut-off limit or duration of a harmfully low blood glucose, because confounding conditions such as low birth weight and gestational age modify the harmfulness of hypoglycemia (<xref ref-type="bibr" rid="B22">22</xref>). Furthermore, infants of diabetic mothers may have had hypoglycemia <italic>in utero</italic> and therefore the classification may be inaccurate.</p>
<p>In a study (<xref ref-type="bibr" rid="B22">22</xref>) of 35 rather severely affected children with hypoglycemia and concomitant acute neurological findings, 94% had mild to severe diffuse white matter abnormalities and 51% had cortical abnormalities in brain MRI during the first postnatal week. At age 18 to 24 months, the neurodevelopmental status was normal in 8, mildly abnormal in 15, and severely abnormal in 11 out of 34 subjects.</p>
<p>In another study of 404 children with transient postnatal hypoglycemia, no association with unfavorable neurodevelopmental outcome was found at the age of 2 years (<xref ref-type="bibr" rid="B23">23</xref>) or 9&#x02013;10 years (<xref ref-type="bibr" rid="B24">24</xref>). Impaired executive and visual motor functions were seen in this cohort at the age of 4.5 years (<xref ref-type="bibr" rid="B25">25</xref>) but no longer at 9&#x02013;10 years (<xref ref-type="bibr" rid="B24">24</xref>). The cohort included infants who were at risk of neonatal hypoglycemia but who were screened and treated if needed. Therefore, not finding differences between groups in this study may reflect the success in preventing complications by means of systematic monitoring and rapid intervention, rather than the effects of hypoglycemia <italic>per se</italic>. This study also enrolled infants who had concomitant conditions and risk factors, including hyperglycemia. Although the most evident confounding factors were included in the statistical analysis, it may not have been able to detect all differences in outcome.</p>
<p>A study of over 500 children (<xref ref-type="bibr" rid="B26">26</xref>) with transient mild (&#x0003C;1.95 mmol/L) postnatal hypoglycemia found a relatively strong association of hypoglycemia with lower school achievement at the age of 10. However, this study included newborns of any gestational age and excluded the 34 infants who had prolonged hypoglycemia.</p>
<p>In a 15-year follow-up study (<xref ref-type="bibr" rid="B27">27</xref>) of 47 children with recurrent but asymptomatic and relatively mild hypoglycemia (&#x0003C;2.5 mmol/ L), neither impaired cognitive nor motor development was found. However, also this study included subjects with a variety of confounding conditions.</p>
<p>In two studies (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B14">14</xref>), perinatal hypoglycemia was found to be unassociated with a global cognitive score in ODM. In another study, the functioning of memory in ODM was significantly impaired after controlling for perinatal complications including hypoglycemia (<xref ref-type="bibr" rid="B9">9</xref>). No study, however, has specifically investigated the association of cognitive performance with combined hyperglycemia and hypoglycemia.</p>
<p>We aimed to study memory functions in adults who had had prenatal hyperglycemia, prolonged perinatal hypoglycemia, or a combination of them as the only perinatal risks of cognitive impairment.</p>
</sec>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec>
<title>Participants and Follow-Up</title>
<p>The subjects participated in a prospective follow-up study, which is described in detail elsewhere (<xref ref-type="bibr" rid="B28">28</xref>&#x02013;<xref ref-type="bibr" rid="B31">31</xref>), of 1,196 newborns born between 1971 and 1974 with various predefined risk factors in a single maternity unit in Helsinki, Finland. They have been followed up at 5, 9, 16, 30, and 40 years of age. For the purposes of the present study, only subjects with prenatal hyperglycemia, perinatal hypoglycemia or both were included. Subjects that had coinciding perinatal risks, such as low birthweight, hyperbilirubinemia or low Apgar scores indicating asphyxia, were excluded. Prenatal hyperglycemia was diagnosed by at least two abnormally high glucose levels in morning urine samples during the regular pregnancy monitoring visits of the mother, an abnormal glucose tolerance test of the mother, or pre-existing diabetes of the mother. Hypoglycemia was diagnosed if the newborn had at least twice a serum glucose level below 1.67 mmol/L (full-term newborns) or below 1.21 mmol/L (infants &#x0003C;37 gestational weeks). Twenty newborns had hypoglycemia in addition to prenatal hyperglycemia. Hypoglycemia was diagnosed during the first day <italic>postpartum</italic> and treated in all cases, mainly by increasing the frequency of feeding.</p>
<p>The control subjects, also prospectively studied from childhood, were born in the same hospital during the study period, attended the same schools, and had no perinatal risk factors.</p>
<p>The final groups analyzed comprised 132 subjects. They were classified into four groups: (1). subjects who had been prenatally exposed to high maternal blood glucose level (prenatal hyperglycemia <italic>n</italic> = 24), (2). subjects who had low perinatal blood glucose level (perinatal hypoglycemia <italic>n</italic> = 19), (3). subjects who had both prenatal hyperglycemia and perinatal hypoglycemia (combined risks <italic>n</italic> = 7), 4. controls (<italic>n</italic> = 82). A flowchart of the inclusion and exclusion of subjects is given in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>The flow of participants in the birth-risk cohort and controls.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-10-858210-g0001.tif"/>
</fig>
<p>Neurological development at 5 years of age was examined with the Neurodevelopmental Test (NDT) (<xref ref-type="bibr" rid="B32">32</xref>), which is a localized version of the test developed by Bax and Whitmore (<xref ref-type="bibr" rid="B33">33</xref>). It assesses a wide range of neurodevelopmental areas, including perception, motor abilities, and behavior.</p>
<p>The family&#x00027;s socio-economic status (SES) was estimated using the highest level of either parent&#x00027;s occupation at follow-ups at 0, 5, 9, or 16 years. The two lowest-level categories of the original four-level classification were combined due to the small number of subjects in the lowest category. At 9 years, information was collected from the parents regarding special education (targeting reading, spelling, mathematics, speech and language, or any combination of these) provided in collaboration with schools. Education level was defined as the highest completed education level reported by the subject at age 40.</p>
</sec>
<sec>
<title>Attrition</title>
<p>Attrition was analyzed using logistic regression with separate models for five predictors: (1). group membership (risk or control) in the base cohort, (2). gestational age, (3). birth weight, (4). family socioeconomic status (SES, defined as the highest status at 0, 5, 9, or 16 years), and (5). Full-Scale IQ (FSIQ) at 9 years of age, measured by the Finnish version of WISC (<xref ref-type="bibr" rid="B34">34</xref>). To investigate potential differences in attrition patterns between risk and control groups, models 2 to 5 were refitted with group membership as an additional predictor. Regardless of risk status, subjects in the lowest SES category were less likely to participate than those in the highest SES category (OR = 0.35, 95% CI 0.19&#x02013;0.66, <italic>p</italic> = 0.001). Subjects with a higher IQ were more likely to participate regardless of risk status (OR = 1.05 per one IQ point, 95% CI 1.02&#x02013;1.07, <italic>p</italic> &#x0003C; 0.001). Birth weight only predicted participation when risk status was controlled for (OR = 1.10 per 100 g, 95% CI 1.02&#x02013;1.19, <italic>p</italic> &#x0003C;0.021). Exposure to birth risks or gestational age did not predict participation.</p>
</sec>
<sec>
<title>Assessment of General Cognitive Ability and Memory Functions</title>
<p>General cognitive ability at age 9 was assessed by IQ of the Finnish version of WISC (<xref ref-type="bibr" rid="B34">34</xref>) and at age 40 by the FSIQ of the Finnish version of the Wechsler Adult Intelligence Scale&#x02013;Fourth Edition (WAIS-IV) (<xref ref-type="bibr" rid="B35">35</xref>). The FSIQ was calculated from seven subtests: Similarities, Vocabulary (every other item), Information, Block Design, Matrix Reasoning, Digit Span, and Coding. Memory functions were assessed with the Digit Span subtest of WAIS-IV and Logical Memory and Word List subtests of the Finnish version of the Wechsler Memory Scale&#x02013;Third Edition (WMS&#x02013;III) (<xref ref-type="bibr" rid="B36">36</xref>), and the Rey-Osterrieth Complex Figure Test (<xref ref-type="bibr" rid="B37">37</xref>). Neuropsychological tests were completed in one session with the investigators blinded to clinical data.</p>
</sec>
<sec>
<title>Clinical and Neuroradiological Evaluation</title>
<p>Subjects were evaluated neurologically by a neurologist (JL). A total of 122 subjects had also a 1.5 T brain MRI scan, including a T1-weighted sequence, the T2-weighted fluid-attenuated inversion recovery (FLAIR), diffusion imaging, and T2-star weighted angiography (SWAN). Scans were read blindly without any knowledge of clinical data by an experienced specialist of neuroradiology (RV).</p>
</sec>
<sec>
<title>Statistical Analyses</title>
<p>To avoid most violations of assumptions required by traditional parametric methods, we calculated means and bootstrapped confidence intervals with bias correction and acceleration (10,000 resamples) and <italic>p</italic> values with permutation tests (10,000 permutations). The memory tests were analyzed with ANOVA between-by-within models with the different sub-tasks of each test as levels of the within-subjects factor. For the Digit Span test, the different tasks (Digit Span Forward, Digit Span Backward, and Digit Span Sequencing) served as levels of the within-subjects factor. In the remaining tests, the different trials served as levels of the within-subjects factor: the immediate and delayed trial in the Logical Memory test; the four learning trials, the post-interference-list trial, and the delayed-recall trial of the Word List (thus excluding the interference-list trial); and the immediate and delayed reproduction trials of the Complex Figure Test. Pairwise comparisons were also calculated with permutation tests insensitive to departure from normality. <italic>P</italic> values of multiple comparisons were adjusted with Holm&#x00027;s sequential Bonferroni method. The analyses were conducted using the statistics software R (<xref ref-type="bibr" rid="B38">38</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>No differences were found in the categorical background variables (sex, SES, special education received, education level) between the groups (<xref ref-type="table" rid="T1">Table 1</xref>), nor in IQ at age 9 or the age at the time of this study (<xref ref-type="table" rid="T2">Table 2</xref>). However, there was a difference in birth weight and NDT. In pairwise comparisons, the hypoglycemia group had a significantly lower birth weight than all other groups (hypoglycemia vs. hyperglycemia and hypoglycemia vs. controls, <italic>p</italic> &#x0003C; 0.001; hypoglycemia vs. combined risk, <italic>p</italic> = 0.001); no other pairwise comparisons of birth weight were significant. To account for a potential confounding effect of birth weight, it was used as a covariate in the analysis of the memory measures. In pairwise comparisons of the NDT, the hyperglycemia (<italic>p</italic> &#x0003C; 0.001) and combined risk (<italic>p</italic> = 0.005) groups had a higher impairment score than the control group; no other differences were significant.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Categorical variables: sex, education, family socioeconomic status, and incidental findings in adulthood (count and percentage).</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left"><bold>Demographic characteristic</bold></th>
<th valign="top" align="center"><bold>Total</bold><break/><bold>sample (<italic>n</italic> &#x0003D; 132)</bold></th>
<th valign="top" align="center"><bold>Prenatal hyper-</bold><break/><bold>glycemia (<italic>n</italic> &#x0003D; 24)</bold></th>
<th valign="top" align="center"><bold>Perinatal hypo-</bold><break/><bold>glycemia (<italic>n</italic> &#x0003D; 19)</bold></th>
<th valign="top" align="center"><bold>Combined risk</bold><break/><bold>(<italic>n</italic> &#x0003D; 7)</bold></th>
<th valign="top" align="center"><bold>Controls</bold><break/><bold>(<italic>n</italic> &#x0003D;82)</bold></th>
<th valign="top" align="center"><italic><bold>P</bold></italic><bold><xref ref-type="table-fn" rid="TN1e"><sup>e</sup></xref></bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Sex</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">0.595</td>
</tr>
<tr>
<td valign="top" align="left">&#x000A0;&#x000A0;&#x000A0;Female</td>
<td valign="top" align="center">70 (53%)</td>
<td valign="top" align="center">12 (50%)</td>
<td valign="top" align="center">8 (42%)</td>
<td valign="top" align="center">5 (71%)</td>
<td valign="top" align="center">45 (55%)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">&#x000A0;&#x000A0;&#x000A0;Male</td>
<td valign="top" align="center">62 (47%)</td>
<td valign="top" align="center">12 (50%)</td>
<td valign="top" align="center">11 (58%)</td>
<td valign="top" align="center">2 (29%)</td>
<td valign="top" align="center">37 (45%)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Family SES<xref ref-type="table-fn" rid="TN1a"><sup>a</sup></xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">0.264</td>
</tr>
<tr>
<td valign="top" align="left">&#x000A0;&#x000A0;&#x000A0;High</td>
<td valign="top" align="center">54 (41%)</td>
<td valign="top" align="center">8 (33%)</td>
<td valign="top" align="center">8 (42%)</td>
<td valign="top" align="center">1 (14%)</td>
<td valign="top" align="center">37 (45%)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">&#x000A0;&#x000A0;&#x000A0;Middle</td>
<td valign="top" align="center">55 (42%)</td>
<td valign="top" align="center">12 (50%)</td>
<td valign="top" align="center">5 (26%)</td>
<td valign="top" align="center">4 (57%)</td>
<td valign="top" align="center">34 (42%)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">&#x000A0;&#x000A0;&#x000A0;Lower middle and low</td>
<td valign="top" align="center">23 (17%)</td>
<td valign="top" align="center">4 (17%)</td>
<td valign="top" align="center">6 (32%)</td>
<td valign="top" align="center">2 (29%)</td>
<td valign="top" align="center">11 (13%)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">School special education received at 9 years<xref ref-type="table-fn" rid="TN1b"><sup>b</sup></xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">0.257</td>
</tr>
<tr>
<td valign="top" align="left">&#x000A0;&#x000A0;&#x000A0;No</td>
<td valign="top" align="center">73 (64%)</td>
<td valign="top" align="center">11 (58 %)</td>
<td valign="top" align="center">7 (47%)</td>
<td valign="top" align="center">3 (50%)</td>
<td valign="top" align="center">52 (70%)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">&#x000A0;&#x000A0;&#x000A0;Yes</td>
<td valign="top" align="center">41 (36%)</td>
<td valign="top" align="center">8 (42%)</td>
<td valign="top" align="center">8 (53%)</td>
<td valign="top" align="center">3 (50%)</td>
<td valign="top" align="center">22 (30%)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Level of education<break/> completed<xref ref-type="table-fn" rid="TN1c"><sup>c</sup></xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">0.070</td>
</tr>
<tr>
<td valign="top" align="left">&#x000A0;&#x000A0;&#x000A0;Basic education (compulsory, 9 years)</td>
<td valign="top" align="center">7 (5%)</td>
<td valign="top" align="center">1 (4%)</td>
<td valign="top" align="center">4 (21%)</td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">2 (2%)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">&#x000A0;&#x000A0;&#x000A0;Secondary education (typically 12 years)</td>
<td valign="top" align="center">64 (49%)</td>
<td valign="top" align="center">15 (65%)</td>
<td valign="top" align="center">7 (37%)</td>
<td valign="top" align="center">3 (50%)</td>
<td valign="top" align="center">39 (48%)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">&#x000A0;&#x000A0;&#x000A0;Higher education</td>
<td valign="top" align="center">59 (45%)</td>
<td valign="top" align="center">7 (31%)</td>
<td valign="top" align="center">8 (42%)</td>
<td valign="top" align="center">3 (50%)</td>
<td valign="top" align="center">41 (50%)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">MRI incidental findings<xref ref-type="table-fn" rid="TN1d"><sup>d</sup></xref></td>
<td valign="top" align="center">19 (15 %)</td>
<td valign="top" align="center">2 (9 %)</td>
<td valign="top" align="center">3 (18 %)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">14 (18 %)</td>
<td valign="top" align="center">0.722</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>SES, Socioeconomic status</italic>.</p>
<fn id="TN1a"><label>a</label><p><italic>The highest of the values reported when the participant was 0, 5, 9, or 16 years</italic>.</p></fn>
<fn id="TN1b"><label>b</label><p><italic>Self-reported. The value was missing for two participants (1.10%)</italic>.</p></fn>
<fn id="TN1c"><label>c</label><p><italic>Special education data available for 114 cases</italic>.</p></fn>
<fn id="TN1d"><label>d</label><p><italic>MRI data available for 122 cases</italic>.</p></fn>
<fn id="TN1e"><label>e</label><p><italic>Generalization of Fisher&#x00027;s exact test to r &#x000D7;  c contingency tables</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Continuous background variables: birth weight, neurodevelopmental test at 5 years, cognitive performance at 9 years, and age at time of study.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left"><bold>Measure</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Total sample</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Prenatal hyperglycaemia</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Perinatal hypoglycaemia</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Combined risk</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Controls</bold></th>
<th valign="top" align="center"><italic><bold>p</bold></italic><bold><xref ref-type="table-fn" rid="TN2b"><sup>b</sup></xref></bold></th>
</tr>
<tr>
<th/>
<th valign="top" align="center"><italic><bold>n</bold></italic></th>
<th valign="top" align="center"><italic><bold>M</bold></italic><break/><bold>[95% CI]</bold></th>
<th valign="top" align="center"><italic><bold>n</bold></italic></th>
<th valign="top" align="center"><italic><bold>M</bold></italic><break/><bold>[95% CI]</bold></th>
<th valign="top" align="center"><italic><bold>n</bold></italic></th>
<th valign="top" align="center"><italic><bold>M</bold></italic><break/><bold>[95% CI]</bold></th>
<th valign="top" align="center"><italic><bold>n</bold></italic></th>
<th valign="top" align="center"><italic><bold>M</bold></italic><break/><bold>[95% CI]</bold></th>
<th valign="top" align="center"><italic><bold>n</bold></italic></th>
<th valign="top" align="center"><italic><bold>M</bold></italic><break/><bold>[95% CI]</bold></th>
<th/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Birth weight (g)</td>
<td valign="top" align="center">132</td>
<td valign="top" align="center">3,503<break/> [3,410, 3,594]</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">3,769<break/> [3,534, 3,995]</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">2,743<break/> [2,523, 3,006]</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">3,790<break/> [3,436, 3,968]</td>
<td valign="top" align="center">82</td>
<td valign="top" align="center">3,576<break/> [3,502, 3,664]</td>
<td valign="top" align="center">&#x0003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">NDT<xref ref-type="table-fn" rid="TN2a"><sup>a</sup></xref> at age 5</td>
<td valign="top" align="center">71</td>
<td valign="top" align="center">13.7<break/> [11.8, 16.2]</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">17.6<break/> [14.3, 23.2]</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">13.1<break/> [9.7, 17.6]</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">22.7<break/> [13.4, 34.3]</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">9.2<break/> [7.5, 11.3]</td>
<td valign="top" align="center">0.001</td>
</tr>
<tr>
<td valign="top" align="left">IQ at age 9</td>
<td valign="top" align="center">95</td>
<td valign="top" align="center">120.9<break/> [118.5, 123.4]</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">118.1<break/> [112.3, 123.9]</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">119.6<break/> [113.2, 125.3]</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">116.7<break/> [102.5, 131.5]</td>
<td valign="top" align="center">54</td>
<td valign="top" align="center">122.9<break/> [119.7, 126.0]</td>
<td valign="top" align="center">0.349</td>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="center">132</td>
<td valign="top" align="center">41.4<break/> [41.2, 41.6]</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">41.4<break/> [40.9, 41.9]</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">41.1<break/> [40.6, 41.6]</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">42.0<break/> [41.0, 42.7]</td>
<td valign="top" align="center">82</td>
<td valign="top" align="center">41.5<break/> [41.2, 41.7]</td>
<td valign="top" align="center">0.429</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>The confidence intervals are bootstrapped with 10,000 iterations. NDT, Neurodevelopmental Test; IQ, Intelligence Quotient measured by Wechsler Intelligence Scale for Children</italic>.</p>
<fn id="TN2a"><label>a</label><p><italic>Error score</italic>.</p></fn>
<fn id="TN2b"><label>b</label><p><italic>Permutation test with 10,000 permutations</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
<sec>
<title>MRI</title>
<p>No major brain MRI abnormalities were found among the 122/132 subjects imaged, but there were several incidental findings, two of which required referral. Among the 22 hyperglycemic subjects one subject had a right frontal developmental venous malformation and another had megacisterna magna. Among the 17 hypoglycemic subjects, two had microbleeds (1 hemispheral, 1 cerebellar) and one had a developmental venous malformation. No abnormalities were found in the combined risk group (<italic>n</italic> = 5). In the control group there were 14 / 78 subjects with incidental findings (4 microbleeds, 4 developmental venous malformations, 2 arachnoidal cysts, a cavernoma, a colloid cyst, a small meningioma, a cyst of the choroidal fissure, and a hypophyseal macroadenoma). The frequency of incidental findings did not differ between the groups (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
</sec>
<sec>
<title>Memory Domains</title>
<p>There were no significant differences between the groups in FSIQ or any memory test (<xref ref-type="table" rid="T3">Table 3</xref>). However, the group-by-trial interaction was significant in the Digit Span test. This was further examined by pairwise comparisons of the interaction between the groups: the only significant comparison was that between the hypoglycemia and control groups (<italic>p</italic> = 0.022). These groups were compared for each of the three differences between the three trials: after correcting for multiple comparisons, the only significant comparison was in the difference between Digit Span Forward and Digit Span Backward (<italic>p</italic> = 0.002). The group-by-trial interaction in the Digit Span test remained significant after adjusting for the effect of birth weight (<italic>p</italic> = 0.026).</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Means and confidence intervals of the memory tests and results of the group comparison.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left"><bold>Test</bold></th>
<th valign="top" align="center"><bold>Total sample (<italic>n</italic> &#x0003D; 132)</bold></th>
<th valign="top" align="center"><bold>Prenatal hyperglycemia</bold><break/> <bold>(<italic>n</italic> &#x0003D; 24)</bold></th>
<th valign="top" align="center"><bold>Perinatal</bold><break/><bold>hypoglycemia</bold><break/><bold>(<italic>n</italic> &#x0003D; 19)</bold></th>
<th valign="top" align="center"><bold>Combined risk</bold><break/><bold>(<italic>n</italic> &#x0003D; 7)</bold></th>
<th valign="top" align="center"><bold>Controls</bold><break/><bold>(<italic>n</italic> &#x0003D; 82)</bold></th>
<th valign="top" align="center"><bold>Group comparison</bold></th>
<th/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Test</td>
<td valign="top" align="center"><italic><bold>M</bold></italic><break/><bold>[95% CI]</bold></td>
<td valign="top" align="center"><italic><bold>M</bold></italic><break/><bold>[95% CI]</bold></td>
<td valign="top" align="center"><italic><bold>M</bold></italic><break/><bold>[95% CI]</bold></td>
<td valign="top" align="center"><italic><bold>M</bold></italic><break/><bold>[95% CI]</bold></td>
<td valign="top" align="center"><italic><bold>M</bold></italic><break/><bold>[95% CI]</bold></td>
<td valign="top" align="center"><italic>Effect</italic></td>
<td valign="top" align="center"><italic>p<xref ref-type="table-fn" rid="TN3a"><sup>a</sup></xref></italic></td>
</tr>
<tr>
<td valign="top" align="left">FSIQ</td>
<td valign="top" align="center">112.0<break/> [109.0, 114.8]</td>
<td valign="top" align="center">110.0<break/> [102.0, 116.9]</td>
<td valign="top" align="center">108.1<break/> [96.3, 115.6]</td>
<td valign="top" align="center">110.7<break/> [98.3, 121.5]</td>
<td valign="top" align="center">113.6<break/> [110.1, 116.7]</td>
<td valign="top" align="center">Group</td>
<td valign="top" align="center">0.560</td>
</tr>
<tr>
<td valign="top" align="left">Digit Span</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">Group<break/> Task<break/> Group by task</td>
<td valign="top" align="center">0.691 &#x0003C;0.001 0.03</td>
</tr>
<tr>
<td valign="top" align="left">Forward</td>
<td valign="top" align="center">6.4<break/> [6.2, 6.5]</td>
<td valign="top" align="center">6.5<break/> [6.1, 7.0]</td>
<td valign="top" align="center">6.7<break/> [6.3, 7.0]</td>
<td valign="top" align="center">5.7<break/> [5.1, 6.1]</td>
<td valign="top" align="center">6.3<break/> [6.0, 6.5]</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Backward</td>
<td valign="top" align="center">5.6<break/> [5.3, 5.8]</td>
<td valign="top" align="center">5.8<break/> [5.2, 6.2]</td>
<td valign="top" align="center">5.1<break/> [4.5, 5.4]</td>
<td valign="top" align="center">5.1<break/> [4.0, 5.9]</td>
<td valign="top" align="center">5.6<break/> [5.3, 6.0]</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Sequencing</td>
<td valign="top" align="center">6.3<break/> [6.1, 6.6]</td>
<td valign="top" align="center">6.5<break/> [5.9, 7.1]</td>
<td valign="top" align="center">6.4<break/> [5.7, 6.8]</td>
<td valign="top" align="center">6.4<break/> [5.1, 7.1]</td>
<td valign="top" align="center">6.3<break/> [6.0, 6.6]</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Logical Memory</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">Group<break/> Task<break/> Group by task</td>
<td valign="top" align="center">0.470 &#x0003C;0.001 0.811</td>
</tr>
<tr>
<td valign="top" align="left">Immediate</td>
<td valign="top" align="center">15.4<break/> [14.7, 16.1]</td>
<td valign="top" align="center">16.1<break/> [14.4, 17.4]</td>
<td valign="top" align="center">14.4<break/> [11.9, 16.1]</td>
<td valign="top" align="center">14<break/> [12.0, 17.9]</td>
<td valign="top" align="center">15.6<break/> [14.7, 16.4]</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Delayed</td>
<td valign="top" align="center">13.5<break/> [12.8, 14.2]</td>
<td valign="top" align="center">14.0<break/> [12.4, 15.3]</td>
<td valign="top" align="center">12.7<break/> [10.3, 14.3]</td>
<td valign="top" align="center">12.7<break/> [10.1, 16.4]</td>
<td valign="top" align="center">13.6<break/> [12.7, 14.5]</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Word List</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">Group<break/> Task<break/> Group by trial</td>
<td valign="top" align="center">0.862 &#x0003C;0.001 0.824</td>
</tr>
<tr>
<td valign="top" align="left">Trial 1</td>
<td valign="top" align="center">6.0<break/> [5.7, 6.3]</td>
<td valign="top" align="center">5.8<break/> [5.1, 6.3]</td>
<td valign="top" align="center">5.6<break/> [5.1, 6.1]</td>
<td valign="top" align="center">5.7<break/> [4.3, 6.7]</td>
<td valign="top" align="center">6.1<break/> [5.8, 6.5]</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Trial 2</td>
<td valign="top" align="center">8.5<break/> [8.2, 8.8]</td>
<td valign="top" align="center">8.5<break/> [7.8, 9.1]</td>
<td valign="top" align="center">8.3<break/> [7.1, 9.0]</td>
<td valign="top" align="center">8.7<break/> [7.7, 9.3]</td>
<td valign="top" align="center">8.6<break/> [8.1, 9.0]</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Trial 3</td>
<td valign="top" align="center">9.7<break/> [9.4, 10.0]</td>
<td valign="top" align="center">9.8<break/> [9.0, 10.2]</td>
<td valign="top" align="center">9.2<break/> [8.1, 9.8]</td>
<td valign="top" align="center">9.6<break/> [9.0, 10.1]</td>
<td valign="top" align="center">9.8<break/> [9.4, 10.1]</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Trial 4</td>
<td valign="top" align="center">10.2<break/> [9.9, 10.4]</td>
<td valign="top" align="center">10.3<break/> [9.7, 10.7]</td>
<td valign="top" align="center">9.7<break/> [8.8, 10.4]</td>
<td valign="top" align="center">10.6<break/> [9.6, 11.3]</td>
<td valign="top" align="center">10.2<break/> [9.8, 10.5]</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Trial 5</td>
<td valign="top" align="center">8.3<break/> [7.9, 8.7]</td>
<td valign="top" align="center">8.8<break/> [7.7, 9.4]</td>
<td valign="top" align="center">8.0<break/> [6.7, 8.8]</td>
<td valign="top" align="center">9.3<break/> [8.0, 10.0]</td>
<td valign="top" align="center">8.2<break/> [7.7, 8.7]</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Delayed</td>
<td valign="top" align="center">8.0<break/> [7.5, 8.4]</td>
<td valign="top" align="center">8.2<break/> [7.3, 8.9]</td>
<td valign="top" align="center">7.8<break/> [6.4, 8.9]</td>
<td valign="top" align="center">8.7<break/> [7.4, 9.6]</td>
<td valign="top" align="center">7.9<break/> [7.3, 8.4]</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Complex Figure Test</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">Group<break/> Task<break/> Group by task</td>
<td valign="top" align="center">0.776 &#x0003C;0.001 0.847</td>
</tr>
<tr>
<td valign="top" align="left">Copy</td>
<td valign="top" align="center">33.8<break/> [33.3, 34.1]</td>
<td valign="top" align="center">33.7<break/> [32.9, 34.3]</td>
<td valign="top" align="center">33.5<break/> [32.4, 34.3]</td>
<td valign="top" align="center">33.7<break/> [31.9, 35.0]</td>
<td valign="top" align="center">33.8<break/> [33.2, 34.3]</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Immediate</td>
<td valign="top" align="center">23.5<break/> [22.4, 24.6]</td>
<td valign="top" align="center">24.3<break/> [21.1, 26.6]</td>
<td valign="top" align="center">21.9<break/> [19.0, 24.1]</td>
<td valign="top" align="center">22.7<break/> [19.7, 25.3]</td>
<td valign="top" align="center">23.7<break/> [22.2, 25.0]</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Delayed</td>
<td valign="top" align="center">22.6<break/> [21.5, 23.7]</td>
<td valign="top" align="center">23.0<break/> [19.7, 25.4]</td>
<td valign="top" align="center">21.6<break/> [18.4, 24.0]</td>
<td valign="top" align="center">21.7<break/> [18.7, 23.8]</td>
<td valign="top" align="center">22.9<break/> [21.3, 24.2]</td>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TN3a"><label>a</label><p><italic>Permutation test with 10,000 permutations. FSIQ = Full-Scale IQ</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>We did not find significant differences in general intelligence or several memory tests in our small cohort of healthy adults with prenatal hyperglycemia or perinatal hypoglycemia as their single or combined risk. The only finding was a group-by-task interaction on the Digit Span subtests of WAIS-IV related to a larger difference between the Digit Span Forward and Digit Span Backward in the hypoglycemia group compared to the controls. This may indicate difficulty in working memory processing. There were no clinically significant brain MRI findings in any of the groups. Some minor incidental findings were observed in all groups, including controls. There was no difference in the education level of the groups reached by the age of 40.</p>
<sec>
<title>Memory Performance in Prenatal Hyperglycemia</title>
<p>We did not observe associations between prenatal hyperglycemia and memory functioning in adulthood. Two studies report working memory impairment in childhood (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>), and one study on adolescent children reports impairment in a composite memory index (<xref ref-type="bibr" rid="B11">11</xref>). An additional study on infants reports impaired memory, but this finding was based on event-related potential studies and the implications remain uncertain (<xref ref-type="bibr" rid="B39">39</xref>). However, not all studies have found an association between maternal diabetes and childhood memory (<xref ref-type="bibr" rid="B7">7</xref>). It is therefore unclear if no differences in adulthood indicate a problem that has been attenuated by adulthood, or a lack of a problem to begin with.</p>
<p>In comparing the results, several considerations are in order. Most importantly, although our study group is a part of a large cohort, it is undeniably small and has therefore many of the restrictions of a case series. However, we did have the advantage of a control group. There are also other differences between the samples and study designs. Our sample consisted of relatively mild cases because mothers at a significant delivery complication risk, i.e., most mothers with DM1, were not included. However, not all mothers in our sample received treatment for DM, and gestational DM was detected in a delayed manner during pregnancy in many cases. Thus, we lacked individuals resembling participants in a study that reported impaired working memory, in which all participants were born to mothers with poor adherence to treatment of diabetes (<xref ref-type="bibr" rid="B10">10</xref>). Our sample was demographically homogenous and recruited from a single hospital, whereas many studies do not describe the background characteristics in detail, e.g., another recent study (<xref ref-type="bibr" rid="B11">11</xref>) included deliveries in eight different centers but possible center effects were not taken into account. An attrition analysis of our population indicated that participants with a lower IQ were more likely to be lost to follow-up. Attrition was not analyzed in most of the previous studies (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B10">10</xref>), which causes concerns for generalizability.</p>
<p>Previous studies have found an effect of maternal DM on global cognitive function in young adulthood, between 18 and 27 years (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B40">40</xref>). We found no difference in IQ between ODM and subjects with no early risks at the age of 40 in our small cohort. As in the case of memory functions, the discrepancy may be caused by differences between study samples and selection. The previous studies used registry data of pre- and perinatal events. Two studies (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>) included male offspring only, and one (<xref ref-type="bibr" rid="B13">13</xref>) did not address the possible center or area effects, even though the participants were from the whole country of Sweden, and the time span is 20 years, which is a long time considering the rapid developments in diabetes care.</p>
</sec>
<sec>
<title>Memory Performance in Perinatal Hypoglycemia</title>
<p>We found no unequivocal association between perinatal hypoglycemia and memory or global cognitive functioning in adulthood. We did observe an interaction in the subtype of the span task which was due to a difference between the group with perinatal hypoglycemia and the controls. In the hypoglycemia group, the difference between the forward and backward span was larger than in the control group. This may suggest a subtle impairment in verbal working memory associated with neonatal hypoglycemia: the backward-span task requires effortful processing in working memory (<xref ref-type="bibr" rid="B41">41</xref>), and this appears impaired compared to the efficiency of attention measured by the simple forward-span task. The clinical relevance of this finding is unclear and requires larger samples to be verified.</p>
<p>The lack of a more extensive association between perinatal hypoglycemia and memory functioning is in line with two (<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B27">27</xref>) of the previous studies conducted in childhood and adolescence. The most recent study included also measures of spatial working memory and visual paired associate learning at age 9&#x02013;10 (<xref ref-type="bibr" rid="B24">24</xref>). Lower academic achievement at the age of 10 in children with transient perinatal hypoglycemia has been reported in one study (<xref ref-type="bibr" rid="B26">26</xref>), with a considerably higher cutoff value (2.5 mmol/L) than in our study (1.67 mmol/L). Stricter criteria for hypoglycemia were used in the 1970s than in many of the other studies (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B42">42</xref>). It is also uncertain if memory test measurements and academic achievement can be directly compared. In the present study, with the small sample size, no difference was found in the educational level achieved by the age of 40 between the study groups. In sum, while we recognize that severe long-lasting hypoglycemia may have serious consequences, our results support the conclusion that treated perinatal hypoglycemia is not a significant risk for impairment of cognitive functions.</p>
</sec>
<sec>
<title>Memory Performance in Combined Prenatal Hyperglycemia and Perinatal Hypoglycemia</title>
<p>We found no clear association of combined perinatal hyperglycemia and perinatal hypoglycemia with memory functioning in adulthood. Three studies of children of diabetic mothers (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B14">14</xref>) which analyzed perinatal hypoglycemia reported no association with cognitive impairment. In sum, results suggest that the combined effect of perinatal hypoglycemia and hyperglycemia would be no larger than that of prenatal hyperglycemia only.</p>
</sec>
<sec>
<title>Strengths and Limitations</title>
<p>Our study assesses the influence of hyperglycemia (gestational DM) and hypoglycemia more specifically than other studies on this subject, as we did not include subjects who had other birth risks that could affect cognition, e.g., low birth weight, low Apgar score, and hyperbilirubinemia. Another major strength is the prospective longitudinal design. As the participants have been followed up from birth to adulthood, we were able to verify clinically and radiologically that the subjects did not have concomitant neurological or cognitive disorders. The prospective design also allowed for analysis of attrition quantifying the sampling bias. Although our sample was biased toward participants with a higher level of cognitive functioning, there is no indication that the magnitude of the difference would be dissimilar in the different groups.</p>
<p>Another strength of this study is the use of robust resampling methods, which are more powerful than non-parametric rank-based methods. These robust methods enable more accurate analyses than normality-based methods, which are sensitive to violations of assumptions in small and unequal samples. Violations lead especially to a risk of false positive results.</p>
<p>An undeniable limitation is the small size of the groups. In that respect the study can be considered a case series, although the initial cohort of the longitudinal follow-up was sizeable. The data collected in childhood regarding cognitive performance, family environment and special education provided was incomplete which hampers longitudinal multivariate analyses. The robust statistical methods that we employed should reduce some of the problems related to small samples, i.e., loss of power and the risk of false positive results. Nevertheless, these methods cannot completely remedy the problems of statistical inference when groups are small and unequal in numbers. The results need to be interpreted with caution.</p>
</sec>
</sec>
<sec id="s5">
<title>Summary and Conclusions</title>
<p>We found no indication that either maternal DM or perinatal hypoglycemia associate with clinically relevant global cognitive impairment, memory impairment, or brain MRI changes in adulthood. Subtle differences in working memory processing were found associated with perinatal hypoglycemia but they were not linked with cognitive impairment in this small cohort, and their significance needs to be verified with a larger sample.</p>
</sec>
<sec sec-type="data-availability" id="s6">
<title>Data Availability Statement</title>
<p>The datasets presented in this article are not readily available because restrictions apply to the data. The ethics review board decision demands confidentiality. Pseudonymized data are available to a qualified investigator from the corresponding author. Requests to access the datasets should be directed to LH, <email>laura.hokkanen&#x00040;helsinki.fi</email>.</p>
</sec>
<sec id="s7">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by the Ethical Review Board of the Helsinki and Uusimaa Hospital District. The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s8">
<title>Author Contributions</title>
<p>IJ collected data, carried out the analyses, drafted the initial manuscript, and reviewed and revised the manuscript. JLa, LH, and MV conceptualized and designed the study, coordinated and supervised data collection, collected data, and critically reviewed the manuscript for important intellectual content. JLi carried out the analyses, reviewed, and revised the manuscript. EL, AT-H, and NS collected data, reviewed, and revised the manuscript. RV analyzed, interpreted data, reviewed, and revised the manuscript. All authors approved the final manuscript as submitted and agree to be accountable for all aspects of the work.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The Finnish Cultural Foundation, P&#x000E4;ivikki and Sakari Sohlberg Foundation, and Finnish Brain Foundation (IJ); Juho Vainio Foundation (IJ and LH); Social Insurance Institution of Finland (Kela), the Diabetes Research Foundation, Jalmari and Rauha Ahokas Foundation, Yrj&#x000F6; Jahnsson Foundation, and Signe and Ane Gyllenberg Foundation (LH). Helsinki University Library provided funding for the open access publication.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x00027;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ack><p>We thank Katarina Michelsson, M.D., for her farsightedness in establishing the study cohort and executing the first study waves.</p>
</ack>
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