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Mapping the Genomic Landscape to Accelerate Precision Drug Development

Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

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Page 1: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

Mapping the Genomic Landscape to Accelerate Precision Drug Development

Page 2: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

Mark Kiel, M.D. PhDFounder & Chief Science OfficerGenomenon

www.genomenon.com

Page 3: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

Alastair Garfield, PhDVice President, Translational Research & Development (TRAD) Rhythm Pharmaceuticals

www.rhythmtx.com

Page 4: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

Sign up for Mastermindbit.ly/mm-rhythm

Page 5: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

30M Titles/Abstracts6M+ Full-text Articles

50K+ Suppl. Files

10K+ Diseases30K+ Genes3M+ Variants

100+ Keywords

WHAT IS GENOMENON?

Organizing the World’s Genomic Information

www.genomenon.com

Page 6: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

For a given indication, produce a list of annotated and

evidence-supported variants for any gene associated with that

indication

EVIDENCE-BASED GENOMIC LANDSCAPE

www.genomenon.com

Page 7: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

Data Required to Interpret Genomic Variants

1. Population Data

2. Predictive Models

3. Published Literature

EVIDENCE-BASED GENOMIC LANDSCAPE

www.genomenon.com

PUBLISHED LITERATURE

PREDICTIVEMODELS

POPULATIONDATA

Page 8: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

1. Genomic Landscape for Drug Discovery

2. Clinical Trial Target Identification

3. New Indications – Repurposing

GENOMENON SERVICES FOR PHARMA

www.genomenon.com

Page 9: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

Example Use Cases

Page 10: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

• DNA Damage Repair Genes

• Hematopoietic Malignancies

• Cancer-Related Fusions

USE CASE #1: GENE LEVEL

www.genomenon.com

Page 11: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

• AML Variants

• Functional Variant Landscape for 500 known cancer-causing genes

USE CASE #2: VARIANT LEVEL

www.genomenon.com

Page 12: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

Prioritize and Rank by Number and

Strength of Associations

Auto-Curate with Machine Learning

Manual Review

We have indexed 6M full-text genomic articles to exhaustively catalogue biomarker candidates

Annotate, Filter, Rank and Curate for Pathogenicity or Actionability

1. ----2. ----3. ----

Collate a Comprehensive

Body of Evidence

1

4

Filter by Client-Specific Clinical or

Research Goals

3

5 6

GENOMIC LANDSCAPINGGenomenon’s Approach

Identify all the Disease-Gene and

Disease-Variant Associations

2

www.genomenon.com

Page 13: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

Understanding Rare Genetic Disorders

of Obesity

RHYTHM PHARMACEUTICALS

www.genomenon.com

Page 14: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

Alastair Garfield, PhDVice President, Translational Research & Development (TRAD) Rhythm Pharmaceuticals

www.rhythmtx.com

Page 15: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

Rare Genetic Disorders of Obesity

Alastair Garfield, PhDVice President, Translational Research & Development

Page 16: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

2 © Rhythm Pharmaceuticals, Inc. All rights reserved. MC4R-XXXX

Overview of Rhythm Pharmaceuticals

Rhythm is a biopharmaceutical company focused on deepening an understanding of the genetics underlying rare disorders of obesity.

[email protected]

RhythmTX.com

NASDAQ: RYTM

@RhythmPharma

LinkedIn.com/company/rhythm-pharmaceuticals-inc-/

50+Employees

Foundedin 2008

Located inBoston, MA

Page 17: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

3 © Rhythm Pharmaceuticals, Inc. All rights reserved. MC4R-XXXX

Genetic Factors Play a Significant Role in Determining BMI

BMI

Obesity is thought to be a consequence

of poor lifestyle choices, leading to

substantial social stigma2

Genetics1Environment1

(eg, leisure activity, food choice)

BMI, body mass index.References: 1. van der Klaauw AA, Farooqi IS. Cell. 2015;161(1):119-132. 2. Hilbert A et al. Obesity (Silver Spring). 2008;16(7):1529-1534. 3. Maes HH et al. Behav Genet. 1997;27(4):325-351.

Approximately 50% to 90% of variance

in BMI can be attributed to genetic

causes3

Page 18: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

4 © Rhythm Pharmaceuticals, Inc. All rights reserved. MC4R-XXXX

Genetic Contributions to Obesity and Rare Genetic Disorders of Obesity

Rare genetic disorders of obesityMultiple gene variants – not rare

Types of obesity1-3

(pie chart not drawn to scale for prevalence of the types of obesity)

MC4R, melanocortin-4 receptor.References: 1. Huvenne H et al. Obes Facts. 2016;9(3):158-173. 2. Hinney A et al. Eur Child Adolesc Psychiatry. 2010;19(3):297-310. 3. Kostovski M et al. Pril (Makedon Akad Nauk Umet Odd Med Nauki). 2017;38(3):121-133.

Page 19: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

CONFIDENTIAL5 © Rhythm Pharmaceuticals, Inc. All rights reserved. MC4R-C0131

Hallmark features of rare genetic disorders of obesity

There are several different rare genetic disorders of obesity, but those caused by variants in the MC4R pathway have a few things in common.

Feelings of insatiable hunger

Severe obesity that may begin early in life, known as early-onset obesity

Page 20: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

6 © Rhythm Pharmaceuticals, Inc. All rights reserved. MC4R-XXXX

Eating Behavior is Highly Regulated to Maintain Body Weight

The hypothalamus regulates appetite and energy expenditure

Figure adapted from: Morton GJ et al. Nat Rev Neurosci. 2014;15(6):367-378. Reference: van der Klaauw AA, Farooqi IS. Cell. 2015;161(1):119-132.

Weight maintained

Energy intake

Energy output

Feeding

Circulating Hormones

Circulating Hormones

Satiety

Page 21: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

7 © Rhythm Pharmaceuticals, Inc. All rights reserved. MC4R-XXXX

Eating Behavior is Highly Regulated to Maintain Body Weight

The hypothalamus regulates appetite and energy expenditure

.Figure adapted from: Morton GJ et al. Nat Rev Neurosci. 2014;15(6):367-378. Reference: van der Klaauw AA, Farooqi IS. Cell. 2015;161(1):119-132.

Feeding

Satiety

Weight Gain

Energy intake

Energy output

Circulating Hormones

Circulating Hormones

Page 22: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

8 © Rhythm Pharmaceuticals, Inc. All rights reserved. MC4R-XXXX

The melanocortin-4 receptor pathway - physiology

The melanocortin-4 receptor (MC4R) signaling pathway regulates appetite and energy expenditure

Mutations in this pathway can result in rare genetic disorders of obesity

POMC NEURON

Upstream

LEPR

LEPTIN

Downstream

SATIETYSIGNALS(LEPTIN)

PCSK1

α-MSHβ-MSHγ-MSH ACTH

POMCα-MSHβ-MSH

PVH

ADIPOSETISSUE

POMC Neuron

MC4R-Expressing Neuron

£ FOOD INTAKE£ WEIGHT

AgRPPOMC

α-MSHPCSK1

AgRP/NPY

Neuron

LEPTIN

¤ FOOD INTAKE¤ WEIGHT

MC4RECEPTOR

ACTIVATION¤APPETITE¤BODY WEIGHT£EXPENDITURE

MC4R-EXPRESSING NEURON

MC4R

RHYTHM FOCUS

Page 23: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

9 © Rhythm Pharmaceuticals, Inc. All rights reserved. MC4R-XXXX

ACTH, adrenocorticotropic hormone; AgRP, agouti-related protein; ARH, arcuate nucleus; BBS, Bardet-Biedl syndrome; LEPR, leptin receptor; MC4R, melanocortin-4 receptor; MSH, melanocyte stimulating hormone; NPY, neuropeptide Y; PCSK1, pro-protein convertase subtilisin/kexin type 1; POMC, pro-opiomelanocortin; PVH, paraventricular nucleus of hypothalamus.Figure adapted from: Yazdi FT et al. PeerJ. 2015;3:e856.References: 1. Yazdi FT et al. PeerJ. 2015;3:e856. 2. Krashes MJ et al. Nat Neurosci. 2016;19(2):206-219. 3. Cone RD. Endocr Rev. 2006;27(7):736-749. 4. Sohn JW et al. Trends Neurosci. 2013;36(9):504-512. 5. van der Klaauw AA, Farooqi IS. Cell. 2015;161(1):119-132.

BBS and Alström syndrome

POMC NEURON

Upstream

LEPR

LEPTIN

Downstream

SATIETYSIGNALS(LEPTIN)

PCSK1

α-MSHβ-MSHγ-MSH ACTH

POMCα-MSHβ-MSH

PVH

ADIPOSETISSUE

POMC Neuron

MC4R-Expressing Neuron

£ FOOD INTAKE£ WEIGHT

AgRPPOMC

α-MSHPCSK1

AgRP/NPY

Neuron

LEPTIN

¤ FOOD INTAKE¤ WEIGHT

MC4RECEPTOR

ACTIVATION

MC4R-EXPRESSING NEURON

MC4R

Mutations in this pathway can result in rare genetic disorders of obesity1-5

The melanocortin-4 receptor pathway - pathology

OBESITY£ APPETITE£ BODY WEIGHT¤ EXPENDITURE

Page 24: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

10 © Rhythm Pharmaceuticals, Inc. All rights reserved. MC4R-XXXX

The Challenge and Our Approach

Two specific needs

� Generate a searchable compendium of all genetic variants associated with MC4R-pathway deficiency obesity documented in published literature.

� Surface variant specific biological data to inform the pathogenic status of each variant and its potential contribution to obesity.

Rhythm brings a deep internal knowledge of the

MC4R-pathway

• Manual review and collation of published literature.

• Focused on expanding this groundbreaking work by scaling up our efforts.

Special considerations

• Ensure the completeness of the literature review.

• Ensure the accurate assimilation of all relevant data across multiple publications.

• Overcome the semantic inconsistencies.

Page 25: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

11 © Rhythm Pharmaceuticals, Inc. All rights reserved. MC4R-XXXX

Partnering with Genomenon: Database Assembly

• All mentions of a given variant, regardless of format or location within a manuscript, are captured.

• Context of the discussion is documented.

Genomenon’s methodology improved the efficiency and completeness of our literature review process.

• Rhythm compiled a list of 120 obesity related genes for which we sought a catalogue of clinically relevant published variants.

• Mastermind Genomic Search Engine was used a develop a database of variants across all these genes and a list of relevant citations.

Within 60 days Mastermind identified and collated a database of over 10,000 variants.

Centralizing these data in a searchable resource has facilitated our ability to rapidly locate and review published literature on any variant of interest.

Page 26: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

12 © Rhythm Pharmaceuticals, Inc. All rights reserved. MC4R-XXXX

Partnering with Genomenon: Database Assembly

• Building an association between a given genetic variant and the clinical presentation in which it is observed.

Next we focused on developing an understanding of the pathogenicity of individual variants in a prioritized subset of those genes.

• Not readily surfaced by the algorithms behind public search tools.

• Genomenon’s custom curation service was used to mine the previously compiled list of literature for data relevant to the ACMGs criteria for pathogenicity and benignness.

Rhythm utilizes this resource as a means for building an understanding of the genetics that underlie MC4R-pathway deficiency obesity.

Much of this evidence is buried within the published data.

Page 27: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

13 © Rhythm Pharmaceuticals, Inc. All rights reserved. MC4R-XXXX

Partnering with Genomenon: Database Assembly

We are using this evidence-based view of the genetic factors contributing to obesity to help inform our understanding of

rare genetic disorders of obesity.

Page 28: Mapping the Genomic Landscape to Accelerate Precision Drug Development · 2020-03-11 · Prioritize and Rank by Number and Strength of Associations Auto-Curate with Machine Learning

[email protected] | www.genomenon.com |1-734-794-3075

Thank You

Sign up for Mastermindbit.ly/mm-rhythm