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Development of mature forebrain organoids by spatially and temporally controlling













                                                             neurodevelopmental cues for schizophrenia modeling



                                                                                                                                                                                       Seoyoung Choi, Eunjee Kim, Jihye Han, JungHo Kong, Gwanghwan Lee, Minhyuk Park, Sanguk Kim, and Kunyoo Shin




                                                                                                                                                                                                                                                                                                                                 Department of Life Sciences, Pohang University of Science and Technology, Pohang, Gyeongbuk 37673, South Korea

                                                                            Abstract
                                                                          Abstract                                                                                              C                                                                                                                                                                  E                  DAPI CTIP2                 DAPI TBR1




                                                                                                                                                                                               Ctrl          +CHIR           +SAG        +CHIR, SAG       D           neuronal layer(TUJ1+)          100        VZ thickness  ***
                                                                                                                                                                                                                                                                                                                       ***
       The biggest challenge to study human brain is the lack of experimental systems                                                                                                                                                                                    progenitor cell              80         *                                                                                                        Number of CTIP2+ cells               Number of TBR1+ cells
                                                                                                                                                                                                                                                                         layer(SOX2+)
                                                                                                                                                                                                                                                                                                      60
       that can precisely represent the complexity of human brain. Current brain                                                                                                        SOX2/TUJ1                                                                                   45°              VZ thickness(um)  40                                     Healthy                                                        80                                  30


       organoid technology is limited in that it fails to provide essential patterning cues                                                                                                                                                                                     45°                   20 0                                                                                                                   60

       and adequate signals to induce the proliferation of neural progenitors.Here, we                                                                                                                                                                                                                    Ctrl  CHIR   SAG  CHIR,SAG                                                                                         40                                  20


       generate human forebrain organoids that represent the mature six-layered                                                                                                                                                                                    Number of SOX2+ cells                     Number of Ki67+ cells                                                                                                            **                 10                ***

       cortical structure with increased size of each layer by spatially and temporally                                                                                                                                                                      60                **     ***              40                      ***                                                          SCZ #2                           20
                                                                                                                                                                                                                                                                                                       30
       controlling crucial patterning molecules, Hedgehog, Wnt, and Reelin. The                                                                                                         Ki67                                                                 40          *                             20          *     ***                                  Schizophrenia                                                   0                                    0


       pathway activities of Hedgehog and Wnt signalings are pharmacologically                                                                                                                                                                               20                                        10                                                                                                                         Healthy  SCZ                         Healthy  SCZ

       increased to expand the neural progenitor population at the later stage, leading                                                                                                                                                                      0   Ctrl  CHIR   SAG  CHIR, SAG           0   Ctrl  CHIR   SAG  CHIR, SAG


       to the heightened proliferation of neural progenitors and the development of                                                                                                                                                                                                                                                                 Figure 3. Schizophrenia patient-derived organoids show neurodevelopmental defects.  (A) Schizophrenia organoids

       thicker cortical layers. Correct organization of developing cortex such as                                                                                                                                                                                                                                                                   show increased number of small rossetes (B) Schizophrenia organoids show decreased number of proliferating neural
                                                                                                                                                                                                                                                                                                                                                    progenitor cells. (C) Schizophrenia organoids show early differentiation of neuronal progenitor cells. (D) Schizophrenia

       accurate positioning of neuronal layers could be finally achieved by                                                                                                      E                                    +Glial cell                                      F                              +Glial cells                                  organoids show less number of cortical neurons

       reconstituting brain organoids with tetracycline-inducible, Reelin-expressing                                                                                                                                                                                                            SOX2 Astrocytes Microglia


       mesenchymal stem cells. Furthermore, we demonstrate the applicability of our                                                                                                                  Forebrain organoids          Forebrain organoids                                                                                                             Bioinformatical analysis show candidate regulatory networks
                                                                                                                                                                                                       with increased
                                                                                                                                                                                                                                    with glial cells
                                                                                                                                                                                                      NPC population
       platform to model schizophrenia, whose understanding of pathogenesis                                                                                                                                                                                                                                                                                                                       for schizophrenia development

       requires organoid system that is capable of representing mature characteristics

       of human brains including thick cortical layers and connectivity. Taken together,                                                                                               Healthy         astroctyes  Healthy      Schizophrenia  Schizophrenia Schizophrenia                                                                           A
                                                                                                                                                                                                       Healthy
                                                                                                                                                                                         iPSC
                                                                                                                                                                                                                                   iPSC
                                                                                                                                                                                                                                                 astroctyes
                                                                                                                                                                                                                                                           microglia
                                                                                                                                                                                                                microglia
       our work shows the effective strategies to develop mature human forebrain                                                                                                                                                                                                                                                                                                                                                            B                                                         ME13
                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GO_NEUROGENESIS
       organoids, and will provide the strong foundation to understand various                                                                                                                                                                                                                                                                                                                                                              GO_NEGATIVE_REGULATION_OF_CELL_DIFFERENTIATION
                                                                                                                                                                                                                                                                                                                                                                                                                                                         GO_RAS_PROTEIN_SIGNAL_TRANSDUCTION
       neurological disorders for the development of better therapeutic options.                                                                                                G                                                       H                         Ctrl                                       +Reelin                                                                           birth                                                         GO_RESPONSE_TO_GROWTH_FACTOR
                                                                                                                                                                                                                                                                                                                                                                                                                                                                   GO_NEURON_DIFFERENTIATION
                                                                                                                                                                                                  DAPI Reln                                                                                                                                         RNA-seq,    PCW5   PCW10    PCW20     PCW27     Newborn    Childhood   Adulthood               GO_MAINTENANCE_OF_BIPOLAR_CELL_POLARITY
                                                                                                                                                                                                                                                                                                                                                    ChIP-seq
                                                                                                                                                                                                                                                   TBR1           CTIP2         SATB2            TBR1           CTIP2         SATB2                                                                                                                                             GO_GLIOGENESIS
                                                                                                                                                                                                                                                                                                                                                                                                  co-expression                                    GO_NEURAL_PRECURSOR_CELL_PROLIFERATION
                                                                                                                                                                                                                                                                                                                                                                                                                                                              GO_EPITHELIAL_CELL_DEVELOPMENT
                                                                                Result                                                                                                                                                                                                                                                                                                               modules                                                     GO_NOTCH_SIGNALING_PATHWAY

                                                                                                                                                                                                                                                                                                                                                     Temporal                                                                          55 modules                                                0  2  4  6  8 10
                                                                                                                                                                                                                                                                                                                                                     modules                                                                                                                                         -log10(P)

                                                                                                                                                                                                                                                                                                                                                                                                              Post-mortem brain data                                                                    ME64
                                             Limitations of current brain organoids                                                                                                                                                                                                                                                                                                                                   vs.                        GO_NOTCH_RECEPTOR_PROCESSING_LIGAND_DEPENDENT

                                                                                                                                                                                                                                                                                                                                                                                                                                                  GO_MICROTUBULE_ORGANIZING_CENTER_LOCALIZATION
                                                                                                                                                                                                                                                                                                                                                                                                              Healthy      Schizophrenia                      GO_CEREBRAL_CORTEX_CELL_MIGRATION
                                                                                                                                                                                                                                                                                                                                                                                                              (n=936)        (n=559)                           GO_REGULATION_OF_BONE_REMODELING
                                                                                                                                                                                                                                                                                                                                                                                                                                                    GO_PROTEIN_CATABOLIC_PROCESS_IN_THE_VACUOLE
         A                                                                                                                                                                                                                                                                                                                                                                  modules                            6 modules                   GO_REGULATION_OF_PROTEIN_LOCALIZATION_TO_MICROTUBULE
                                                                                                                                                                                                                                                                                                                                                                             SCZ
                                                                                                                                                                                                                                                                                                                                                                                                                                                 GO_L_GLUTAMATE_IMPORT_ACROSS_PLASMA_MEMBRANE
                                                                                                                                                                                                                                                                                                                                                                                                                                                        GO_NUCLEAR_MIGRATION_ALONG_MICROTUBULE
                                        SOX2/TUJ1                           TBR2           SATB2/CTIP2                                                                           I                                                                                                                                                                                                                                                                   GO_MODULATION_OF_MICROTUBULE_CYTOSKELETON
                                                                                                                                                                                         Number of TBR1+ cells Number of  CTIP2+ cells                       Number of SATB2+ cells                                                                                                                                                                                         GO_AXON_REGENERATION
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   0   1   2  3   4
                                                                                                                                                                                          100                                                                 200          ns                                                                                                                                                                                                                          -log10(P)
                                                                                                                                                                                                        *                   150          **
                                                                                                                                                                                           80                                                                                                                                                        C
                                                                                                                                                                                                                                                              150                                                                                                    SCZ                       Expression                                             Cell type
                day 30                                                                                                                                                                     60                                                                 100                                                                                            ME13
                                                                                                                                                                                                                            100


                                                                                                                                                                                           40
                                                                                                                                                                                                                             50                                                                                                                              ME23
                                                                                                                                                                                           20                                                                  50
                                                                                                                                                                                                                                                                                                                                                             ME33

                                                                                                                                                                                            0                                 0                                  0
                                                                                                                                                                                                  3T3 Reln 3T3                      3T3 Reln 3T3                       3T3 Reln 3T3                                                                          ME58


                                                                                                                                                                                                                                                                                                                                                             ME64
                                      SOX2/TUJ1                            TBR2            TBR1              CTIP2            SATB2            BRN2                            Figure 2. Development of mature forebrain organoids (A) Schematic diagram for developing mature forebrain organoid

                                                                                                                                                                               platform (B) Activation of Hedgehog and Wnt signaling pathway induces increased neural progenitor cell population.                                                            ME68
                                                                                                                                                                               (C,D) Brain organoids with increased hedgehog and wnt signaling shows increased proliferation of neural progenitor cells,                                                                       W2 W3      W4    W5    W6   W7    W8    W9     NPC    NasN     ExN     InhN     Oligo   Astro   Micro    Endo
                                                                                                                                                                               which induces increased ventricular zone thickness. (E,F) Schematic diagram for integrating glial cells into the organoids
                                                                                                                                                                               (G, H, I) Brain organoids encapsulated with reelin-expressing cells show mature cortical layers
               day 60                                                                                                                                                                                                                                                                                                                                D                                in early developmental stage                                          in late developmental stage
                                                                                                                                                                                                                                                                                                                                                                                                                                                             Core regulatory networks
                                                                                                                                                                                                                                                                                                                                                                                        Core regulatory networks

                                                                                                                                                                                                   Schizophrenia patient iPSC-derived forebrain organoids                                                                                                                                             FOXO1

                                                                                                                                                                                                                          show neurodevelopmental defects                                                                                                                                             NPAS3                                                          SREBF1
                                                                                                                                                                                                                                                                                                                                                                                                                                                                     NFATC3

         B                     Human fetal brain                             Human brain organoid                                                                                                                                                                                                                                                                                                     PPARA                                                          NFIA


                                                                                                                                                                                  A                           DAPI SOX2 CTIP2 TUJ1                                                                                                                                                               Altered enhancer landscape                         Neurons           Altered enhancer

                                                                                                                                                                                                                                                                                                                                                                                                                                                                          landscape
                                                                                                                                                                                                                                                                    Number of                                                                                                   ME13
                                                                                                                                                                                                                                                        big, medium, small rossetes                                                                                                                       ME22           ME64                                    ME55
                                                                                                                                                                                             Healthy                                                           40                          Small                                                                   Neurons                                                                         Astrocytes




                                                                                                                                                                                                                                                               30                          Medium
                                                                                                                                                                                                                                                                                           Big
                                                                                                                                                                                                                                                                                                                                                                                                                 NPC          Neuronal                             Cholesterol    Astrocyte
                                                                                                                                                                                                                                                               20            ***                                                                                                       Neurogenesis          proliferation    migration                             synthesis     activation





                                                                                                  Bhaduri et al. Nature (2020)                                                                                                                                 10                                                                                   Figure 4. Bioinformacial analysis for finding schizophrenia regulatory network (A) Schematic diagram for the analysis

         Figure 1. Limitations of current brain organoids. (A) Current brain organoids cannot develop 6-layered architecture of                                                              Schizophrenia                                                      0  Healthy SCZ                                                                      of post-mortem brain data (B) Diagram showing modular gene expression across time, and cell type specificity. Black
                                                                                                                                                                                                                                                                                                                                                    box represents the time point where the expression changes rapidly. (C) Gene ontology analysis for each modules.
         mature cortex (B) Current brain organoids lack cell type diversity compared to human fetal brain.                                                                                                                                                                                                                                          (D) Candidate regulatory networks for schizophrenia




                                    Development of mature forebrain organoids

                                                                                                                                                                                 B                    DAPI Ki67                                                     C               DAPI TBR2                                                                                                                  Future direction



        A

                                    Early                                                                             Late                                                                                                   Number of Ki67+ cells                                                         Number of TBR2+ cells                                                           Early developmental stage                                             Late developmental stage
                                                                                                                                                                                             Healthy                           40                                          Healthy                           25                                                                                 Early



                                   +Hh, Wnt                        +Glial cell                    +Reelin                                                                                                                                                                                                    20                                                                                                              Mechanism              Early                Late
                                                                                                                                                                                                                               30                                                                                                                                                                                              _Early                                                              Mechanism
                                                                                                                     reelin                                                                                                                                                                                                                               Factor A,B                                                                                                                                  _Late
                                                                                                                                                                                                                                                                                                             15                                                                 Healthy        Healthy                                            Healthy
                                                                                                                                                                                                                                                                                                                                                                                 iPSC
                                                                                                                                                                                                                                                                                                                                                                                               organoid
                                                                                                                                                                                                                               20                                                                                             **                        Altered enhancer      CRISPR                                                              organoid  Healthy    Healthy
                                                                                                                                                                                                                                                                                                                                                                                                                                                                       organoid
                                                                                                                                                                                                                                               ***                                                           10                                            landscape          Knockout                      Integrative                                     astrocytes             Integrative
                                                                                                                                                                                                                                                                                                                                                                                                             analysis
                Current forebrain              Forebrain organoids             Forebrain organoids            Forebrain organoids             Mature forebrain                                                                                                                                                                                                                                                                                                                      analysis              Astrocyte
                    organoids                     with increased                  with increased                 with enhanced                    organoids                                                                    10                                                                             5                                                                                                              Neurogenesis
                                                                                                                                                                                                                                                                                                                                                                                                             RNA-seq,
                                                 NPC population                    cell diversity              structural maturity                                                           Schizophrenia                                                                 Schizophrenia                      0                                                               Factor A KO      Factor A KO   ChIP-seq,                          Factor A KO  Factor B KO  organoid  ChIP-seq,
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    RNA-seq,
                                                                                                                                                                                                                                                                                                                                                                                                                                                                         KO
                                                                                                                                                                                                                                                                                                                                                                                                               IHC
                                                                                                                                                                                                                                                                                                                                                                                 iPSC
                                                                                                                                                                                                                                                                                                                                                                                                 organoid
                                                                                                                                                                                                                                                                                                                                                                                                                                                  organoid
        B                                                                                                                                                                                                                       0   Healthy SCZ                                                                   Healthy  SCZ                                                                                                                              astrocytes                IHC         Synapse-Astrocyte
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     interaction
                               Ctrl                      +CHIR99021                       +SAG                  +CHIR99021, SAG                                                                                                                                                                                                                                                                                             NPC proliferation
                                                                                                                                                                                                                                                                                                                                                                             Schizophrenia   Schizophrenia                                     Schizophrenia        Schizophrenia
                                                                                                                                                                                                                                                                                                                                                                                                                                                                       organoid
                                                                                                                                                                                                                                                                                                                                                                                 iPSC           organoid                                          organoid Schizophrenia
                                                                                                                                                                                                                                                                                                                                                                                                                                                            astrocytes
                Brightfield                                                                                                                                                       D                   p-Vimentin                         DAPI p-Vimentin                        division orientation                                                                                                                Reference
                                                                                                                                                                                                                                                                                   Distribution of



                                                                                                                                                                                        Healthy                                                                                150                           Vertical


                                                                                                                                                                                                                                                                                                             Oblique
                                                                                                                                                                                                                                                                               100                           Horizontal                              Qian et al. Brain-Region-Specific Organoids Using Mini-bioreactors for Modeling ZIKV
                                                                                                                                                                                                                                                                                                                                                     Exposure. Cell 165. 1238-1254, (2016)
                                                                                                                                                                                                                                                                              % cells                                                                Qian et al. Generation of human brain region-specific organoids using a miniaturized
                SOX2/TUJ1                                                                                                                                                               Schizophrenia                                                                           50                                                                   spinning bioreactor. Nature Protocol (2018).




                                                                                                                                                                                                                                                                                                                                                     Neumann et al. A mouse model for embryonal tumors with multilayered rosettes uncovers

                                                                                                                                                                                                                                                                                  0
                                                                                                                                                                                                                                                                                                                                                     the therapeutic potential of Sonic-hedgehog inhibitors. Nature medicine(2017).
                                                                                                                                                                                                                                                                                     Healthy  SCZ
                                                                                                                                                                                                                                                                                                                                                     Wang et al. Hedgehog signaling promotes basal progenitor expansion and the growth

                                                                                                                                                                                                                                                                                                                                                     and folding of the cortex. Nature neuroscience(2016).
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