

, Ebba Hamann3*
, Evelyn A. Huhn1, Karen Forbes4, Pia Roser5, Marie-Therese Weiser-Fuchs3, Anna M. Dieberger3, Bence Csapo3, Barbara Obermayer-Pietsch6, Mireille N.M. van Poppel7,8, Herbert Fluhr3, Evelyn Jantscher-Krenn3,8,9

1Department of Obstetrics and Fetal Medicine, Glycoimmunology Research Group, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
2Junior Research Center for Reproduction: Sexual and Reproductive Health in Overweight and Obesity (SRHOO), Hamburg, Germany
3Department of Obstetrics and Gynecology, Medical University of Graz, Graz, Austria
4Leeds Institute of Cardiovascular and Metabolic Medicine, Faculty of Medicine and Health, University of Leeds, Leeds, UK
5Obesity Center/Department of Endocrinology and Diabetology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
6Division of Endocrinology and Diabetology, Department of Internal Medicine and Department of Obstetrics and Gynecology, Endocrinology Lab Platform, Medical University of Graz, Graz, Austria
7Department of Human Movement Science, Sport and Health, University of Graz, Graz, Austria
8BioTechMed-Graz, Graz, Austria
9Research Unit Early Life Determinants (ELiD), Medical University of Graz, Graz, Austria
Department of Obstetrics and Fetal Medicine, Glycoimmunology Research Group, University Medical Center Hamburg-Eppendorf, Martinistraße 52, D-20246 Hamburg, Germany E-mail: s.blois@uke.de
Department of Obstetrics and Gynecology, Medical University of Graz, Auenbruggerplatz 14/2, 8036, Graz, Austria E-mail: evelyn.jantscher-krenn@medunigraz.at Copyright © 2026 Korean Diabetes Association
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
CONFLICTS OF INTEREST
No potential conflict of interest relevant to this article was reported.
AUTHOR CONTRIBUTIONS
Conception or design: H.F., E.J.K., S.M.B.
Acquisition, analysis, or interpretation of data: M.G.G., E.H., E.A.H., P.R., M.T.W.F., B.C., B.O.P., M.N.M.P.
Drafting the work or revising: all authors.
Final approval of the manuscript: all authors.
FUNDING
This research project was supported by the Deutsche Forschungsgemeinschaft (DFG) through grants BL1115/4-1, Heisenberg Program (BL1115/3-1; BL1115/7-1 and BL1115/11-1) and Heike Wolfgang Mühlbauer Stiftung to Sandra M. Blois. Karen Forbes and Sandra M. Blois have received funding from University of Leeds (UoL) and Universität Hamburg (UHH) through the SWEETTALK project. In addition, the project was funded by the Federal Ministry of Research, Technology and Space (Bundesministerium für Forschung, Technologie und Raumfahrt [BMFTR]) as part of the Junior Research Center for Reproduction: Sexual and Reproductive Health in Overweight and Obesity (SRHOO) under the funding code 01GR2302. This research was funded in part by the Austrian Science Fund (FWF) (Grant-DOI 10.55776/KLI784). For open access purposes, the author has applied a CC BY public copyright license to any author accepted manuscript version arising from this submission. The research leading to these results has received funding from the People Programme (Marie Curie Actions) of the European Union’s Seventh Framework Programme FP7/200-2013/under grant agreement number 627056. The responsibility for the content of this publication lies with the authors.
ACKNOWLEDGMENTS
We would like to thank T. Andreas and E. Kittmann from the Blois Lab at UKE for their excellent technical assistance in supporting the generation of this work. Fig. 1 was created with BioRender.com.
| Cohorts feature | LR (n=91) | HR (n=60) |
|---|---|---|
| Age, yr | 35.1±4.3 | 30.4±4.7 |
| Pre-pregnant BMI, kg/m2, median (IQR) | 22.7 (20.4–25.4) | 32.1 (30.2–35.0)a |
| Weight | ||
| Normal weight (BMI <25 kg/m2) | 68 (74.7) | 0c |
| Overweight (BMI 25–29.9 kg/m2) | 16 (17.6) | 12 (20) |
| Obesity (BMI ≥30 kg/m2) | 7 (7.7) | 48 (80)c |
| Ethnicity | ||
| Caucasian | 90 (98.9) | 28 (46.7) |
| Non-Caucasian | 1 (1.1) | 29 (48.3) |
| Unknown | 0 | 3 (5) |
| GDM | 5 (5.5) | 12 (20)b |
| Gestational week at sampling, median (IQR) | 25 (24–25) | 25 (24–25) |
| Newborn | ||
| Birthweight, g, median (range) | 3,357 (2,100–4,594) | 3,360 (2,530–4,800) |
| Sex | ||
| Male | 30 (33.0) | 28 (46.7) |
| Female | 54 (59.3) | 32 (53.3) |
| Unknown | 7 (7.7) | 0 |
Values are presented as mean±standard deviation or number (%) unless otherwise indicated.
LR, low-risk; HR, high-risk; BMI, body mass index; IQR, interquartile range; GDM, gestational diabetes.
a P<0.0001 analyzed by Mann-Whitney test, and
b P<0.05,
c P<0.0001 analyzed by chi-square test compared to LR cohort.
| Cohorts feature | LR (n=91) | HR (n=60) |
|---|---|---|
| Glucose, mmol/L | ||
| Fasting | 4.3 (4.1–4.4) | 4.8 (4.4–5.1)a |
| 1 hour | 6.7 (5.6–7.7) | 7.4 (6.2–8.7) |
| 2 hours | 5.7 (4.8–6.5) | 6.4 (5.7–7.2) |
| Insulin, pmol/L | ||
| Fasting | 53.4 (37.5–70.8) | 100.8 (70.1–131.0)a |
| 1 hour | 426.1 (316.5–676.7) | 740.3 (483.3–954.9) |
| 2 hours | 349.1 (245.7–444.2) | 554.4 (360.8–986.9) |
| C-peptide, nmol/L | ||
| Fasting | 0.36 (0.28–0.44) | 0.55 (0.42–0.68)a |
| 1 hour | 2.04 (1.67–2.53) | 2.26 (1.55–2.85) |
| 2 hours | 1.80 (1.50–2.30) | 2.39 (1.59–3.16) |
| Matsuda | 6.59 (4.72–8.55) | 3.14 (2.18–4.40)a |
| HOMA-IR | 1.42 (1.04–2.05) | 3.04 (2.08–4.08)a |
|
Model 1 |
Model 2 |
|||
|---|---|---|---|---|
| Beta (95% CI) | P value | Beta (95% CI) | P value | |
| gal-1 | ||||
| Cohort (LR vs. HR) | –1.41 (–3.58 to 0.76) | 0.202 | 0.68 (–2.02 to 3.39) | 0.618 |
| Pre-pregnant BMI | - | - | 0.18 (0.01 to 0.35) | 0.039a |
| LR | - | - | –0.04 (–0.29 to 0.21) | 0.759 |
| HR | - | - | 0.39 (0.17 to 0.62) | 0.001a |
| Matsuda index | - | - | –0.24 (–0.53 to 0.05) | 0.097 |
| GDM (no vs. yes) | - | - | –1.21 (–3.89 to 1.48) | 0.375 |
| gal-3 | ||||
| Cohort (LR vs. HR) | –3.12 (–3.75 to –2.48) | <0.001a | –2.60 (–3.40 to –1.81) | <0.001a |
| Pre-pregnant BMI | - | - | 0.07 (0.02 to 0.12) | 0.009a |
| Matsuda index | - | - | 0.12 (0.04 to 0.20) | 0.006a |
| GDM (no vs. yes) | - | - | 0.60 (–0.19 to 1.38) | 0.135 |
| gal-7 (ln) | ||||
| Cohort (LR vs. HR) | 0.31 (–0.41 to 1.02) | 0.392 | 0.59 (–0.39 to 1.56) | 0.238 |
| Pre-pregnant BMI | - | - | 0.03 (–0.04 to 0.09) | 0.388 |
| Matsuda index | - | - | –0.01 (–0.11 to 0.08) | 0.766 |
| GDM (no vs. yes) | - | - | –0.12 (–1.04 to 0.80) | 0.799 |
| gal-9 (ln) | ||||
| Cohort (LR vs. HR) | –0.74 (–0.90 to –0.57) | <0.001a | –0.55 (–0.75 to –0.34) | <0.001a |
| Pre-pregnant BMI | - | - | 0.02 (0.01 to 0.04) | 0.002a |
| Matsuda index | - | - | 0.01 (–0.01 to 0.04) | 0.216 |
| GDM (no vs. yes) | - | - | 0.07 (–0.13 to 0.28) | 0.486 |
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| Cohorts feature | LR (n=91) | HR (n=60) |
|---|---|---|
| Age, yr | 35.1±4.3 | 30.4±4.7 |
| Pre-pregnant BMI, kg/m2, median (IQR) | 22.7 (20.4–25.4) | 32.1 (30.2–35.0) |
| Weight | ||
| Normal weight (BMI <25 kg/m2) | 68 (74.7) | 0 |
| Overweight (BMI 25–29.9 kg/m2) | 16 (17.6) | 12 (20) |
| Obesity (BMI ≥30 kg/m2) | 7 (7.7) | 48 (80) |
| Ethnicity | ||
| Caucasian | 90 (98.9) | 28 (46.7) |
| Non-Caucasian | 1 (1.1) | 29 (48.3) |
| Unknown | 0 | 3 (5) |
| GDM | 5 (5.5) | 12 (20) |
| Gestational week at sampling, median (IQR) | 25 (24–25) | 25 (24–25) |
| Newborn | ||
| Birthweight, g, median (range) | 3,357 (2,100–4,594) | 3,360 (2,530–4,800) |
| Sex | ||
| Male | 30 (33.0) | 28 (46.7) |
| Female | 54 (59.3) | 32 (53.3) |
| Unknown | 7 (7.7) | 0 |
| Cohorts feature | LR (n=91) | HR (n=60) |
|---|---|---|
| Glucose, mmol/L | ||
| Fasting | 4.3 (4.1–4.4) | 4.8 (4.4–5.1) |
| 1 hour | 6.7 (5.6–7.7) | 7.4 (6.2–8.7) |
| 2 hours | 5.7 (4.8–6.5) | 6.4 (5.7–7.2) |
| Insulin, pmol/L | ||
| Fasting | 53.4 (37.5–70.8) | 100.8 (70.1–131.0) |
| 1 hour | 426.1 (316.5–676.7) | 740.3 (483.3–954.9) |
| 2 hours | 349.1 (245.7–444.2) | 554.4 (360.8–986.9) |
| C-peptide, nmol/L | ||
| Fasting | 0.36 (0.28–0.44) | 0.55 (0.42–0.68) |
| 1 hour | 2.04 (1.67–2.53) | 2.26 (1.55–2.85) |
| 2 hours | 1.80 (1.50–2.30) | 2.39 (1.59–3.16) |
| Matsuda | 6.59 (4.72–8.55) | 3.14 (2.18–4.40) |
| HOMA-IR | 1.42 (1.04–2.05) | 3.04 (2.08–4.08) |
| Model 1 |
Model 2 |
|||
|---|---|---|---|---|
| Beta (95% CI) | P value | Beta (95% CI) | P value | |
| gal-1 | ||||
| Cohort (LR vs. HR) | –1.41 (–3.58 to 0.76) | 0.202 | 0.68 (–2.02 to 3.39) | 0.618 |
| Pre-pregnant BMI | - | - | 0.18 (0.01 to 0.35) | 0.039 |
| LR | - | - | –0.04 (–0.29 to 0.21) | 0.759 |
| HR | - | - | 0.39 (0.17 to 0.62) | 0.001 |
| Matsuda index | - | - | –0.24 (–0.53 to 0.05) | 0.097 |
| GDM (no vs. yes) | - | - | –1.21 (–3.89 to 1.48) | 0.375 |
| gal-3 | ||||
| Cohort (LR vs. HR) | –3.12 (–3.75 to –2.48) | <0.001 |
–2.60 (–3.40 to –1.81) | <0.001 |
| Pre-pregnant BMI | - | - | 0.07 (0.02 to 0.12) | 0.009 |
| Matsuda index | - | - | 0.12 (0.04 to 0.20) | 0.006 |
| GDM (no vs. yes) | - | - | 0.60 (–0.19 to 1.38) | 0.135 |
| gal-7 (ln) | ||||
| Cohort (LR vs. HR) | 0.31 (–0.41 to 1.02) | 0.392 | 0.59 (–0.39 to 1.56) | 0.238 |
| Pre-pregnant BMI | - | - | 0.03 (–0.04 to 0.09) | 0.388 |
| Matsuda index | - | - | –0.01 (–0.11 to 0.08) | 0.766 |
| GDM (no vs. yes) | - | - | –0.12 (–1.04 to 0.80) | 0.799 |
| gal-9 (ln) | ||||
| Cohort (LR vs. HR) | –0.74 (–0.90 to –0.57) | <0.001 |
–0.55 (–0.75 to –0.34) | <0.001 |
| Pre-pregnant BMI | - | - | 0.02 (0.01 to 0.04) | 0.002 |
| Matsuda index | - | - | 0.01 (–0.01 to 0.04) | 0.216 |
| GDM (no vs. yes) | - | - | 0.07 (–0.13 to 0.28) | 0.486 |
Values are presented as mean±standard deviation or number (%) unless otherwise indicated. LR, low-risk; HR, high-risk; BMI, body mass index; IQR, interquartile range; GDM, gestational diabetes.
Values are presented as median (interquartile range). LR, low-risk; HR, high-risk; HOMA-IR, homeostasis model assessment for insulin resistance.
Models were adjusted for maternal age, ethnicity, and smoking. CI, confidence interval; gal, galectin; LR, low-risk; HR, high-risk; BMI, body mass index; GDM, gestational diabetes; ln, natural logarithm. Statistical significance.
