Chronic high-fat diet in fathers programs β-cell dysfunction in female rat offspring
Open accessAbstract
The global prevalence of obesity is increasing across most ages in both sexes. This is contributing to the early emergence of type 2 diabetes and its related epidemic. Having either parent obese is an independent risk factor for childhood obesity. Although the detrimental impacts of diet-induced maternal obesity on adiposity and metabolism in offspring are well established, the extent of any contribution of obese fathers is unclear, particularly the role of non-genetic factors in the causal pathway. Here we show that paternal high-fat-diet (HFD) exposure programs β-cell 'dysfunction' in rat F(1) female offspring. Chronic HFD consumption in Sprague-Dawley fathers induced increased body weight, adiposity, impaired glucose tolerance and insulin sensitivity. Relative to controls, their female offspring had an early onset of impaired insulin secretion and glucose tolerance that worsened with time, and normal adiposity. Paternal HFD altered the expression of 642 pancreatic islet genes in adult female offspring (P < 0.01); genes belonged to 13 functional clusters, including cation and ATP binding, cytoskeleton and intracellular transport. Broader pathway analysis of 2,492 genes differentially expressed (P < 0.05) demonstrated involvement of calcium-, MAPK- and Wnt-signalling pathways, apoptosis and the cell cycle. Hypomethylation of the Il13ra2 gene, which showed the highest fold difference in expression (1.76-fold increase), was demonstrated. This is the first report in mammals of non-genetic, intergenerational transmission of metabolic sequelae of a HFD from father to offspring.
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This suggests a paternal transmission of metabolic risk independent of maternal environment.
“This suggested a paternal transmission of metabolic risk independent of maternal environment [178].”
From Maternal Overnutrition and Fetal Programming: Long-Term Metabolic, Cognitive, and Epigenetic Consequences (2026) · cites this paper as [178]
Parental health and diet, not only during pregnancy but also prior to conception, play a crucial role in shaping disease susceptibility across generations.
“The concept of transgenerational inheritance thus expands the traditional view of fetal programming, emphasizing that parental health and diet—not only during pregnancy but also prior to conception—play a crucial role in shaping disease susceptibility across generations [73,169,175,177,178,179].”
From Maternal Overnutrition and Fetal Programming: Long-Term Metabolic, Cognitive, and Epigenetic Consequences (2026) · cites this paper as [178]
Both maternal and paternal nutritional environments before and during conception can profoundly influence offspring metabolic programming through heritable epigenetic mechanisms.
“Together, these findings demonstrate that both maternal and paternal nutritional environments before and during conception can profoundly influence offspring metabolic programming through heritable epigenetic mechanisms.”
From Maternal Overnutrition and Fetal Programming: Long-Term Metabolic, Cognitive, and Epigenetic Consequences (2026) · cites this paper as [178]
Male mice fed an HFD developed obesity, insulin resistance, and hepatic steatosis, and when mated with control-fed females, their female offspring exhibited impaired glucose tolerance and a reduction in pancreatic β-cell mass, despite normal body weight.
“Ng et al., who showed that male mice fed an HFD developed obesity, insulin resistance, and hepatic steatosis, and when mated with control-fed females, their female offspring exhibited impaired glucose tolerance and a reduction in pancreatic β-cell mass, despite normal body weight.”
From Maternal Overnutrition and Fetal Programming: Long-Term Metabolic, Cognitive, and Epigenetic Consequences (2026) · cites this paper as [178]
Cites
DAVID: Database for Annotation, Visualization, and Integrated Discovery
Dennis, G., Sherman, B. T., Hosack, D. A., Yang, J., Gao, W., Lane, H. C., & Lempicki, R. A. (2003) · Genome Biology · doi:10.1186/gb-2003-4-5-p3 · Cited by 9,327 · see citing works
Wang, Z., & Thurmond, D. C. (2009) · Journal of Cell Science · doi:10.1242/jcs.034355 · Cited by 386 · see citing works
Relationship of Adolescent Polycystic Ovary Syndrome to Parental Metabolic Syndrome
Leibel, N. I., Baumann, E. E., Kocherginsky, M., & Rosenfield, R. L. (2006) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2005-1707 · Cited by 118 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Inflammatory links between obesity and metabolic disease
Lumeng, C. N., & Saltiel, A. R. (2011) · Journal of Clinical Investigation · doi:10.1172/jci57132 · Cited by 2,319 · see citing works
Advances in epigenetics link genetics to the environment and disease
Cavalli, G., & Heard, E. (2019) · Nature · doi:10.1038/s41586-019-1411-0 · Cited by 1,509 · see citing works
Sperm tsRNAs contribute to intergenerational inheritance of an acquired metabolic disorder
Chen, Q., Yan, M., Cao, Z., Li, X., Zhang, Y., Shi, J., Feng, G.-H., Peng, H., Zhang, X., Zhang, Y., et al. (2016) · Science · doi:10.1126/science.aad7977 · Cited by 1,470 · see citing works
Parental olfactory experience influences behavior and neural structure in subsequent generations
Dias, B. G., & Ressler, K. J. (2014) · Nature Neuroscience · doi:10.1038/nn.3594 · Cited by 1,338 · see citing works
Origins of lifetime health around the time of conception: causes and consequences
Fleming, T. P., Watkins, A. J., Velazquez, M. A., Mathers, J. C., Prentice, A. M., Stephenson, J., Barker, M., Saffery, R., Yajnik, C. S., Eckert, J. J., et al. (2018) · The Lancet · doi:10.1016/s0140-6736(18)30312-x · Cited by 1,147 · see citing works
Early Developmental Conditioning of Later Health and Disease: Physiology or Pathophysiology?
Hanson, M. A., & Gluckman, P. D. (2014) · Physiological Reviews · doi:10.1152/physrev.00029.2013 · Cited by 1,188 · see citing works
The Dynamics of Genome-wide DNA Methylation Reprogramming in Mouse Primordial Germ Cells
Seisenberger, S., Andrews, S., Krueger, F., Arand, J., Walter, J., Santos, F., Popp, C., Thienpont, B., Dean, W., & Reik, W. (2012) · Molecular Cell · doi:10.1016/j.molcel.2012.11.001 · Cited by 973 · see citing works
Rodgers, A. B., Morgan, C. P., Bronson, S. L., Revello, S., & Bale, T. L. (2013) · The Journal of Neuroscience · doi:10.1523/jneurosci.0914-13.2013 · Cited by 814 · see citing works
Obesity Pathogenesis: An Endocrine Society Scientific Statement
Schwartz, M. W., Seeley, R. J., Zeltser, L. M., Drewnowski, A., Ravussin, E., Redman, L. M., & Leibel, R. L. (2017) · Endocrine Reviews · doi:10.1210/er.2017-00111 · Cited by 727 · see citing works
Transgenerational epigenetic inheritance of longevity in Caenorhabditis elegans
Greer, E. L., Maures, T. J., Ucar, D., Hauswirth, A. G., Mancini, E., Lim, J. P., Benayoun, B. A., Shi, Y., & Brunet, A. (2011) · Nature · doi:10.1038/nature10572 · Cited by 660 · see citing works
Fullston, T., Teague, E. M. C. O., Palmer, N. O., DeBlasio, M. J., Mitchell, M., Corbett, M., Print, C. G., Owens, J. A., & Lane, M. (2013) · The FASEB Journal · doi:10.1096/fj.12-224048 · Cited by 600 · see citing works
Self-citationEpigenetic inheritance of acquired traits through sperm RNAs and sperm RNA modifications
Chen, Q., Yan, W., & Duan, E. (2016) · Nature Reviews Genetics · doi:10.1038/nrg.2016.106 · Cited by 576 · see citing works
Relton, C. L., & Davey Smith, G. (2012) · International Journal of Epidemiology · doi:10.1093/ije/dyr233 · Cited by 567 · see citing works
Intergenerational and transgenerational epigenetic inheritance in animals
Perez, M. F., & Lehner, B. (2019) · Nature Cell Biology · doi:10.1038/s41556-018-0242-9 · Cited by 528 · see citing works
Disruption of histone methylation in developing sperm impairs offspring health transgenerationally
Siklenka, K., Erkek, S., Godmann, M., Lambrot, R., McGraw, S., Lafleur, C., Cohen, T., Xia, J., Suderman, M., Hallett, M., et al. (2015) · Science · doi:10.1126/science.aab2006 · Cited by 521 · see citing works
Dayeh, T., Volkov, P., Salö, S., Hall, E., Nilsson, E., Olsson, A. H., Kirkpatrick, C. L., Wollheim, C. B., Eliasson, L., Rönn, T., et al. (2014) · PLoS Genetics · doi:10.1371/journal.pgen.1004160 · Cited by 523 · see citing works
Epigenetic and transgenerational reprogramming of brain development
Bale, T. L. (2015) · Nature Reviews Neuroscience · doi:10.1038/nrn3818 · Cited by 505 · see citing works
Salas-Huetos, A., Bulló, M., & Salas-Salvadó, J. (2017) · Human Reproduction Update · doi:10.1093/humupd/dmx006 · Cited by 491 · see citing works
Transgenerational effects of prenatal exposure to the 1944–45 Dutch famine
Veenendaal, M., Painter, R., de Rooij, Sr., Bossuyt, P., van der Post, J., Gluckman, P., Hanson, M., & Roseboom, T. (2013) · BJOG: An International Journal of Obstetrics & Gynaecology · doi:10.1111/1471-0528.12136 · Cited by 477 · see citing works
Transgenerational transmission of environmental information in <i>C. elegans</i>
Klosin, A., Casas, E., Hidalgo-Carcedo, C., Vavouri, T., & Lehner, B. (2017) · Science · doi:10.1126/science.aah6412 · Cited by 456 · see citing works
Paternal Diet Defines Offspring Chromatin State and Intergenerational Obesity
Öst, A., Lempradl, A., Casas, E., Weigert, M., Tiko, T., Deniz, M., Pantano, L., Boenisch, U., Itskov, P. M., Stoeckius, M., et al. (2014) · Cell · doi:10.1016/j.cell.2014.11.005 · Cited by 406 · see citing works
Volkmar, M., Dedeurwaerder, S., Cunha, D. A., Ndlovu, M. N., Defrance, M., Deplus, R., Calonne, E., Volkmar, U., Igoillo‐Esteve, M., Naamane, N., et al. (2012) · The EMBO Journal · doi:10.1038/emboj.2011.503 · Cited by 420 · see citing works
“…induced intrauterine growth retardation as well as nutrient restriction during pregnancy in rats have been shown to result in development of T2D in offspring (Inoue et al , 2009) while chronic high-fat diet in fathers programs b -cell dysfunction in female rat offspring (Ng et al , 2010).”
de Castro Barbosa, T., Ingerslev, L. R., Alm, P. S., Versteyhe, S., Massart, J., Rasmussen, M., Donkin, I., Sjögren, R., Mudry, J. M., Vetterli, L., et al. (2016) · Molecular Metabolism · doi:10.1016/j.molmet.2015.12.002 · Cited by 417 · see citing works
Self-citationImpact of obesity on male fertility, sperm function and molecular composition
Palmer, N. O., Bakos, H. W., Fullston, T., & Lane, M. (2012) · Spermatogenesis · doi:10.4161/spmg.21362 · Cited by 403 · see citing works
Epigenetic germline inheritance of diet-induced obesity and insulin resistance
Huypens, P., Sass, S., Wu, M., Dyckhoff, D., Tschöp, M., Theis, F., Marschall, S., de Angelis, M. H., & Beckers, J. (2016) · Nature Genetics · doi:10.1038/ng.3527 · Cited by 366 · see citing works
Transgenerational Inheritance of an Acquired Small RNA-Based Antiviral Response in C. elegans
Rechavi, O., Minevich, G., & Hobert, O. (2011) · Cell · doi:10.1016/j.cell.2011.10.042 · Cited by 351 · see citing works
Gabory, A., Roseboom, T. J., Moore, T., Moore, L. G., & Junien, C. (2013) · Biology of Sex Differences · doi:10.1186/2042-6410-4-5 · Cited by 344 · see citing works
Inheritance of Stress-Induced, ATF-2-Dependent Epigenetic Change
Seong, K.-H., Li, D., Shimizu, H., Nakamura, R., & Ishii, S. (2011) · Cell · doi:10.1016/j.cell.2011.05.029 · Cited by 322 · see citing works
Pembrey, M., Saffery, R., Bygren, L. O., & Network in Epigenetic Epidemiology (2014) · Journal of Medical Genetics · doi:10.1136/jmedgenet-2014-102577 · Cited by 325 · see citing works
Daddy Issues: Paternal Effects on Phenotype
Rando, O. J. (2012) · Cell · doi:10.1016/j.cell.2012.10.020 · Cited by 292 · see citing works
Yang, B. T., Dayeh, T. A., Volkov, P. A., Kirkpatrick, C. L., Malmgren, S., Jing, X., Renström, E., Wollheim, C. B., Nitert, M. D., & Ling, C. (2012) · Molecular Endocrinology · doi:10.1210/me.2012-1004 · Cited by 301 · see citing works
Multigenerational epigenetic adaptation of the hepatic wound-healing response
Zeybel, M., Hardy, T., Wong, Y. K., Mathers, J. C., Fox, C. R., Gackowska, A., Oakley, F., Burt, A. D., Wilson, C. L., Anstee, Q. M., et al. (2012) · Nature Medicine · doi:10.1038/nm.2893 · Cited by 279 · see citing works
Nongenetic inheritance and transgenerational epigenetics
Szyf, M. (2015) · Trends in Molecular Medicine · doi:10.1016/j.molmed.2014.12.004 · Cited by 238 · see citing works
Short, A. K., Fennell, K. A., Perreau, V. M., Fox, A., O’Bryan, M. K., Kim, J. H., Bredy, T. W., Pang, T. Y., & Hannan, A. J. (2016) · Translational Psychiatry · doi:10.1038/tp.2016.109 · Cited by 230 · see citing works
The sperm epigenome and potential implications for the developing embryo
Jenkins, T. G., & Carrell, D. T. (2012) · Reproduction · doi:10.1530/rep-11-0450 · Cited by 232 · see citing works
Epigenetics in male reproduction: effect of paternal diet on sperm quality and offspring health
Schagdarsurengin, U., & Steger, K. (2016) · Nature Reviews Urology · doi:10.1038/nrurol.2016.157 · Cited by 222 · see citing works
Griñán-Ferré, C., Bellver-Sanchis, A., Izquierdo, V., Corpas, R., Roig-Soriano, J., Chillón, M., Andres-Lacueva, C., Somogyvári, M., Sőti, C., Sanfeliu, C., et al. (2021) · Ageing Research Reviews · doi:10.1016/j.arr.2021.101271 · Cited by 208 · see citing works
The role of diet and exercise in the transgenerational epigenetic landscape of T2DM
Barrès, R., & Zierath, J. R. (2016) · Nature Reviews Endocrinology · doi:10.1038/nrendo.2016.87 · Cited by 198 · see citing works
Short, A. K., Yeshurun, S., Powell, R., Perreau, V. M., Fox, A., Kim, J. H., Pang, T. Y., & Hannan, A. J. (2017) · Translational Psychiatry · doi:10.1038/tp.2017.82 · Cited by 166 · see citing works
DNA methylation in metabolic disorders
Barres, R., & Zierath, J. R. (2011) · The American Journal of Clinical Nutrition · doi:10.3945/ajcn.110.001933 · Cited by 174 · see citing works
Ahlqvist, E., Ahluwalia, T. S., & Groop, L. (2011) · Clinical Chemistry · doi:10.1373/clinchem.2010.157016 · Cited by 166 · see citing works
Bouret, S., Levin, B. E., & Ozanne, S. E. (2015) · Physiological Reviews · doi:10.1152/physrev.00007.2014 · Cited by 157 · see citing works
Paternal Influences on Offspring Development: Behavioural and Epigenetic Pathways
Braun, K., & Champagne, F. A. (2014) · Journal of Neuroendocrinology · doi:10.1111/jne.12174 · Cited by 157 · see citing works
Nutritional modifications in male infertility: a systematic review covering 2 decades
Giahi, L., Mohammadmoradi, S., Javidan, A., & Sadeghi, M. R. (2016) · Nutrition Reviews · doi:10.1093/nutrit/nuv059 · Cited by 149 · see citing works
Epigenetic flexibility in metabolic regulation: disease cause and prevention
Kirchner, H., Osler, M. E., Krook, A., & Zierath, J. R. (2013) · Trends in Cell Biology · doi:10.1016/j.tcb.2012.11.008 · Cited by 143 · see citing works
Sex differences underlying pancreatic islet biology and its dysfunction
Gannon, M., Kulkarni, R. N., Tse, H. M., & Mauvais-Jarvis, F. (2018) · Molecular Metabolism · doi:10.1016/j.molmet.2018.05.017 · Cited by 133 · see citing works
Epigenetic programming, early life nutrition and the risk of metabolic disease
Block, T., & El-Osta, A. (2017) · Atherosclerosis · doi:10.1016/j.atherosclerosis.2017.09.003 · Cited by 130 · see citing works
Lifetime stress experience: Transgenerational epigenetics and germ cell programming
Bale, T. L. (2014) · Dialogues in Clinical Neuroscience · doi:10.31887/dcns.2014.16.3/tbale · Cited by 129 · see citing works
Early-Life Origins of Type 2 Diabetes: Fetal Programming of the Beta-Cell Mass
Portha, B., Chavey, A., & Movassat, J. (2011) · Experimental Diabetes Research · doi:10.1155/2011/105076 · Cited by 127 · see citing works
Yeshurun, S., & Hannan, A. J. (2019) · Molecular Psychiatry · doi:10.1038/s41380-018-0039-z · Cited by 121 · see citing works
Maternal exercise improves insulin sensitivity in mature rat offspring
CARTER, L. G., QI, N. R., CABO, R. D., & PEARSON, K. J. (2013) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0b013e31827de953 · Cited by 121 · see citing works
Cedernaes, J., Schiöth, H. B., & Benedict, C. (2015) · Diabetes · doi:10.2337/db14-1475 · Cited by 103 · see citing works
Genetics of human longevity within an eco-evolutionary nature-nurture framework
Giuliani, C., Garagnani, P., & Franceschi, C. (2018) · Circulation Research · doi:10.1161/circresaha.118.312562 · Cited by 92 · see citing works
Molecular Nutrition Research—The Modern Way Of Performing Nutritional Science
Norheim, F., Gjelstad, I., Hjorth, M., Vinknes, K., Langleite, T., Holen, T., Jensen, J., Dalen, K., Karlsen, A., Kielland, A., et al. (2012) · Nutrients · doi:10.3390/nu4121898 · Cited by 83 · see citing works
A guide to designing germline-dependent epigenetic inheritance experiments in mammals
Bohacek, J., & Mansuy, I. M. (2017) · Nature Methods · doi:10.1038/nmeth.4181 · Cited by 80 · see citing works
Ding, Y., Li, J., Liu, S., Zhang, L., Xiao, H., Li, J., Chen, H., Petersen, R. B., Huang, K., & Zheng, L. (2014) · International Journal of Obesity · doi:10.1038/ijo.2013.98 · Cited by 76 · see citing works
Schuebel, K., Gitik, M., Domschke, K., & Goldman, D. (2016) · International Journal of Neuropsychopharmacology · doi:10.1093/ijnp/pyw058 · Cited by 75 · see citing works
Reither, E. N., Olshansky, S. J., & Yang, Y. (2011) · Health Affairs · doi:10.1377/hlthaff.2011.0092 · Cited by 69 · see citing works
Yeshurun, S., Short, A. K., Bredy, T. W., Pang, T. Y., & Hannan, A. J. (2017) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2016.11.013 · Cited by 60 · see citing works
Pang, T. Y., Short, A. K., Bredy, T. W., & Hannan, A. J. (2017) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2017.02.007 · Cited by 61 · see citing works
Prentice, S. (2017) · Frontiers in Immunology · doi:10.3389/fimmu.2017.01641 · Cited by 52 · see citing works
DNA methylation in epigenetic inheritance of metabolic diseases through the male germ line
Illum, L. R. H., Bak, S. T., Lund, S., & Nielsen, A. L. (2018) · Journal of Molecular Endocrinology · doi:10.1530/jme-17-0189 · Cited by 51 · see citing works
Of 'junk food' and 'brain food': how parental diet influences offspring neurobiology and behaviour
Bodden, C., Hannan, A. J., & Reichelt, A. C. (2021) · Trends in Endocrinology & Metabolism · doi:10.1016/j.tem.2021.04.001 · Cited by 36 · see citing works
Guerrero-Bosagna, C. (2020) · Seminars in Cell & Developmental Biology · doi:10.1016/j.semcdb.2019.07.006 · Cited by 26 · see citing works
Biology or Behavior: Which Is the Strongest Contributor to Weight Gain?
Byrne, N. M., & Hills, A. P. (2013) · Current Obesity Reports · doi:10.1007/s13679-012-0040-9 · Cited by 13 · see citing works
Effects of nicotine and stress exposure across generations in C57BL/6 mice
Yohn, N. L., Caruso, M. J., & Blendy, J. A. (2019) · Stress · doi:10.1080/10253890.2018.1532991 · Cited by 13 · see citing works
Schiera, G., Macajone, G., Volpes, S., Greco, L., Di Liegro, C. M., Serio, G., Caradonna, F., & Naselli, F. (2026) · Cells · doi:10.3390/cells15040366 · Cited by 8 · see citing works
Guo, T., Hu, Z., Bao, L., Cao, Y., Chu, Z., Wang, M., Li, Y., & Luo, F. (2025) · Frontiers in Nutrition · doi:10.3389/fnut.2025.1680793 · Cited by 7 · see citing works
- Authors
- Ng, S.-F., Lin, R. C. Y., Laybutt, D. R., Barres, R., Owens, J. A., & Morris, M. J.
- Affiliations
- UNSW Sydney (AU)
- Garvan Institute of Medical Research (AU)
- The University of Adelaide (AU)
- Corresponding author
- Morris, Margaret J.
- Venue
- Nature
- Published
- 2010-10
- Volume
- 467
- Issue
- 7318
- Pages
- 963-966
- ISSN
- 0028-0836 (ISSN-L)
- 1476-4687
- OpenAlex
- W2130597092
- Cited by
- 1,327
- References
- 3
- Citations by year
- 2026: 30 · 2025: 43 · 2024: 58 · 2023: 54 · 2022: 70 · 2021: 68 · 2020: 109 · 2019: 81 · 2018: 95 · 2017: 98 · 2016: 96 · 2015: 121 · 2014: 126 · 2013: 92 · 2012: 107
- FWCI
- 80.75
- Type
- journal article
- Language
- en
- Open access
- green
- handle.unsw.edu.au
- Licence
- cc-by-nc-nd
- www.springer.com/tdm (tdm)
- Locations
- Nature (publishedVersion)
- PubMed (publishedVersion)
- Research at the University of Copenhagen (University of Copenhagen) (publishedVersion)
- UNSWorks (UNSW Sydney) (submittedVersion, cc-by-nc-nd)
- Adelaide Research & Scholarship (AR&S) (University of Adelaide) (submittedVersion)
- UNSWorks (University of New South Wales, Sydney, Australia) (submittedVersion, cc-by-nc-nd)
- Topics
- Health Sciences › Medicine › Pediatrics, Perinatology and Child Health › Birth, Development, and Health
- Health Sciences › Medicine › Surgery › Pancreatic function and diabetes
- Health Sciences › Medicine › Reproductive Medicine › Sperm and Testicular Function
- Keywords
- intergenerational epigenetic inheritance, beta-cell dysfunction, impaired insulin secretion, impaired glucose tolerance, type 2 diabetes, childhood obesity, calcium signaling, MAPK signaling, Wnt signaling, apoptosis, male obesity
- MeSH terms
- Insulin Secretion, Adenosine Triphosphate, Aging, Animals, Body Weight, Cations, Cell Cycle, Cytoskeleton, Diabetes Mellitus, Type 2, Diet, Dietary Fats, Fathers, Female, Gene Expression Regulation, Glucose, Glucose Tolerance Test, Homeostasis, Insulin, Litter Size, Male, Obesity, Signal Transduction, Rats, Sprague-Dawley, Apoptosis, Glucose Intolerance, Paternal Exposure, DNA Methylation, Gene Expression Profiling, Epigenesis, Genetic, Adiposity, Insulin-Secreting Cells, Rats
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