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Cerebral organoids and their potential for studies of brain diseases in domestic animals
Veterinary Research volume 52, Article number: 65 (2021)
The brain is a complex organ and any model for studying it in its normal and pathological aspects becomes a tool of choice for neuroscientists. The mastering and dissemination of protocols allowing brain organoids development have paved the way for a whole range of new studies in the field of brain development, modeling of neurodegenerative or neurodevelopmental diseases, understanding tumors as well as infectious diseases that affect the brain. While studies are so far limited to the use of human cerebral organoids, there is a growing interest in having similar models in other species. This review presents what is currently developed in this field, with a particular focus on the potential of cerebral organoids for studying neuro-infectious diseases in human and domestic animals.
Introduction: the brain, a complex organ
The brain is a complex organ and its access is delicate both during development and post-natal life of individuals, in all species. Reconstituting the development of this highly complex organ is a major challenge in neuroscience.
Embryonic development is a unique morphological process, with precise spatiotemporal control of the establishment of complex structures. In humans, the brain is the organ for which this process is the longest, slowest, and most complex. The neural tube is formed from a simple pseudostratified epithelial sheet, known as the neuroepithelium. It then extends and differentiates to give rise to the different parts of the central nervous system (CNS), including the anterior brain, which will generate, in mammals, the cortical hemispheres and striatum. The neural induction process begins on day 12 of gestation, with the establishment of the primitive line. Then, neurogenesis is initiated from week 8 of gestation and the first synaptic connections are established from weeks 11 to 12 . Glial cells appear later: astrocytes and oligodendrocytes are detected from weeks 13 and 19, respectively, and the process of myelination does not begin until after birth. These observations illustrate the difficulty of recapitulating all the differentiation and maturation stages of this tissue which is particularly complex in its architecture and cellular interactions.
The initial mechanisms of formation of the neuroepithelium, neural tube, and cerebral vesicles are conserved in all vertebrates. They ultimately lead to the same basic architecture of the different parts of the brain (hindbrain, midbrain, and forebrain) in all vertebrates. The development of the forebrain is, however, more specific to mammals, although its volume and relative weight varies greatly between species. The significant enlargement of the frontal cortex is a specificity of primates, with an hyper-development in humans [2, 3].
Comparison of the brain structures of different mammalian species is usually performed between rodents, non-human primates (NHP) and humans. It is more rare with other large mammals although several magnetic resonance imaging (MRI) studies and brain atlas have been published for pig [4, 5], bovine , ovine [7, 8] and horse . The encephalization quotient (EQ) and cerebellar quotient (CQ) parameters, defined as theoretical ratio between observed and expected total brain size (or cerebellum size for the CQ) at a given body mass  allowed to compare the size of mammalian brains in various species, including those of domestic animals [6, 11]. The similarities in the development of the human and pig brains is particularly interesting as it makes it possible to provide models that are more accessible than non-human primates (NHP). This interest has in fact been underlined by various authors “pigs have a large, gyrencephalic brain that can be studied using clinical MRI scanners/protocols. Pigs are less complex than non-human primates thus satisfying the “replacement” principle of animal research”  and also that “the large increase in brain volume in the postnatal period is similar to that of human neonates and suggests pigs can be used to investigate brain development” . Of note, a recent study on NudE Neurodevelopment Protein 1 (NDE1) gene-whose protein is involved in dynein function and whose mutations are associated with human microhydrancephaly and lissencephaly-showed that a human-linked alternate terminal exon could be responsible for the appearance of gyri in mammals, including in pigs and bovine .
Some studies have focused on the brain of domestic animals (or on its sub-structures: hypothalamus, substantia nigra, sculum, cerebellum…), including bovine [6, 14], ovine [7, 15, 16], horse [9, 17] and pigs [18,19,20,21]. These studies are mainly focused on the description of innervation systems, distribution of specific neurotransmitters [22, 23] and functional connectivity . Recently, the original report on the “restoration of vascular dilatory and glial inflammatory responses, spontaneous synaptic activity, and active cerebral metabolism in the absence of global electrocorticographic activity” in 4 h post-mortem pig brain emphasizes the importance of the pig model for innovative studies that explore new experimental and ethical ways of considering death .
At the molecular level, transcriptomic and proteomic analyses have also provided comparisons of gene and protein expression profiles between humans and different animal species [26, 27]. One study demonstrated that the composition of neurons and glial cells varies in pigs depending on the species . Recently, the development of brain organoids from macaque and chimpanzee pluripotent stem cells (PSCs) have allowed the identification of certain aspects of the specificity of humans and great apes by comparative analysis at the single-cell level [28, 29]. The development and maturation of cortical structures is slower and more complex in the human model, although the gene activation and signaling pathways appeared generally well conserved between humans and non-human primates (NHP). For domestic animals, studies comparing the profiles of receptors for growth factors and cytokines in human, mouse and pig brains, such as performed by Sjöstedt et al. , can serve as a basis for the development of brain organoids in pigs. The precise identification of developmental signaling pathways will be a key element in obtaining the most structured and functional organoids, as it has been demonstrated in human.
Cerebral organoid: an organ-like in vitro model that recapitulates key features of developmental brain
Coming mainly from three areas of research, stem cells, cell culture engineering and developmental biology, organoids are defined as self-organized three-dimensional biological systems recapitulating the structure and cell types of the organs they aim to mimic as well as some of their functions. The most significant advances in the development of cerebral organoids were made with the pioneering work of Lancaster et al. in 2013 [30,31,32]. Their work was based on the following principle: human embryonic or induced pluripotent stem cells (iPSCs) are induced in the neural pathway in a controlled manner. Then the structure is allowed to self-organize and differentiate into a multilayered lamellar organoid similar to that observed during the development of the CNS. These first studies highlighted the need to follow a multistep protocol with various growing conditions. Aggregates were either maintained in the presence of Matrigel, a matrix that keeps the organoid in suspension and avoids polarization and attachment, or grown as free-floating structures. Suspending these drops in a stirred bioreactor allowed the maintenance of their development for several weeks. A diverse set of markers of proliferation and differentiation, including early progenitor markers such as SOX2, PAX6, TBR1, NESTIN and later expressed neural markers such as TUJ1, MAP2, CTIP2, SATB2, etc.., were used to verify the stage of differentiation of the growing organoids. More importantly, as the “human brain development exhibits a unique progenitor zone organization” i.e. the original presence of the outer subventricular zone (OSVZ) typical of the human and NHP neocortex [33, 34], it was concluded that the observed 3D structure of those cerebral organoids could recapitulate at least some aspects of the human early cortical development . As patterning cues were identified, it was also possible to obtain cerebral organoids representative of different brain areas, including the forebrain, midbrain, and hypothalamus, described by Qian’s protocols . Subsequently, several other approaches and techniques have allowed to reproduce more regions of the human brain . All of these protocols follow similar steps with the first consisting of aggregated cells (formation of embryoid body (EB)-like structures), a second one with a primary induction into the neuroectoderm lineage, and a third one with the growth and amplification of the organoid followed by a phase of maturation that could vary from a few weeks to several months. Cerebral organoids may thus be generated either in a spontaneous (unguided) or a more controlled (guided) manner. This is illustrated in Figure 1, for cortical organoids as an example with the analysis of different markers during the maturation process (Figure 2). Various steps and changes in growth culture media, with specificity at each step, are shown. Growth factors and culture conditions are the main levers of action for controlling the specifications of the generated structures, with for example the absence of Vitamin A in the first steps and its presence for maturation ones (Figure 1). Addition of specific inhibitors of the WNT (IWR1e) and TGFβ (SB431242) pathways are often used for obtaining dorsally patterned forebrain organoids [37, 38], whereas inhibition of WNT (with IWP2) and activation of the Hedgehog pathway (with Activates Smoothened—SMO chemicals) allowed to obtain ventrally patterned forebrain organoid . A non-exhaustive list, as synthetized and exemplified by Qian et al. , includes the unguided first cortical organoids [30, 31] and the same guided ones [30, 37], the cerebral cortex organoids , the various telencephalic structures , the cerebellum structures , the forebrain organoids [35, 42], the choroid plexus-like organoids , the hippocampus structure [35, 43], the midbrain organoid , the anterior pituitary organoid , the dorsal and ventral organoid [39, 46] and the recent choroid plexus- cerebrospinal fluid organoid (ChP-CSF) that mimics the CNS barrier . The most recent advances have focused on assembloids which consist of either mixing/fusing dorsal and ventral forebrains  or mixing human medial ganglionic eminence (MGE) with cortical organoid, the latter one being used for modeling human interneuron migration .
Importantly, transcriptomic analyses have demonstrated that the various and numerous cell types found in the brain were also identified in the human 3D in vitro structures . Acquisition of diversity was shown to be progressive and, over a period of 6 months of culture, most cell types were found to be related to the reference tissue. Single-cell RNA sequencing further revealed that human cerebral organoids recapitulated remarkably well the gene expression program activated during the development of the human fetal neocortex [38, 49, 50].
Another important feature of brain organoids is the demonstration of their functionality. For example, the typical interkinetic nuclear movement (a periodic movement of the cell nucleus in phase with cell-cycle progression which is observed in proliferative progenitors engaged in differentiation during cortical development) and electrical activities were observed in 3D cerebral organoids [51,52,53]. Oscillations were established and maintained beyond 25 weeks of culture and were detected by multi-electrode array recording. The authors reported that the electrical activity was similar to that recorded in a premature fetal brain .
Taken together, these recent reports established that numerous morphotypes present in the human brain are also found in the 3D structures and that standardized protocols allow reproducibility and robustness of the differentiation process in vitro, including in the long term [36, 47, 48].
Biological issues addressed by cerebral organoids
Because of their organ-like features, human cerebral organoids are highly valuable in vitro models that are increasingly used for studies on neurodevelopment, disease modeling (e.g., neurodegenerative diseases, infectious diseases, cancer), toxicity and drug testing [54, 55]. Compared to 2D models, they have several advantages. The cell-to-cell communication and extracellular matrix, which are essential to respond to the environment and to transfer information from one cell to another and which play an important role in physiological processes, are more faithfully modeled. They also present a high diversity in neural population that is not encountered in 2D models. Today, they are the closest in vitro model of the human brain. They have assisted in the understanding of several neurological diseases: those of embryonic origin such as autism [42, 56, 57], genetic or viral-induced microencephaly [30, 35, 58], lissencephaly and Miller-Dieker syndrome [59, 60], but also those of the aging brain such as Parkinson’s disease [61,62,63], Alzheimer’s disease , stroke [65, 66] and brain tumors such as glioblastomas [67,68,69]. They are also expected to be more predictive for drug development. Indeed, while 2D models are easier to handle and have been largely used for drug discovery, they have also been shown to be of low predictive value, as they led to a high level of failure in clinical assays.
Human cerebral organoids for the study of neurotropic infectious diseases
Another application for human brain organoids that is currently expanding and which may be translated to the veterinary sciences concerns the study of infectious diseases and host–pathogen interactions . Cerebral organoids showed their high potential when the Zika virus emerged in South America in 2016 and was declared a public health emergency by the World Health Organization because of its possible association with multiple cases of microcephaly in newborns . Studies using cerebral organoids have been used to demonstrate the causal role of the Zika virus in this devastating disease and to elucidate the mechanisms that lead to neurogenesis impairment [35, 72]. Brain organoids have also been used to test drugs to prevent or treat infection . These works have paved the way for studies of other viruses that are involved in neurodevelopmental diseases, such as the human cytomegalovirus (hCMV), and possibly the Borna disease virus for which an alteration in neurogenesis was shown in a 2D in vitro model [74, 75]. Human CMV infection has recently been modeled using brain organoids and developmental alterations, that are comparable to those observed in hCMV clinical samples, have been described, demonstrating the utility of this model for further investigation . Studies of neurotropic viruses are not restricted to those impairing neurodevelopment. They can be extended to viruses, or more generally to pathogens or infectious proteins, that are responsible for encephalitis or other neurological diseases. Indeed, the cellular heterogeneity of the 3D structures, which comprise different types of neurons, including dopaminergic, glutamatergic, and GABAergic neurons, as well as neural progenitor and glial cells, allows studies that aim at understanding neuropathogenic mechanisms in the more mature brain. Such studies were performed with the Japanese encephalitis virus (JEV), an encephalitic flavivirus transmitted by mosquitoes which is responsible for more than 70 000 human cases each year with more than 10 000 fatalities. It is so far poorly understood why the outcome of JEV infection is more severe in children than in adults, but answers may come from modeling the infection with brain organoids. A first study has indeed given some clues, revealing a preferential tropism for radial glia and astrocytes and a weaker antiviral response in the youngest organoids compared to older one . Another example is given by the recent modeling of the herpes simplex virus 1 (HSV1) infection in brain organoids, allowing studies of the virus trafficking through the complex neural tissue structure, the processes of latency and reactivation that can be established in organoids [78, 79] and the role of the virus as a facilitating agent of Alzheimer disease. Interestingly, HSV1 infection in both 2D and 3D in vitro models derived from iPSCs showed that infection led to the deposit of amyloid β42 aggregates, supporting the hypothesis that HSV1 may be involved in the occurrence of Alzheimer disease [78,79,80]. However, in 2D cells, aggregates were observed in infected cells whereas they were present only in non-infected cells in the 3D model. This showed differences that have strong implication for understanding the neuropathology of this infection, leading the authors to consider that the 3D model may be more relevant for studies aiming at understanding the role of HSV1 as a facilitating factor of Alzheimer disease.
Brain organoids may also be used to determine whether a virus has neurotropic properties. This is a question that has been raised for the novel severe acute respiratory syndrome coronavirus 2, responsible for the current coronavirus disease pandemic [81,82,83,84]. This question appears to be of dramatic importance as understanding whether the neurological symptoms observed in some of the infected patients are due to inflammatory process or by the virus entering the cerebral parenchyma will determine the most appropriate therapy. Viruses are not the only neurotropic pathogens which can take advantage of cerebral organoids. Great advances in the study of human prion diseases is also expected in the future thanks to their use. Modeling human prion propagation and disease has indeed been highly challenging so far as cell lines were not capable of generating PrPres, the infectious form of the cellular prion protein (PrPc). Interestingly, not only the generation of organoids using iPSCs derived from patients carrying a mutation in the PrPc gene, which predisposed them to prion disease, allowed the modeling of certain pathological changes [85, 86], but modeling the generation and propagation of infectious prion was achieved using 5-months old cerebral organoids . As diverse brain regions with specific neuronal population (dorsal and ventral forebrain, cerebellum, etc.…) can be generated using corresponding patterning cues [36, 39, 46], it will now be possible to question the mechanisms by which prion strains specifically target certain neuronal population, a question that is so far unresolved and which can be extended to numerous viruses which, like prions strains, infect specific neuronal population. So far, cerebral organoids were used for modeling only a few of the hundred viruses and other infectious agents that are capable of invading the human brain and for which a better understanding of their pathogenic actions is necessary to develop therapeutic drugs that will prevent or limit the irreversible damage they induce in the brain. One can extrapolate that, in the near future, more virologists will collaborate with neuroscientists who have developed brain organoids and will benefit from this highly innovative tool to both improve our understanding of brain–virus interactions and to test antiviral and neuroprotective drugs.
What is the situation in domestic animals?
Cerebral organoids are so far restricted to primate and rodent species. As neurological diseases and neurotropic infection, affect domestic animals and since data obtained with one species are not fully transposable to another one, cerebral organoids specific to domestic animals will be useful for veterinary research. They may also be highly informative for developmental biology. Developing them will request robust and plastic PSCs. These cells have already been generated from many domestic species [87, 88], including chickens [89,90,91], rabbits [92, 93], sheep and cattle [94,95,96], pigs [97,98,99,100], dogs , and horses [102, 103], however, they sometimes appear less robust than murine and human PSCs. Nevertheless, progress has been made and reports with recently developed PSCs from horses , dogs , pigs  and bovine  show an improved plasticity and therefore open new perspectives. More details on their isolation and properties will not be given here as they are already presented and discussed in the introductive chapter of this issue .
Below, we will give an overview of the zoonotic and non-zoonotic neurotropic viral infection which affect domestic animals and for which studies using cerebral organoids may be useful. Next, we will give few examples of specific questions that could be tackled using them.
Neurotropic viruses affecting domestic animals belong to many families and genera, including Lyssavirus, Flavivirus, Alphavirus, Bunyavirus, etc. They are summarized in Table 1. The rabies virus, which belongs to the Lyssavirus genus, is probably the most well-known of the neurotropic viruses. It is capable of infecting all mammals, but dogs, wild carnivores, and bats are considered its natural reservoirs. Notably, bats are the natural reservoir of at least 12 of the 14 identified species of Lyssavirus . In 99% of cases, the transmission to humans occurs through dogs. It induces an acute and progressive encephalitis, with almost 100% lethality . The vesicular stomatitis virus is another lyssavirus that affects pigs, cattle, and horses in the Western hemisphere. It is rarely zoonotic but infection in children has been described . The Flaviviruses of the Flaviviridae family form another genus that comprises many neurotropic viruses. They induce encephalitis in humans and horses (West Nile virus, Japanese encephalitis virus, Saint-Louis encephalitis virus, Murray Valley encephalitis virus…) or sheep (Louping Ill virus) . Louping Ill-induced encephalitis are however rare in humans . Alphaviruses and bornaviruses also comprise neurotropic viruses that can cause serious diseases in both humans and horses . The former genus includes the Eastern, Western, and Venezuelan equine encephalitis viruses, and the latter includes the mammalian 1 orthobornavirus . The henipaviruses, whose emergence occurred in the 1990s, also cause encephalitis in humans and animals with very high fatality rates in both of them. The Nipah virus and Hendra virus target pigs and horses, respectively. Humans are infected either directly from bats (their natural reservoir) or by contact with infected pigs and horses (their amplifying host) [112, 113]. Among the non-zoonotic viruses, the Schmallenberg virus, a Bunyavirus transmitted by Culicoides vectors, appeared in Germany in 2001, affecting ruminants (mainly bovine, but also sheep, goats, and wild ruminants). It induces neurological damage such as blindness, ataxia, paralysis, and sometimes convulsions and can also cause severe deformations of the calf brain during development . The equine herpes virus 1 is distributed worldwide and is responsible for myeloencephalopathy in horses  and the porcine hemagglutinating encephalomyelitis virus is a coronavirus that induces encephalomyelitis in piglets under 3 weeks old .
The main economic losses induced by viruses in domestic animals are not due to neurological disorders with the noticeable exception of horses which are strongly affected by numerous neurotropic viruses, including Eastern, Western and Venezuelan equine encephalitis viruses in North and South America .
Among all species affected by neurotropic infection, horses may be the most appropriate for the development of cerebral organoid. First, because the capacity to differentiate into the neural lineage and to generate neurons have already been shown for equine iPSCs . Second, because horses drive economical and affective issues that attract the funding necessary for this research and third, because numerous viruses affect the equine brain . In addition, horses suffer from neurological diseases of non-infectious etiologies , which will also benefit from this novel in vitro approach. Similar research developed in human organoids, aimed at understanding key cellular and molecular drivers of the pathobiology and at developing therapeutic drugs is expected. Importantly, as many viruses targeting the equine brain are zoonotic, research on human and equine cerebral organoids infected by the same viruses will drive knowledge on cellular signaling pathways that are either similar or on the contrary specific to each species. This may lead to the development of drugs usable in both species. Development of ovine cerebral organoids is also highly attractive, as this will allow studies aiming at understanding the mechanisms of propagation of atypical scrapie for which there is, so far, no in vitro model available. In particular, it may help to understand why the ARR/ARR ovine genotype, which is highly resistant to classical scrapie is, on the contrary, sensitive to atypical scrapie. As cerebral organoids of human origin have shown their strong potential for propagating infectious prions known to be highly difficult to propagate in other in vitro models, it is expected that propagation of ovine prion will also be possible. This will bring new knowledge on ovine prion diseases that are under strong genetic control of the prion PRNP gene. Pet domestic animals will also greatly benefit from the use of cerebral organoid. Dogs for example, are subjected to brain diseases such as cognitive deficits that are similar to Alzheimer disease in humans  and brain tumors , for which there is currently no cure. Modeling these diseases in canine cerebral organoids, as it was performed for similar human diseases, is expected to help understanding the species-specificities and to test and develop new therapeutics.
These are a few examples of many questions that can be tackled using cerebral organoids from domestic animals. Veterinary research will thus take advantage of this new technology to address questions that are specific to animal diseases. Importantly, this will also allow to diminish the use of animals, complying with the 3Rs. The research costs will also considerably decrease as maintaining large animals for long periods, a necessity for brain diseases studies, is highly expensive compared to in vitro cultures. Finally, the proximity of certain animal brain diseases with human diseases may allow veterinary research to benefit human research, and conversely, in a One Health spirit.
Future and limits of cerebral organoids
The complexity and processes of brain development have been extensively studied in humans, NHPs and ferrets  but little is known in domestic animals. However, as we mentioned it previously, comparative studies have demonstrated a strong proximity of brain structures in different mammal species, suggesting that similar cellular and molecular mechanisms underlie cerebral development in mammals. It can thus be hypothesized that protocols developed to obtain human brain organoids could be transposed to domestic species. Such transposition was already shown to be successful for pigs, rabbits and bovine intestinal organoids . As also mentioned, PSCs have been generated from many animal species [87, 88, 104]. The pluripotency and differentiation properties of some of the reprogrammed cells in these species are, however, not similar to those of mouse and human models. In other words, many of these cells are imperfectly reprogrammed and cannot fully engage in the differentiation pathways, with the exception of those reported in horses (for which accurate differentiation and infection by Flaviviruses have been reported) , in dogs  and those recently isolated in pigs  and bovine . One can hope that, in the future, the development of more reprogrammed cells with improved plastic properties of differentiation will be available to generate brain organoids in the different species of interest. This would allow to question the neuropathogenic mechanisms of viruses in domestic animal models that are physiologically relevant and would be highly beneficial for veterinary research.
Recently developed in humans, cerebral organoids constitute a powerful and exciting tool that can be used for various applications from disease modeling to drug testing. The latest developments, such as the constitution of assembloids (brain structures generated independently and interconnected), which allow to follow the neural dynamics of the interactions between different brain areas [39, 124,125,126]), mimicking the in vivo interconnections [48, 127] will increase their value further. However, cerebral organoids also have limitations. The brain is associated closely with the vascular system and mimicking the blood–brain barrier remains a challenge that needs to be resolved [47, 128, 129]. The first organoid vascularization assays during transplant experiments in rodent brains are underway and demonstrate the possibility of integrating these structures with preexisting organs . However, despite the rapid and impressive progress, the complex and complete physiology of the brain is still imperfectly mimicked, in particular with the absence of microglia, in the models developed currently .
Finally, in humans, the ethical dimension of cerebral organoids should be considered, especially with regards to the origin of cells, the consent of patients, and to the new ways of screening and identifying associated disorders that these new structures can produce. The notion of consciousness must also be posed for human organoids, as electrical activity similar to that observed in second-semester fetuses has been shown and as more mature wiring may be developed with the generation of assembloids [132,133,134]. For animals, the ethical dimension is clearly different since consent of patients for obtaining the cells to be reprogrammed is not an issue. Importantly, the accessibility to organoids will undoubtedly leads to a reduction in the use of animals in experimental protocols, satisfying the 3R rule. This will certainly be a major driven force for conducting researches aiming at improving animals PSCs and developing organoids.
The availability of human PSCs (ESCs and iPSCs) and the development of protocols that allow the generation of 3D structures with some of the brain’s functionalities have led to human cerebral organoids which became an indispensable tool in neuroscience. Veterinary research is however not as advanced. Despite the generation of iPSCs in different species, their weak quality and lack of plasticity has so far been insufficient for the development of cerebral organoids. The recent progress in the generation of new PSCs with improved differentiation potential has however raised hope for their effective development in domestic animal species. Drug discovery for animal brain diseases, especially infectious diseases, will greatly benefit from this innovation.
Central nervous system
Embryonic stem cells
Induced pluripotent stem cells
Pluripotent stem cells
Silbereis JC, Pochareddy S, Zhu Y, Li M, Sestan N (2016) The cellular and molecular landscapes of the developing human central nervous system. Neuron 89:248–268. https://doi.org/10.1016/j.neuron.2015.12.008
Herculano-Houzel S (2011) Brains matter, bodies maybe not: the case for examining neuron numbers irrespective of body size. Ann NY Acad Sci 1225:191–199. https://doi.org/10.1111/j.1749-6632.2011.05976.x
Herculano-Houzel S (2012) The remarkable, yet not extraordinary, human brain as a scaled-up primate brain and its associated cost. Proc Natl Acad Sci USA 109:10661–10668
Conrad MS, Dilger RN, Nickolls A, Johnson RW (2021) Magnetic resonance imaging of the neonatal piglet brain. Pediatr Res 71:179–184. https://doi.org/10.1038/pr.2011.21
Conrad MS, Sutton BP, Dilger RN, Johnson RW (2014) An in vivo three-dimensional magnetic resonance imaging-based averaged brain collection of the neonatal piglet (Sus scrofa). PLoS One 9:e107650. https://doi.org/10.1371/journal.pone.0107650
Ballarin C, Povinelli M, Granato A, Panin M, Corain L, Peruffo A, Cozzi B (2016) The brain of the domestic Bos taurus: weight, encephalization and cerebellar quotients, and comparison with other domestic and wild cetartiodactyla. PLoS One 11:e0154580. https://doi.org/10.1371/journal.pone.0154580
Liyanage KA, Steward C, Moffat BA, Opie NL, Rind GS, John SE, Ronayne S, May CN, O’Brien TJ, Milne ME, Oxley TJ (2016) Development and implementation of a corriedale ovine brain atlas for use in atlas-based segmentation. PLoS One 11:e0155974. https://doi.org/10.1371/journal.pone.0155974
Salouci M, Engelen V, Gyan M, Antoine N, Jacqmot O, Mignon Y, Kirschvink N, Gabriel A (2012) Development of Purkinje cells in the ovine brain. Anat Histol Embryol 41:227–232. https://doi.org/10.1111/j.1439-0264.2011.01127.x
Schmidt MJ, Knemeyer C, Heinsen H (2019) Neuroanatomy of the equine brain as revealed by high-field (3Tesla) magnetic-resonance-imaging. PLoS One 14:e0213814. https://doi.org/10.1371/journal.pone.0213814
Jerison HJ (1977) The theory of encephalisation. Ann N Y Acad Sci 299:146–160
Steinhausen C, Zehl L, Haas-Rioth M, Morcinek K, Walkowiak W, Huggenberger S (2016) Multivariate meta-analysis of brain-mass correlations in eutherian mammals. Front Neuroanat 10:91. https://doi.org/10.3389/fnana.2016.00091
Conrad MS, Dilger RN, Johnson RW (2012) Brain growth of the domestic pig (Sus scrofa) from 2 to 24 weeks of age: a longitudinal MRI study. Dev Neurosci 34:291–298. https://doi.org/10.1159/000339311
Soto-Perez J, Baumgartner M, Kanadia RN (2020) Role of NDE1 in the development and evolution of the gyrified cortex. Front Neurosci 14:617513. https://doi.org/10.3389/fnins.2020.617513
Peruffo A, Cozzi B (2014) Bovine brain: an in vitro translational model in developmental neuroscience and neurodegenerative research. Front Pediatr 2:74. https://doi.org/10.3389/fped.2014.00074
Murray SJ, Black BL, Reid SJ, Rudiger SR, Simon Bawden C, Snell RG, Waldvogel HJ, Faull RLM (2019) Chemical neuroanatomy of the substantia nigra in the ovine brain. J Chem Neuroanat 97:43–56. https://doi.org/10.1016/j.jchemneu.2019.01.007
John SE, Lovell TJH, Opie NL, Wilson S, Scordas TC, Wong YT, Rind GS, Ronayne S, Bauquier SH, May CN, Grayden DB, O’Brien TJ, Oxley TJ (2017) The ovine motor cortex: a review of functional mapping and cytoarchitecture. Neurosci Biobehav Rev 80:306–315. https://doi.org/10.1016/j.neubiorev.2017.06.002
Cozzi B, Povinelli M, Ballarin C, Granato A (2014) The brain of the horse: weight and cephalization quotients. Brain Behav Evol 83:9–16. https://doi.org/10.1159/000356527
Ryan MC, Kochunov P, Sherman PM, Rowland LM, Wijtenburg SA, Acheson A, Hong LE, Sladky J, McGuire S (2018) Miniature pig magnetic resonance spectroscopy model of normal adolescent brain development. J Neurosci Methods 308:173–182. https://doi.org/10.1016/j.jneumeth.2018.08.008
Minervini S, Accogli G, Pirone A, Graïc JM, Cozzi B, Desantis S (2016) Brain mass and encephalization quotients in the domestic industrial pig (Sus scrofa). PLoS One 11:e0157378. https://doi.org/10.1371/journal.pone.0157378
Nielsen KB, Søndergaard A, Johansen MG, Schauser K, Vejlsted M, Nielsen AL, Jørgensen AL, Holm IE (2010) Reelin expression during embryonic development of the pig brain. BMC Neurosci 11:75. https://doi.org/10.1186/1471-2202-11-75
Jelsing J, Nielsen R, Olsen AK, Grand N, Hemmingsen R, Pakkenberg B (2006) The postnatal development of neocortical neurons and glial cells in the Gottingen minipig and the domestic pig brain. J Exp Biol 209:1454–1462. https://doi.org/10.1242/jeb.02141
Pirone A, Miragliotta V, Ciregia F, Giannessi E, Cozzi B (2018) The catecholaminergic innervation of the claustrum of the pig. J Anat 232:158–166. https://doi.org/10.1111/joa.12706
Miller SM, Kalanjati VP, Colditz PB, Björkman ST (2017) developmental changes in expression of GABAA receptor subunits alpha1, alpha2, and alpha3 in the pig brain. Dev Neurosci 39:375–385. https://doi.org/10.1159/000468926
Simchick G, Shen A, Campbell B, Park HJ, West FD, Zhao Q (2019) Pig brains have homologous resting-state networks with human brains. Brain Connect 9:566–579. https://doi.org/10.1089/brain.2019.0673
Vrselja Z, Daniele SG, Silbereis J, Talpo F, Morozov YM, Sousa AMM, Tanaka BS, Skarica M, Pletikos M, Kaur N, Zhuang ZW, Liu Z, Alkawadri R, Sinusas AJ, Latham SR, Waxman SG, Sestan N (2019) Restoration of brain circulation and cellular functions hours post-mortem. Nature 568:336–343. https://doi.org/10.1038/s41586-019-1099-1
Sjöstedt E, Zhong W, Fagerberg L, Karlsson M, Mitsios N, Adori C, Oksvold P, Edfors F, Limiszewska A, Hikmet F, Huang J, Du Y, Lin L, Dong Z, Yang L, Liu X, Jiang H, Xu X, Wang J, Yang H, Bolund L, Mardinoglu A, Zhang C, von Feilitzen K, Lindskog C, Pontén F, Luo Y, Hökfelt T, Uhlén M, Mulder J (2020) An atlas of the protein-coding genes in the human, pig, and mouse brain. Science. 367:eaay5947. https://doi.org/10.1126/science.aay5947
Uhlén M, Fagerberg L, Hallström BM, Lindskog C, Oksvold P, Mardinoglu A, Sivertsson Å, Kampf C, Sjöstedt E, Asplund A, Olsson I, Edlund K, Lundberg E, Navani S, Szigyarto CA, Odeberg J, Djureinovic D, Takanen JO, Hober S, Alm T, Edqvist PH, Berling H, Tegel H, Mulder J, Rockberg J, Nilsson P, Schwenk JM, Hamsten M, von Feilitzen K, Forsberg M, Persson L, Johansson F, Zwahlen M, von Heijne G, Nielsen J, Pontén F (2015) Proteomics. Tissue-based map of the human proteome. Science. 347:1260419. https://doi.org/10.1126/science.1260419
Pollen AA, Bhaduri A, Andrews MG, Nowakowski TJ, Meye(rson OS, Mostajo-Radji MA, Di. Lullo E, Alvarado B, Bedolli M, Dougherty ML, Fiddes IT, Kronenberg ZN, Shuga J, Leyrat AA, West JA, Bershteyn M, Lowe CB, Pavlovic BJ, Salama SR, Haussler D, Eichler EE, Kriegstein AR, (2019) Establishing cerebral organoids as models of human-specific brain evolution. Cell 176:743-756.e17. https://doi.org/10.1016/j.cell.2019.01.017
Kanton S, Boyle MJ, He Z, Santel M, Weigert A, Sanchís-Calleja F, Guijarro P, Sidow L, Fleck JS, Han D, Qian Z, Heide M, Huttner WB, Khaitovich P, Pääbo S, Treutlein B, Camp JG (2019) Organoid single-cell genomic atlas uncovers human-specific features of brain development. Nature 574:418–422. https://doi.org/10.1038/s41586-019-1654-9
Lancaster MA, Renner M, Martin CA, Wenzel D, Bicknell LS, Hurles ME, Homfray T, Penninger JM, Jackson AP, Knoblich JA (2013) Cerebral organoids model human brain development and microcephaly. Nature 501:373–379. https://doi.org/10.1038/nature12517
Lancaster MA, Knoblich JA (2014) Generation of cerebral organoids from human pluripotent stem cells. Nat Protoc 9:2329–2340. https://doi.org/10.1038/nprot.2014.158
Lancaster MA, Knoblich JA (2014) Organogenesis in a dish: modeling development and disease using organoid technologies. Science 345:1247125. https://doi.org/10.1126/science.1247125
Smart IH, Dehay C, Giroud P, Berland M, Kennedy H (2002) Unique morphological features of the proliferative zones and postmitotic compartments of the neural epithelium giving rise to striate and extrastriate cortex in the monkey. Cereb Cortex 12:37–53. https://doi.org/10.1093/cercor/12.1.37
Dehay C, Kennedy H, Kosik KS (2015) The outer subventricular zone and primate-specific cortical complexification. Neuron 85:683–694. https://doi.org/10.1016/j.neuron.2014.12.060
Qian X, Nguyen HN, Song MM, Hadiono C, Ogden SC, Hammack C, Yao B, Hamersky GR, Jacob F, Zhong C, Yoon KJ, Jeang W, Lin L, Li Y, Thakor J, Berg DA, Zhang C, Kang E, Chickering M, Nauen D, Ho CY, Wen Z, Christian KM, Shi PY, Maher BJ, Wu H, Jin P, Tang H, Song H, Ming GL (2016) Brain-region-specific organoids using mini-bioreactors for modeling ZIKV exposure. Cell 165:1238–1254. https://doi.org/10.1016/j.cell.2016.04.032
Qian X, Song H, Ming GL (2019) Brain organoids: advances, applications and challenges. Development 146:dev166074. https://doi.org/10.1242/dev.166074
Kadoshima T, Sakaguchi H, Nakano T, Soen M, Ando S, Eiraku M, Sasai Y (2013) Self-organization of axial polarity, inside-out layer pattern, and species-specific progenitor dynamics in human ES cell-derived neocortex. Proc Natl Acad Sci USA 110:20284–20289. https://doi.org/10.1073/pnas.1315710110
Velasco S, Kedaigle AJ, Simmons SK, Nash A, Rocha M, Quadrato G, Paulsen B, Nguyen L, Adiconis X, Regev A, Levin JZ, Arlotta P (2019) Individual brain organoids reproducibly form cell diversity of the human cerebral cortex. Nature 570:523–527. https://doi.org/10.1038/s41586-019-1289-x
Bagley JA, Reumann D, Bian S, Lévi-Strauss J, Knoblich JA (2017) Fused cerebral organoids model interactions between brain regions. Nat Methods 14:743–751. https://doi.org/10.1038/nmeth.4304
Kadoshima T, Sakaguchi H, Eiraku M (2017) Generation of various telencephalic regions from human embryonic stem cells in three-dimensional culture. Methods Mol Biol 1597:1–16. https://doi.org/10.1007/978-1-4939-6949-4_1
Muguruma K, Nishiyama A, Kawakami H, Hashimoto K, Sasai Y (2015) Self-organization of polarized cerebellar tissue in 3D culture of human pluripotent stem cells. Cell Rep 10:537–550. https://doi.org/10.1016/j.celrep.2014.12.051
Mariani J, Coppola G, Zhang P, Abyzov A, Provini L, Tomasini L, Amenduni M, Szekely A, Palejev D, Wilson M, Gerstein M, Grigorenko EL, Chawarska K, Pelphrey KA, Howe JR, Vaccarino FM (2015) FOXG1-dependent dysregulation of GABA/glutamate neuron differentiation in autism spectrum disorders. Cell 162:375–390. https://doi.org/10.1016/j.cell.2015.06.034
Sakaguchi H, Kadoshima T, Soen M, Narii N, Ishida Y, Ohgushi M, Takahashi J, Eiraku M, Sasai Y (2015) Generation of functional hippocampal neurons from self-organizing human embryonic stem cell-derived dorsomedial telencephalic tissue. Nat Commun 6:8896. https://doi.org/10.1038/ncomms9896
Qian X, Jacob F, Song MM, Nguyen HN, Song H, Ming GL (2018) Generation of human brain region-specific organoids using a miniaturized spinning bioreactor. Nat Protoc 13:565–580. https://doi.org/10.1038/nprot.2017.152
Ozone C, Suga H, Eiraku M, Kadoshima T, Yonemura S, Takata N, Oiso Y, Tsuji T, Sasai Y (2016) Functional anterior pituitary generated in self-organizing culture of human embryonic stem cells. Nat Commun 7:10351. https://doi.org/10.1038/ncomms10351
Lancaster MA, Corsini NS, Wolfinger S, Gustafson EH, Phillips AW, Burkard TR, Otani T, Livesey FJ, Knoblich JA (2017) Guided self-organization and cortical plate formation in human brain organoids. Nat Biotechnol 35:659–666. https://doi.org/10.1038/nbt.3906
Pellegrini L, Bonfio C, Chadwick J, Begum F, Skehel M, Lancaster MA (2020) Human CNS barrier-forming organoids with cerebrospinal fluid production. Science 369:eaaz5626. https://doi.org/10.1126/science.aaz5626
Xiang Y, Tanaka Y, Patterson B, Kang YJ, Govindaiah G, Roselaar N, Cakir B, Kim KY, Lombroso AP, Hwang SM, Zhong M, Stanley EG, Elefanty AG, Naegele JR, Lee SH, Weissman SM, Park IH (2017) Fusion of regionally specified hPSC-derived organoids models human brain development and interneuron migration. Cell Stem Cell 21:383-398.e7. https://doi.org/10.1016/j.stem.2017.07.007
Camp JG, Platt R, Treutlein B (2019) Mapping human cell phenotypes to genotypes with single-cell genomics. Science 365:1401–1405. https://doi.org/10.1126/science.aax6648
Camp JG, Badsha F, Florio M, Kanton S, Gerber T, Wilsch-Bräuninger M, Lewitus E, Sykes A, Hevers W, Lancaster M, Knoblich JA, Lachmann R, Pääbo S, Huttner WB, Treutlein B (2015) Human cerebral organoids recapitulate gene expression programs of fetal neocortex development. Proc Natl Acad Sci USA 112:15672–15677. https://doi.org/10.1073/pnas.1520760112
Velasco S, Paulsen B, Arlotta P (2020) 3D brain organoids: studying brain development and disease outside the embryo. Annu Rev Neurosci 43:375–389. https://doi.org/10.1146/annurev-neuro-070918-050154
Trujillo CA, Gao R, Negraes PD, Gu J, Buchanan J, Preissl S, Wang A, Wu W, Haddad GG, Chaim IA, Domissy A, Vandenberghe M, Devor A, Yeo GW, Voytek B, Muotri AR (2019) Complex oscillatory waves emerging from cortical organoids model early human brain network development. Cell Stem Cell 25:558–569. https://doi.org/10.1016/j.stem.2019.08.002
Reardon S (2018) Lab-grown “mini brains” produce electrical patterns that resemble those of premature babies. Nature 563:453. https://doi.org/10.1038/d41586-018-07402-0
Di Lullo E, Kriegstein AR (2017) The use of brain organoids to investigate neural development and disease. Nat Rev Neurosci 18:573–584. https://doi.org/10.1038/nrn.2017.107
Arlotta P (2018) Organoids required! A new path to understanding human brain development and disease. Nat Methods 15:27–29. https://doi.org/10.1038/nmeth.4557
Wang P, Mokhtari R, Pedrosa E, Kirschenbaum M, Bayrak C, Zheng D, Lachman HM (2017) CRISPR/Cas9-mediated heterozygous knockout of the autism gene CHD8 and characterization of its transcriptional networks in cerebral organoids derived from iPS cells. Mol Autism 8:11. https://doi.org/10.1186/s13229-017-0124-1
Chan WK, Griffiths R, Price DJ, Mason JO (2020) Cerebral organoids as tools to identify the developmental roots of autism. Mol Autism 11:58. https://doi.org/10.1186/s13229-020-00360-3
Garcez PP, Loiola EC, Madeiro da Costa R, Higa LM, Trindade P, Delvecchio R, Nascimento JM, Brindeiro R, Tanuri A, Rehen SK (2016) Zika virus impairs growth in human neurospheres and brain organoids. Science 352:816–818. https://doi.org/10.1126/science.aaf6116
Bershteyn M, Nowakowski TJ, Pollen AA, Di Lullo E, Nene A, Wynshaw-Boris A, Kriegstein AR (2017) Human iPSC-derived cerebral organoids model cellular features of lissencephaly and reveal prolonged mitosis of outer radial glia. Cell Stem Cell 20:435-449.e4. https://doi.org/10.1016/j.stem.2016.12.007
Iefremova V, Manikakis G, Krefft O, Jabali A, Weynans K, Wilkens R, Marsoner F, Brändl B, Müller FJ, Koch P, Ladewig J (2017) An organoid-based model of cortical development identifies non-cell-autonomous defects in Wnt signaling contributing to Miller-Dieker syndrome. Cell Rep 19:50–59. https://doi.org/10.1016/j.celrep.2017.03.047
Kim H, Park HJ, Choi H, Chang Y, Park H, Shin J, Kim J, Lengner CJ, Lee YK, Kim J (2019) Modeling G2019S-LRRK2 sporadic Parkinson’s disease in 3D midbrain organoids. Stem Cell Rep 12:518–531. https://doi.org/10.1016/j.stemcr.2019.01.020
Monzel AS, Smits LM, Hemmer K, Hachi S, Moreno EL, van Wuellen T, Jarazo J, Walter J, Brüggemann I, Boussaad I, Berger E, Fleming RMT, Bolognin S, Schwamborn JC (2017) Derivation of human midbrain-specific organoids from neuroepithelial stem cells. Stem Cell Rep 8:1144–1154. https://doi.org/10.1016/j.stemcr.2017.03.010
Schwamborn JC (2018) Is Parkinson’s disease a neurodevelopmental disorder and will brain organoids help us to understand it? Stem Cells Dev 27:968–975. https://doi.org/10.1089/scd.2017.0289
Gonzalez C, Armijo E, Bravo-Alegria J, Becerra-Calixto A, Mays CE, Soto C (2018) Modeling amyloid beta and tau pathology in human cerebral organoids. Mol Psychiatry 23:2363–2374. https://doi.org/10.1038/s41380-018-0229-8
Nzou G, Wicks RT, VanOstrand NR, Mekky GA, Seale SA, El-Taibany A, Wicks EE, Nechtman CM, Marrotte EJ, Makani VS, Murphy SV, Seeds MC, Jackson JD, Atala AJ (2020) Multicellular 3D neurovascular unit model for assessing hypoxia and neuroinflammation induced blood-brain barrier dysfunction. Sci Rep 10:9766. https://doi.org/10.1038/s41598-020-66487-8
Wang SN, Wang Z, Xu TY, Cheng MH, Li WL, Miao CY (2020) Cerebral organoids repair ischemic stroke brain injury. Transl Stroke Res 11:983–1000. https://doi.org/10.1007/s12975-019-00773-0
Ogawa J, Pao GM, Shokhirev MN, Verma IM (2018) Glioblastoma model using human cerebral organoids. Cell Rep 23:1220–1229. https://doi.org/10.1016/j.celrep.2018.03.105
Linkous A, Balamatsias D, Snuderl M, Edwards L, Miyaguchi K, Milner T, Reich B, Cohen-Gould L, Storaska A, Nakayama Y, Schenkein E, Singhania R, Cirigliano S, Magdeldin T, Lin Y, Nanjangud G, Chadalavada K, Pisapia D, Liston C, Fine HA (2019) Modeling patient-derived glioblastoma with cerebral organoids. Cell Rep 26:3203-3211.e5. https://doi.org/10.1016/j.celrep.2019.02.063
Jacob F, Salinas RD, Zhang DY, Nguyen PTT, Schnoll JG, Wong SZH, Thokala R, Sheikh S, Saxena D, Prokop S, Liu DA, Qian X, Petrov D, Lucas T, Chen HI, Dorsey JF, Christian KM, Binder ZA, Nasrallah M, Brem S, O’Rourke DM, Ming GL, Song H (2020) A patient-derived glioblastoma organoid model and biobank recapitulates inter- and intra-tumoral heterogeneity. Cell 180:188-204.e22. https://doi.org/10.1016/j.cell.2019.11.036
Antonucci J, Gehrke L (2019) Cerebral organoid models for neurotropic viruses. ACS Infect Dis 5:1976–1979. https://doi.org/10.1021/acsinfecdis.9b00339
Metsky HC, Matranga CB, Wohl S, Schaffner SF, Freije CA, Winnicki SM, West K, Qu J, Baniecki ML, Gladden-Young A, Lin AE, Tomkins-Tinch CH, Ye SH, Park DJ, Luo CY, Barnes KG, Shah RR, Chak B, Barbosa-Lima G, Delatorre E, Vieira YR, Paul LM, Tan AL, Barcellona CM, Porcelli MC, Vasquez C, Cannons AC, Cone MR, Hogan KN, Kopp EW et al (2017) Zika virus evolution and spread in the Americas. Nature 546:411–415. https://doi.org/10.1038/nature22402
Qian X, Nguyen HN, Jacob F, Song H, Ming GL (2017) Using brain organoids to understand Zika virus-induced microcephaly. Development 144:952–957. https://doi.org/10.1242/dev.140707
Xu M, Lee EM, Wen Z, Cheng Y, Huang WK, Qian X, Tcw J, Kouznetsova J, Ogden SC, Hammack C, Jacob F, Nguyen HN, Itkin M, Hanna C, Shinn P, Allen C, Michael SG, Simeonov A, Huang W, Christian KM, Goate A, Brennand KJ, Huang R, Xia M, Ming GL, Zheng W, Song H, Tang H (2016) Identification of small-molecule inhibitors of Zika virus infection and induced neural cell death via a drug repurposing screen. Nat Med 22:1101–1107. https://doi.org/10.1038/nm.4184
Brnic D, Stevanovic V, Cochet M, Agier C, Richardson J, Montero-Menei CN, Milhavet O, Eloit M, Coulpier M (2012) Borna disease virus infects human neural progenitor cells and impairs neurogenesis. J Virol 86:2512–2522. https://doi.org/10.1128/JVI.05663-11
Scordel C, Huttin A, Cochet-Bernoin M, Szelechowski M, Poulet A, Richardson J, Benchoua A, Gonzalez-Dunia D, Eloit M, Coulpier M (2015) Apr. Borna disease virus phosphoprotein impairs the developmental program controlling neurogenesis and reduces human GABAergic neurogenesis. PLoS Pathog 11:e1004859. doi: https://doi.org/10.1371/journal.ppat.1004859
Brown RM, Rana PSJB, Jaeger HK, O’Dowd JM, Balemba OB, Fortunato EA (2019) Human Cytomegalovirus compromises development of cerebral organoids. J Virol 93:e00957-e1019. https://doi.org/10.1128/JVI.00957-19
Zhang B, He Y, Xu Y, Mo F, Mi T, Shen QS, Li C, Li Y, Liu J, Wu Y, Chen G, Zhu W, Qin C, Hu B, Zhou G (2018) Differential antiviral immunity to Japanese encephalitis virus in developing cortical organoids. Cell Death Dis 9:719. https://doi.org/10.1038/s41419-018-0763-y
D’Aiuto L, Bloom DC, Naciri JN, Smith A, Edwards TG, McClain L, Callio JA, Jessup M, Wood J, Chowdari K, Demers M, Abrahamson EE, Ikonomovic MD, Viggiano L, De Zio R, Watkins S, Kinchington PR, Nimgaonkar VL (2019) Modeling herpes simplex virus 1 infections in human central nervous system neuronal cells using two- and three-dimensional cultures derived from induced pluripotent stem cells. J Virol 93:e00111-e119. https://doi.org/10.1128/JVI.00111-19
Zheng W, Klammer AM, Naciri JN, Yeung J, Demers M, Milosevic J, Kinchington PR, Bloom DC, Nimgaonkar VL, D’Aiuto L (2020) Patterns of herpes simplex virus 1 infection in neural progenitor cells. J Virol 94:e00994-e1020. https://doi.org/10.1128/JVI.00994-20
Ashraf GM, Tarasov VV, Makhmutova A, Chubarev VN, Avila-Rodriguez M, Bachurin SO, Aliev G (2019) The possibility of an infectious etiology of Alzheimer disease. Mol Neurobiol 56:4479–4491. https://doi.org/10.1007/s12035-018-1388-y
Ramani A, Müller L, Niklas Ostermann P, Gabriel E, Abida-Islam P, Müller-Schiffmann A, Mariappan A, Goureau O, Gruell H, Walker A, Andrée M, Hauka S, Houwaart T, Dilthey A, Wohlgemuth K, Omran H, Klein F, Wieczorek D, Adams O, Timm J, Korth C, Schaal H, Gopalakrishnan J (2020) SARS-CoV-2 targets neurons of 3D human brain organoids. EMBO J 2:e2020106230. https://doi.org/10.15252/embj.2020106230
Song E, Zhang C, Israelow B, Lu-Culligan A, Prado AV, Skriabine S, Lu P, Weizman OE, Liu F, Dai Y, Szigeti-Buck K, Yasumoto Y, Wang G, Castaldi C, Heltke J, Ng E, Wheeler J, Alfajaro MM, Levavasseur E, Fontes B, Ravindra NG, Van Dijk D, Mane S, Gunel M, Ring A, Jaffar Kazmi SA, Zhang K, Wilen CB, Horvath TL, Plu I et al (2021) Neuroinvasion of SARS-CoV-2 in human and mouse brain. J Exp Med 218:e20202135. https://doi.org/10.1084/jem.20202135
Jacob F, Pather SR, Huang WK, Wong SZH, Zhou H, Zhang F, Cubitt B, Chen CZ, Xu M, Pradhan M, Zhang DY, Zheng W, Bang AG, Song H, de Torre JC, Ming GL (2020) Human pluripotent stem cell-derived neural cells and brain organoids reveal SARS-CoV-2 neurotropism. bioRxiv. https://doi.org/10.1101/2020.07.28.225151
Bullen CK, Hogberg HT, Bahadirli-Talbott A, Bishai WR, Hartung T, Keuthan C, Looney MM, Pekosz A, Romero JC, Sillé FCM, Um P, Smirnova L (2020) Infectability of human BrainSphere neurons suggests neurotropism of SARS-CoV-2. Altex 37:665–671. https://doi.org/10.14573/altex.2006111
Groveman BR, Foliaki ST, Orru CD, Zanusso G, Carroll JA, Race B, Haigh CL (2019) Sporadic Creutzfeldt-Jakob disease prion infection of human cerebral organoids. Acta Neuropathol Commun 7:90. https://doi.org/10.1186/s40478-019-0742-2
Foliaki ST, Groveman BR, Yuan J, Walters R, Zhang S, Tesar P, Zou W, Haigh CL (2020) Pathogenic prion protein isoforms are not present in cerebral organoids generated from asymptomatic donors carrying the E200K mutation associated with familial prion disease. Pathogens 9:482. https://doi.org/10.3390/pathogens9060482
Koh S, Piedrahita JA (2014) From “ES-like” cells to induced pluripotent stem cells: a historical perspective in domestic animals. Theriogenology 81:103–111. https://doi.org/10.1016/j.theriogenology.2013.09.009
Ezashi T, Yuan Y, Roberts RM (2016) Pluripotent stem cells from domesticated mammals. Annu Rev Anim Biosci 4:223–253. https://doi.org/10.1146/annurev-animal-021815-111202
Pain B, Clark ME, Shen M, Nakazawa H, Sakurai M, Samarut J, Etches RJ (1996) Long-term in vitro culture and characterisation of avian embryonic stem cells with multiple morphogenetic potentialities. Development 122:2339–2348
Aubel P, Pain B (2013) Chicken embryonic stem cells: establishment and characterization. Methods Mol Biol 1074:137–150. https://doi.org/10.1007/978-1-62703-628-3_11
Fuet A, Montillet G, Jean C, Aubel P, Kress C, Rival-Gervier S, Pain B (2018) NANOG is required for the long-term establishment of avian somatic reprogrammed cells. Stem Cell Rep 11:1272–1286. https://doi.org/10.1016/j.stemcr.2018.09.005
Honda A, Hatori M, Hirose M, Honda C, Izu H, Inoue K, Hirasawa R, Matoba S, Togayachi S, Miyoshi H, Ogura A (2013) Naive-like conversion overcomes the limited differentiation capacity of induced pluripotent stem cells. J Biol Chem 288:26157–26166. https://doi.org/10.1074/jbc.M113.502492
Osteil P, Tapponnier Y, Markossian S, Godet M, Schmaltz-Panneau B, Jouneau L, Cabau C, Joly T, Blachère T, Gócza E, Bernat A, Yerle M, Acloque H, Hidot S, Bosze Z, Duranthon V, Savatier P, Afanassieff M (2013) Induced pluripotent stem cells derived from rabbits exhibit some characteristics of naïve pluripotency. Biol Open 2:613–628. https://doi.org/10.1242/bio.20134242
Liu J, Balehosur D, Murray B, Kelly JM, Sumer H, Verma PJ (2012) Generation and characterization of reprogrammed sheep induced pluripotent stem cells. Theriogenology 77:338–46.e1. https://doi.org/10.1016/j.theriogenology.2011.08.006
Sumer H, Liu J, Malaver-Ortega LF, Lim ML, Khodadadi K, Verma PJ (2011) NANOG is a key factor for induction of pluripotency in bovine adult fibroblasts. J Anim Sci 89:2708–2716. https://doi.org/10.2527/jas.2010-3666
Bogliotti YS, Wu J, Vilarino M, Okamura D, Soto DA, Zhong C, Sakurai M, Sampaio RV, Suzuki K, Izpisua Belmonte JC, Ross PJ (2018) Efficient derivation of stable primed pluripotent embryonic stem cells from bovine blastocysts. Proc Natl Acad Sci USA 115:2090–2095. https://doi.org/10.1073/pnas.1716161115
Ezashi T, Telugu BP, Alexenko AP, Sachdev S, Sinha S, Roberts RM (2009) Derivation of induced pluripotent stem cells from pig somatic cells. Proc Natl Acad Sci USA 106:10993–10998. https://doi.org/10.1073/pnas.0905284106
Rodríguez A, Allegrucci C, Alberio R (2012) Modulation of pluripotency in the porcine embryo and iPS cells. PLoS One 7:e49079. https://doi.org/10.1371/journal.pone.0049079
Congras A, Barasc H, Canale-Tabet K, Plisson-Petit F, Delcros C, Feraud O, Oudrhiri N, Hadadi E, Griscelli F, Bennaceur-Griscelli A, Turhan A, Afanassieff M, Ferchaud S, Pinton A, Yerle-Bouissou M, Acloque H (2016) Non integrative strategy decreases chromosome instability and improves endogenous pluripotency genes reactivation in porcine induced pluripotent-like stem cells. Sci Rep 6:27059. https://doi.org/10.1038/srep27059
Gao X, Nowak-Imialek M, Chen X, Chen D, Herrmann D, Ruan D, Chen ACH, Eckersley-Maslin MA, Ahmad S, Lee YL, Kobayashi T, Ryan D, Zhong J, Zhu J, Wu J, Lan G, Petkov S, Yang J, Antunes L, Campos LS, Fu B, Wang S, Yong Y, Wang X, Xue SG, Ge L, Liu Z, Huang Y, Nie T, Li P et al (2019) Establishment of porcine and human expanded potential stem cells. Nat Cell Biol 21:687–699. https://doi.org/10.1038/s41556-019-0333-2
Shimada H, Nakada A, Hashimoto Y, Shigeno K, Shionoya Y, Nakamura T (2010) Generation of canine induced pluripotent stem cells by retroviral transduction and chemical inhibitors. Mol Reprod Dev 77:2. https://doi.org/10.1002/mrd.21117
Nagy K, Sung HK, Zhang P, Laflamme S, Vincent P, Agha-Mohammadi S, Woltjen K, Monetti C, Michael IP, Smith LC, Nagy A (2011) Induced pluripotent stem cell lines derived from equine fibroblasts. Stem Cell Rev Rep 7:693–702. https://doi.org/10.1007/s12015-011-9239-5
Breton A, Sharma R, Diaz AC, Parham AG, Graham A, Neil C, Whitelaw BC, Milne E, Donadeu FX (2013) Derivation and characterization of induced pluripotent stem cells from equine fibroblasts. Stem Cells Dev 22:611–621. https://doi.org/10.1089/scd.2012.0052
Pain B (2021) Organoids in domestic animals: with which stem cells? Vet Res 52:38. https://doi.org/10.1186/s13567-021-00911-3
Banyard AC, Evans JS, Luo TR, Fooks AR (2014) Lyssaviruses and bats: emergence and zoonotic threat. Viruses 6:2974–2990. https://doi.org/10.3390/v6082974
Green SL (1997) Rabies. Vet Clin North Am Equine Pract 13:1–11. https://doi.org/10.1016/s0749-0739(17)30251-1
Rodríguez LL (2002) Emergence and re-emergence of vesicular stomatitis in the United States. Virus Res 85:211–219. https://doi.org/10.1016/s0168-1702(02)00026-6
Kumar B, Manuja A, Gulati BR, Virmani N, Tripathi BN (2018) Zoonotic viral diseases of equines and their impact on human and animal health. Open Virol J 12:80–98. https://doi.org/10.2174/1874357901812010080
Desole G, Sinigaglia A, Riccetti S, Masi G, Pacenti M, Trevisan M, Barzon L (2019) Modelling neurotropic Flavivirus infection in human induced pluripotent stem cell-derived systems. Int J Mol Sci 20:5404. https://doi.org/10.3390/ijms20215404
Jeffries CL, Mansfield KL, Phipps LP, Wakeley PR, Mearns R, Schock A, Bell S, Breed AC, Fooks AR, Johnson N (2014) Louping ill virus: an endemic tick-borne disease of Great Britain. J Gen Virol 95:1005–1014. https://doi.org/10.1099/vir.0.062356-0
Lecollinet S, Pronost S, Coulpier M, Beck C, Gonzalez G, Leblond A, Tritz P (2019) Viral equine encephalitis, a growing threat to the horse population in Europe? Viruses 12:23. https://doi.org/10.3390/v12010023
Wang LF, Anderson DE (2019) Viruses in bats and potential spillover to animals and humans. Curr Opin Virol 34:79–89. https://doi.org/10.1016/j.coviro.2018.12.007
Weatherman S, Feldmann H, de Wit E (2018) Transmission of henipaviruses. Curr Opin Virol 28:7–11. https://doi.org/10.1016/j.coviro.2017.09.004
Conraths FJ, Kämer D, Teske K, Hoffmann B, Mettenleiter TC, Beer M (2013) Reemerging Schmallenberg virus infections, Germany, 2012. Emerg Infect Dis 19:513–514. https://doi.org/10.3201/eid1903.121324
Oladunni FS, Horohov DW, Chambers TM (2019) EHV-1: A constant threat to the horse industry. Front Microbiol 10:2668. https://doi.org/10.3389/fmicb.2019.02668
Dong B, Lu H, Zhao K, Liu W, Gao W, Lan Y, Zhao J, Tang B, Song D, He W, Gao F (2014) Identification and genetic characterization of porcine hemagglutinating encephalomyelitis virus from domestic piglets in China. Arch Virol 159:2329–2337
Hubálek Z, Rudolf I, Nowotny N (2014) Arboviruses pathogenic for domestic and wild animals. Adv Virus Res 89:201–275. https://doi.org/10.1016/B978-0-12-800172-1.00005-7
Fortuna PRJ, Bielefeldt-Ohmann H, Ovchinnikov DA, Wolvetang EJ, Whitworth DJ (2018) Cortical neurons derived from equine induced pluripotent stem cells are susceptible to neurotropic Flavivirus infection and replication: an in vitro model for equine neuropathic diseases. Stem Cells Dev 27:704–715. https://doi.org/10.1089/scd.2017.0106
Bedenice D, Johnson AL (2018) Neurologic conditions affecting the equine athlete. Vet Clin North Am Equine Pract 34:277–297. https://doi.org/10.1016/j.cveq.2018.04.006
Vikartovska Z, Farbakova J, Smolek T, Hanes J, Zilka N, Hornakova L, Humenik F, Maloveska M, Hudakova N, Cizkova D (2021) Novel diagnostic tools for identifying cognitive impairment in dogs: behavior, biomarkers, and pathology. Front Vet Sci 7:551895. https://doi.org/10.3389/fvets.2020.551895
Hicks J, Platt S, Kent M, Haley A (2017) Canine brain tumours: a model for the human disease? Vet Comp Oncol 15:252–272. https://doi.org/10.1111/vco.12152
Fietz SA, Kelava I, Vogt J, Wilsch-Bräuninger M, Stenzel D, Fish JL, Corbeil D, Riehn A, Distler W, Nitsch R, Huttner WB (2010) OSVZ progenitors of human and ferret neocortex are epithelial-like and expand by integrin signaling. Nat Neurosci 13:690–699. https://doi.org/10.1038/nn.2553
Beaumont M, Blanc F, Cherbuy C, Egidy G, Giuffra E, Lacroix-Lamandé S, Wiedemann A (2021) Intestinal organoids in farm animals. Vet Res 52:33. https://doi.org/10.1186/s13567-021-00909-x
Seto Y, Eiraku M (2019) Toward the formation of neural circuits in human brain organoids. Curr Opin Cell Biol 61:86–91. https://doi.org/10.1016/j.ceb.2019.07.010
Pașca SP (2018) The rise of three-dimensional human brain cultures. Nature 553:437–445. https://doi.org/10.1038/nature25032
Paşca SP (2019) Assembling human brain organoids. Science 363:126–127. https://doi.org/10.1126/science.aau5729
Greig LC, Woodworth MB, Galazo MJ, Padmanabhan H, Macklis JD (2013) Molecular logic of neocortical projection neuron specification, development and diversity. Nat Rev Neurosci 14:755–769. https://doi.org/10.1038/nrn3586
Pham MT, Pollock KM, Rose MD, Cary WA, Stewart HR, Zhou P, Nolta JA, Waldau B (2018) Generation of human vascularized brain organoids. Neuro Report 29:588–593. https://doi.org/10.1097/WNR.0000000000001014
Ham O, Jin YB, Kim J, Lee MO (2020) Blood vessel formation in cerebral organoids formed from human embryonic stem cells. Biochem Biophys Res Commun 521:84–90. https://doi.org/10.1016/j.bbrc.2019.10.079
Mansour AA, Gonçalves JT, Bloyd CW, Li H, Fernandes S, Quang D, Johnston S, Parylak SL, Jin X, Gage FH (2018) An in vivo model of functional and vascularized human brain organoids. Nat Biotechnol 36:432–441. https://doi.org/10.1038/nbt.4127
Varrault A, Journot L, Bouschet T (2019) Cerebral cortex generated from pluripotent stem cells to model corticogenesis and rebuild cortical circuits: in vitro veritas? Stem Cells Dev 28:361–369. https://doi.org/10.1089/scd.2018.0233
Chen HI, Wolf JA, Blue R, Song MM, Moreno JD, Ming GL, Song H (2019) Transplantation of human brain organoids: revisiting the science and ethics of brain chimeras. Cell Stem Cell 25:462–472. https://doi.org/10.1016/j.stem.2019.09.002
Lehmann R, Lee CM, Shugart EC, Benedetti M, Charo RA, Gartner Z, Hogan B, Knoblich J, Nelson CM, Wilson KM (2019) Human organoids: a new dimension in cell biology. Mol Biol Cell 30:1129–1137. https://doi.org/10.1091/mbc.E19-03-0135
Hyun I, Scharf-Deering JC, Lunshof JE (2020) Ethical issues related to brain organoid research. Brain Res 1732:146653. https://doi.org/10.1016/j.brainres.2020.146653
We thank G. Montillet for his valuable contribution in cell culture maintenance.
This work was supported by grants from ANR, the project CRB-ANIM - ANR-11-INBS-0003 to BP.
The authors declare that they have no competing interests.
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Pain, B., Baquerre, C. & Coulpier, M. Cerebral organoids and their potential for studies of brain diseases in domestic animals. Vet Res 52, 65 (2021). https://doi.org/10.1186/s13567-021-00931-z
- Cerebral organoids
- Domestic animals
- Pluripotent stem cells
- Neurotropic virus