VECTOR OPTIMIZATION FOR NON-VIRAL ANTIBODY GENE TRANSFER AND EXPRESSION OF ANTI- SARS-COV2, HUMAN MONOCLONAL ANTIBODIES IN MICE

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VECTOR OPTIMIZATION FOR NON-VIRAL ANTIBODY GENE TRANSFER AND EXPRESSION OF ANTI- SARS-COV2, HUMAN MONOCLONAL ANTIBODIES IN MICE
Vector optimization for non-viral antibody gene transfer and expression of anti-
SARS-CoV2, human monoclonal antibodies in mice
Nathaniel Silver, Sid Jindal, Nicholas Parsonnet, Luke Hamm, Matt Manganiello, Henry Sun, Debra Klatte, Phillip Samayoa, Doug Kerr
Generation Bio, 301 Binney Street, 4th Floor, Cambridge, MA 02142

Since their initial approval over 30 years ago, monoclonal antibodies (mAbs) have seen great success as a therapeutic class. However, their high cost of production as well as the need
for frequent administration has limited their widespread use in areas outside of oncology and autoimmune diseases. Antibody gene transfer (AGT) provides an alternative means of
delivering specific mAbs, wherein an antibody is vectorized and produced in vivo. This may enable patients to produce their own biotherapeutic for an extended period. AAV-based
delivery of vectorized antibodies has demonstrated a capacity to produce efficacious levels of antibodies in a variety of pre-clinical, disease models. However, there remain significant
limitations to AAV that have limited its use for AGT in the clinic. In particular, its genetic cargo capacity of ~4.7kb limits encoding of multiple polypeptides, immunogenicity of the viral
capsid restricts dosing to a single administration, and costly, scale-limited manufacturing processes prevent use in wide-spread diseases like HIV, Influenza, or COVID19, particularly in
the prophylactic setting where they might be the most impactful. Non-viral gene therapy is an attractive solution to address these limitations and potentially enable prophylactic use
of AGT on a much broader scale than is possible with passive administration of recombinant mAb or AAV based delivery.
Generation Bio has developed a non-viral gene therapy platform to deliver and durably express therapeutic proteins systemically in vivo. It is comprised of ceDNA, an engineered,
double-stranded, linear, covalently closed-ended DNA construct, formulated in a lipid nanoparticle delivery system, ctLNP. The ctLNP delivery system has been designed for
hepatocyte-specific delivery by using a biological targeting ligand and does not contain any component of the viral capsid, allowing repeated administration. Studies in
immunocompetent mice have demonstrated that systemic administration of a single dose of ctLNP-formulated ceDNA results in delivery to hepatocytes and durable transgene
expression. Administration of a second dose further increased expression.
Here we present the use of our non-viral gene therapy platform to express a monoclonal, SARS-CoV2 neutralizing antibody (Vir Biotechnology) as well as our vector optimization
approach to maximize expression. We compare bicistronic, furin/2A-peptide based expression cassettes to paired heavy and light chain vectors as well as multi-promoter, scarless
designs. While larger in size, we find that the latter two vector formats, in particular bidirectional promoter cassettes, significantly improve expression of antibodies in vivo relative to
the bicistronic designs commonly used in AAV vectors to encode multiple peptides. Further optimization of regulatory as well as heavy and light chain sequences enhanced ceDNA-
based expression, achieving therapeutically relevant levels of systemic mAb expression in mice. These data demonstrate early capabilities of our non-viral AGT platform and provide a
path for non-viral delivery of antibodies for disease prevention and treatment.

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VECTOR OPTIMIZATION FOR NON-VIRAL ANTIBODY GENE TRANSFER AND EXPRESSION OF ANTI- SARS-COV2, HUMAN MONOCLONAL ANTIBODIES IN MICE
Forward-looking statements
Any statements in this presentation about future expectations, plans and prospects for the company, including statements about our strategic
plans or objectives, our technology platforms, our research and clinical development plans, and other statements containing the words “believes,”
“anticipates,” “plans,” “expects,” and similar expressions, constitute forward-looking statements within the meaning of The Private Securities
Litigation Reform Act of 1995. Actual results may differ materially from those indicated by such forward-looking statements as a result of various
important factors, including: uncertainties inherent in the identification and development of product candidates, including the conduct of research
activities, the initiation and completion of preclinical studies and clinical trials and clinical development of the company’s product candidates;
uncertainties as to the availability and timing of results from preclinical studies and clinical trials; whether results from preclinical studies will be
predictive of the results of later preclinical studies and clinical trials; expectations for regulatory approvals to conduct trials or to market products;
challenges in the manufacture of genetic medicine products; whether the company’s cash resources are sufficient to fund the company’s operating
expenses and capital expenditure requirements for the period anticipated; the impact of the COVID-19 pandemic on the company’s business and
operations; as well as the other risks and uncertainties set forth in the “Risk Factors” section of our most recent annual report on Form 10-K, which
is on file with the Securities and Exchange Commission, and in subsequent filings the company may make with the Securities and Exchange
Commission. In addition, the forward-looking statements included in this presentation represent the company’s views as of the date hereof. The
company anticipates that subsequent events and developments will cause the company’s views to change. However, while the company may
elect to update these forward-looking statements at some point in the future, the company specifically disclaims any obligation to do so. These
forward-looking statements should not be relied upon as representing the company’s views as of any date subsequent to the date on which they
were made.

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VECTOR OPTIMIZATION FOR NON-VIRAL ANTIBODY GENE TRANSFER AND EXPRESSION OF ANTI- SARS-COV2, HUMAN MONOCLONAL ANTIBODIES IN MICE
ceDNA is a closed-ended, linear, duplex DNA vector whose structure imparts key
features for non-viral gene therapy

                                                                                 GFP expression in non-dividing cells                                               GFP expression in dividing cells
                                                                          4000                                                                                150
                                                                                                                                                                        Dividing cells (293T)
                                                                                     Non-dividing cells (HepaRG)

     ceDNA ITR                          ceDNA                             3000

                                                     % Day 1 Expression

                                                                                                                                         % Day 1 Expression
                   % of GFP+ cells

                                                                                                                                                              100
    structure is                     expression is
       key to                         consistent                          2000

     accessing                         with non-                                                                                                              50

                                                                          1000
    the nucleus                       integrating
                                       episomes                             0                                                                                  0
                                                                                 1    2   3   4   5   6   7    8   9 10 11 12 13 14 15                              1    2   3   4   5   6   7    8     9   10 11 12 13 14 15
                                                                                                              Days                                                                               Days

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VECTOR OPTIMIZATION FOR NON-VIRAL ANTIBODY GENE TRANSFER AND EXPRESSION OF ANTI- SARS-COV2, HUMAN MONOCLONAL ANTIBODIES IN MICE
ceDNA-LNP shows durable expression in immunocompetent mice after a single IV
administration

                                                      Luciferase                                                                       Factor IX
                                                                           Control                                                                        Control
                                     10 8                                  Luc ceDNA/LNP                            100                                   FIX ceDNA/LNP
         Total Flux (photons/sec)

                                                                                              FIX (% WT activity)
                                     10 7                                                                            10

                                     10 6                                                                             1

                                     10 5                                                                           0.1
                                            0    50       100      150      200                                           0   7 14 21 28 35 42 49 56 63 70 77

                                                       Study Day                                                                          Day

        •                           Single IV administration at study day 0                      •                   Single IV administration at study day 0
        •                           Total flux measured by IVIS in vivo imaging                  •                   Factor IX activity calculated from protein ELISA

    FIX used as surrogate for durability and redosing in wildtype mice because this human protein does not raise neutralizing antibodies in mice, unlike human FVIII
4
ceDNA-LNP redosing achieves increased expression in immunocompetent mice

                                                                Luciferase             Control                                                                 Factor IX
                                                                                       Luc ceDNA/LNP                                                                           Control
                                          10 10                                                                                                       25                       FIX ceDNA/LNP
                            Total Flux (photons/sec)

                                                                                                                                FIX (% WT activity)
                                                  10 9                                                                                                20       Control
                                                                                                                     25                                        FIX ceDNA/LNP
                                                  10 8                                                                                                15

                                                                                               FIX (% WT activity)
                                                                                      Control    20
                                                  10 7                                                                                                10
                                                                                      Luc ceDNA/LNP
                                                                                                                     15
                          10 6                                                                                                                         5
                       10 10
        Total Flux (photons/sec)

                                                                                                                     10
                                                                                                                                                       0
                               1010
                                 9 5
                                                           0    20               40       60                                                               0   20         40      60
                                                                                                                      5
                               10 8                                  Study Day                                                                                      Day
                                                                                                                      0
                               10 7
                                • Single IV administration at study day 0                                                 0   20•          40
                                                                                                                                 Single IV administration60at study day 0
                                                                                                                                   Day
                                • 6Re-dosed at day 35 with 10X higher dose
                               10                                                                                              • Re-dosed   at day 36 at same dose level
                                • Total flux measured by IVIS in vivo imaging                                                  • Factor IX activity calculated from protein ELISA
                               10 5
                                                       0       20               40       60
    FIX used as surrogate for durability and redosing in wildtype mice because this human protein does not raise neutralizing antibodies in mice, unlike human FVIII
                                                                    Study Day
5
ceDNA Antibody Gene Transfer (AGT) enables persistent, hepatic
expression and secretion of monoclonal antibodies

                                                             Antibodies
     Antibody Sequence
    gaaggatatt aaagagcacc
    tgcaggaatt ttttaagggg
    atgccggggg aagggcttga

                                                Hepatocyte

6
Liver specific, dual ORF and dual vector designs encoding a SARS-CoV2 neutralizing
antibody yield highest expressing constructs

             Vector Format Optimization
                                                                                             IgG Vector Format
    Bicistronic Cassettes                                                            Equimol Hydrodynamic Injection (HDI)
    Development/CMC risks?                                                           (C57Bl/6 mice; Day 7; Mean +/- SEM)
                        HC F/2A LC
                                                                          500

                                                    Serum huIgG (μg/mL)
                                                                          400

                                                         Anti-spike
    Dual ORF cassettes                                                    300

    IRES vs 2A peptide(s)/linker?                                         200
                     HC             LC

                                                                          100

                                                                           0
    Dual vectors

                                                                                                                                1)
                                                                                            tiv 1

                                                                                                      2A
                                                                                 S

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    Recombination/production risk of duplicate vs

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                 HC                    LC

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7
ceDNA vector optimization across promoter, ORF codon usage, and signal peptides
identified high expressing dual vector and dual ORF designs

                                                                                                                                                                           Codon Optimization Screen
         Vector Cassette Optimization                                                                                                                               (1ug/an. HDI; C57Bl/6 mice; Mean +/- SEM)
                                                                                                                                               50

    risk of duplicate vs                                                                                                                       40

                                                                                                                          Serum hIgG (μg/ml)
                  Vector Format Library                                                                                                        30

                                                                                                                              Anti-spike
               (HC; LC; HC-2A-LC; HC/LC)                                                                                                       20

                                                                                                                                               10

                                                                                                                                               0

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                                                                                                                                                                                                                                                Signal Peptide Screen
                                                                                                     Promoter Screen                                                                                                                  (1ug/an. HDI; C57Bl/6 mice; Mean +/- SEM)
                                                                                        (1ug/an. HDI; C57Bl/6 mice; Mean +/- SEM)
                                                                                                                                                                                                                    40
                                                                       80

                                                                                                                                                                                                                    30
                                                                       60

                                                                                                                                                                                               Serum hIgG (μg/ml)
                                                  Serum hIgG (μg/ml)
          Signal Pep library   Promoter Library

                                                                                                                                                                                                   Anti-spike
                                                      Anti-spike
                                                                       40                                                                                                                                           20

                                                                       20                                                                                                                                           10

                Combinatorial Screening of
                                                                       0                                                                                                                                              0
                ORF/SigPep/Promoter Hits
                                                                                        1

                                                                                                   2

                                                                                                             3

                                                                                                                       4

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8
Screening of Heavy and Light chain ratios suggests hepatic IgG expression with
ceDNA is enhanced with higher HC:LC molar ratios

    In vitro Screen of HC:LC Ratios                                                                           In vivo Fixed HC/LC Dose Screen of HC:LC Ratios

                                       0.8                                                                                                  In vivo HC:LC Molar Ratio                                     In vivo HC:LC Molar Ratio
                                                   LC Limiting                        HC Limiting                                          Screen with Fixed LC Dose                                     Screen with Fixed HC Dose
    Secreted anti-spike hIgG (μg/ml)

                                                                                                                                         (HDI; C57Bl/6 mice; Mean +/- SEM)                              (HDI; C57Bl/6 mice; Mean +/- SEM)
                                                                                                                                   300                                                            300
                                       0.6
                                                                                                                                   250                                                            250

                                                                                                              Serum hIgG (μg/ml)

                                                                                                                                                                             Serum hIgG (μg/ml)
                                                                                                                                   200                                                            200
                                       0.4

                                                                                                                  Anti-spike

                                                                                                                                                                                 Anti-spike
                                                                                                                                   150                                                            150

                                       0.2                                                                                         100                                                            100

                                                                                                                                    50                                                             50

                                       0.0                                                                                           0                                                              0
                                                                                                                                           0.9:1       1.7:1       2.5:1                                  1:1.2       1:2.3       1:3.5
                                              :1

                                                                                                10
                                                    1

                                                         1

                                                                 1

                                                                            1

                                                                                 2

                                                                                      3

                                                                                           5
                                                                       :1

                                                                                                                                         HC:LC Molar Ratio (Fixed LC Dose)                              HC:LC Molar Ratio (Fixed HC Dose)
                                                   5:

                                                        3:

                                                             2:

                                                                            1:

                                                                                 1:

                                                                                      1:

                                                                                           1:
                                             10

                                                                        5

                                                                                                1:
                                                                     1.

                                                        Dual Vectors HC:LC Molar Ratio

    3:2 HC to LC molar ratio is optimal for dual                                                                                   At a fixed dose of LC or HC ceDNA, increasing dose of
          vector ceDNA construct pairs                                                                                              HC improves expression while increase LC dose has
                                                                                                                                                        limited effect
                                                                 HepG2 cells; supernatant collected at 72hr

9
ceDNA format of optimized designs show dose dependent expression, with best dual
vector designs yielding 5-10x higher activity relative to dual ORF designs

                                                                      ceDNA Dose Response
                                                       (Hydrodynamic Injection; C57Bl/6 mice; Mean +/- SEM)
                                          1000

                                          100

                     Serum hIgG (μg/ml)
                         Anti-spike
                                           10

                                            1

                                           0.1

                                          0.01
                                             0.001             0.01             0.1              1            10
                                                                          Dose (g/an.)

                                                     ceDNA-1 (Dual Vectors; 3:2 HC/LC)
                                                     ceDNA-2 (Dual ORF)

10
LNP delivery of dual vectors achieved persistent, therapeutically relevant
concentrations of anti-SARS-CoV2 hIgG in mice

                                                 Vectorized IgG Expression after LNP delivery
                                                             (i.v. infusion; Rag2 mice; Mean +/- SEM)
                                            100000

                                            10000

                       Serum hIgG (ng/ml)
                           Anti-spike
                                             1000

                                              100

                                             LLOQ

                                                1
                                                     0             10          20           30          40
                                                                           Study Day

                                                         ceDNA-1; 2mg/kg (Dual Vectors)
                                                         ceDNA-2; 2mg/kg (Dual ORF)

11
Serum from ceDNA treated animals shows potent neutralization of SARS-CoV-2
 pseudovirus, equivalent to the recombinantly produced antibody

                                                 SARS-CoV-2
                                           Pseudovirus Neutralization
                                                                                 IC50 (ng/ml)
                                                                                 59.58
                                                                                 28.39
                                                                                 39.59
                                                                                 37.42
                                                                                 36.62

                                                                            Serum neutralizing activity of individual animals
                                                                            treated with ceDNA encoding anti-SARS-CoV2
                                                                            mAb (HDI; C57Bl/6 mice) or recombinant mAb
                                                                            spiked into mouse serum at a comparable dilution

All neutralization assays performed by collaborators at VIR Biotechnology
(VeroE6 cells; CoV2 Spike (D19) pseudotyped VSV-Luc)
 12
Evolution of gene therapy manufacturing – novel enzymatic process with potential for
improved scaling and cost effectiveness
Benefit for antibody gene transfer, with potential to impact millions of patients

                           UPSTREAM                             DOWNSTREAM PURIFICATION                  FORMULATION      PAYLOAD/PURITY        PAYLOAD SCALE

                  Sf9 cell                            Budded virus harvested:               Multi-column purification:
           STEP                                STEP                                  STEP
            1     production and                2     Scale limited due to            3     full versus empty only
                  then encapsidation                  capsid instability
                                                                                                                                                  Tens of
     AAV                                                                                                                   INCONSISTENT         thousands
                                              Mixture of full/empty                                                        Payload & Quality
                                                                                                                                               10s of Thousands
                                              capsids, complete and
                                              incomplete genomes

                   Suspension                  ceDNA                         ceDNA drug             STEP    High-purity
           STEP                        STEP                           STEP
                   Sf9 cell                    harvested                     substance               4      ceDNA
            1                           2                              3                                    packaged                             Millions
                   production                  from cells                    purified

                                                                                                                            CONSISTENT
 ceDNA                                                                                                                    Payload & Quality

           STEP    Enzymatic ceDNA manufacture (cell free)                                                                                     Hundreds
            1      One day process from pDNA
                                                                                                                                               of Millions

13
Data demonstrate early capabilities of non-viral AGT platform and provide a path for
non-viral delivery of antibodies for disease prevention and treatment
• Encoding HC and LC on separate ceDNA vectors and delivering both in a 3:2 molar ratio is optimal format for hepatic
  expression
• Combinatorial optimization of regulatory sequences and heavy and light chain codons of anti-SARS-CoV2 mAb resulted
  in highly expressing constructs
• LNP co-formulation and delivery of paired vectors achieved therapeutically relevant levels of mAb in mice (~8ug/ml)
• Antibodies produced in situ retained binding and functional activity, and demonstrated comparable ex vivo
  neutralization activity relative to recombinant control
• Non-viral delivery of ceDNA encoding neutralizing, monoclonal antibody has potential for persistent expression and
  long-term protection against SARS-CoV2 with a single dose
• Enzymatic synthesis may further unlock scaled manufacturing, potentially enabling AGT to reach global populations for
  SARS-CoV2 and future pandemics

     Acknowledgements: The authors wish to acknowledge our generous collaborators at Vir Biotechnology, including
     Fabio Benigni, Dora Pinto, Michael Housley, and Laura Rosen.

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