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Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT
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Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Jan 04, 2016

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Page 1: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Larry H Bernstein, MD, FCAPPrincipal & CSO, Triplex Medical

Chief Scientific OfficerLeaders in Pharmaceutical Business

Intelligence, Trumbull, CT

Page 2: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

The Future of the CLS Profession Over the Next Decade

• Point # 1 Pathology and CLS professions have changed every decade

• Point #2 Pathology and CLS professions are changing today

Page 3: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Outline

Prime Movers of Change

•Human Genome Project post decade projected forward

•Biotechnology boom

•Information technology

Page 4: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Breakthroughs

• Driven by Personalized Medicine• Genomic and Allied –OMICs- technology• Communication Science and Open and

Interactive Architectures• Mathematical Innovation in Classification and

Complexity• Nanotechnology• Integrative Scientific Discovery

Page 5: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

What of Metabolomics and Metabolic Profiling?

•Metabolomics is the measurement of small molecules that interact with membrane receptors

• involved with regulation of genomic transcription and cellular regulation

• involved with upregulation or downregulation of metabolic processes

•provide targets for disease treatments

•provide further “analytes for diagnosis

•prediction of short-term or long-term outcomes.

Page 6: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Impact on CLS

• Metabolomics is extension of “regulatory activity of genome”, formerly deemed

“DARK MATTER”• Metabolomics involves the interaction with

the environment (food, stress)• Metabolomics takes into consideration

“mutational risk” and health or disease

Page 7: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Expanded Role of Laboratory

• Improved tie in with provision of information to not only the healthcare workers, but also the patient.

• Achieve turnaround times for critical results through better workflow

• Greater control and access to a next generation of point-of-care technology integrated with the laboratory database, and a restructured electronic health record.

• Despite the hype about the BIG DATA revolution, this is achievable in the system here proposed because there is a published model to achieve this

Page 8: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

George Lundberg, MD, MedPage Today

• The alphabet soup that describes cancer genes, mutations, and pathways includes

• EGFR, KRAS, EML4-ALK, AKT, BCL, MITF, CDK, C-KIT, GNAQ, BRAF, and GNA11.

• pathologists may become clinical molecular (& diagnostic) specialists – determining:

• what molecular (and other) tests, if any, should be done

Page 9: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Methods Used

• Microarrays and microfabrication• Separations technology• High throughput and • Multiple analytes

Page 10: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Disease Identification and Risk Management

• Carbohydrate metabolism - insulin, C-peptide• Lipid Metabolism – HDL, LDL, small dense LDL

particles, Apo E• Proteins – proteomics, immunoglobulins,

coagulation, CRP (inflammatory), IL-1, 6, 8..• Cellular regulation – PPARγ, p53, HER2, etc.• Cytology, hemocytometry, flow cytometric

analysis

Page 11: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Digital Microscopy

• 3-D visualization• Receptor staining• Fresh Tissue

• Comment: Radiographic imaging

Page 12: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Mathematical Analysis

Page 13: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Comparison of LDA vs. Logit Analysis

Under LDA assumptions • the discriminant function is linear in X• predicted probability of Z=1 follows logistic

distribution• coefficient estimates more efficient than

logistic regression approach• Problem: distributions of covariates not

gaussian

Page 14: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Realtime Clinical Expert Support and Validation System

• a software system that is the equivalent of an intelligent Electronic Health Records Dashboard

• provides empirical medical reference and suggests quantitative diagnostics options

• gathers medical information• generates metrics• analyzes data in realtime • provides a differential diagnosis

Page 15: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Given medical information of a patient

• the system builds its unique characterization • provides a list of other patients that share this

unique profile • utilizing the vast aggregated knowledge

(diagnosis, analysis, treatment, etc.) of the medical community

Page 16: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

patient profiling

• accurate patient profiling and inference methodologies

• anomalous subprofiles are extracted • and compared to potentially relevant cases

Page 17: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Sample Report

Page 18: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Patient Course Summary

Page 19: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Insights into the chemical structure of DNA

• the basic building blocks of DNA and proteins,• of nucleotide and protein-protein interactions,• protein folding, allostericity, • genomic structure,• DNA replication,• nuclear polyribosome interaction, and• metabolic control.

Page 20: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Flow of genetic information

Page 21: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Genomic Methods

Page 22: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Novel Adipocyte Secreted Protein in Liver Glucose Regulation

• A particular type of protein (hormone) found in fat cells helps regulate how glucose (blood sugar) is controlled and metabolized (used for energy) in the liver.

• Switching off this protein leads to better control of glucose production from the liver, revealing a potential new target that may be used to treat type 2 diabetes and other metabolic diseases.

Page 23: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.
Page 24: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

ProsVue PSA

Page 25: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

NZDiA ProsVue Timeline

Page 26: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Mechanisms of Acute Coronary Syndromes and Their Implications for TherapyPeter Libby, M.D.N Engl J Med 2013; 368:2004-2013

The notion that heart attacks develop from coronary-artery stenosis is an oversimplification of a process involving lipid metabolism, inflammation, macrophage activation, collagen breakdown, and …….plaque rupture……(not always)

Page 27: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

NO Endothelial Relaxation

Page 28: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Nitric Oxide cycle and vascular relaxation/vascular stiffness

Page 29: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Genome Wide Association studies (GWAS)

• Genome-wide association studies (GWAS) aim to identify causative genes for common disease such as diabetes, obesity and stroke by

• analysing single nucleotide polymorphisms (SNPs).• SNPs are identified that show association with a

disease, • they are unlikely to be the actual genetic variant

involved in causation of that disease• most individual SNPs for common diseases raise risk by

about only 20-40%

Page 30: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Genetic Links in Common Disease

• variants in the same gene confirmed link between APOC3 and early-onset heart attack

• APOC3, involved in fat metabolism, may delay the catabolism of triglyceride-rich particles

• Polymorphisms in the human APOC3 gene and promoter have been associated with

• • lipoprotein profile• • cardiovascular health• • insulin (INS) sensitivity

Page 31: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

novel polymorphism of the CYP2J2 gene

• coronary artery disease in Uygur population in China

• Cytochrome P450 (CYP) 2J2 is expressed in the vascular endothelium and

• metabolizes arachidonic acid to biologically active epoxyeicosatrienoic acids (EETs)

Page 32: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.
Page 33: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

genomics in discovery of therapeutic targets

• key drivers of cellular proliferation,• stepwise mutational changes coinciding with

cancer progression• potential therapeutic targets for reversal of

the process

Page 34: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Melanoma Drugs approved by FDA

• a B-Raf inhibitor aimed to treat melanoma patients harboring V600E mutation

• a MEK inhibitor that was shown in phase III clinical trials to be efficient for treating melanoma patients with BRAF V600E or V600K mutations

• These new two drugs are now joining the first two drugs approved in 2011 to treat metastatic melanoma that are already in clinical use

Page 35: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Companion Diagnostics Testing

• The introduction of the two drugs was co-approved in concert with the THxID BRAF test from BioMérieux.

• This PCR-based BRAF test is designed to determine whether a melanoma patient harbors the V600E or V600K BRAF gene mutation and will assist directing the correct treatment to be given to patients.

• this companion diagnostic approved for BRAF mutation detection follows the approval of Roche’s cobas 4800 BRAF V600 Mutation Test in August 2011

• the association of diagnostics with treatments is a step further by pharmaceutical and diagnostic companies toward establishing personalized medicine

Page 36: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

New test gives better stratification for prognosis of CLL

• Innovation Department - Hospital Clinic Barcelona

• classify CLLs into 3 new prognostic groups: • • MBC-like • • intermediate• • NBC-like• using only 5 epigenetic biomarkers

Page 37: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

epigenetic signature has independent prognostic impact

• used bisulfite pyrosequencing primers designed to detect methylation of the 5 biomarkers.

• There are four possible formats to develop this test:

• • Pyrosequencing• • PCR + restriction enzymes• • Hybridization• • Immunoprecipitation + qPCR

Page 38: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Rationale of Innovation

current classification of M-CLL (mutated) and U-CLL (unmutated) is not used in clinical protocols to decide upon patient treatment and follow-upAfter 10 years only

Group Need Treatment (%)MBC-like 20

Intermediate 43

NBC-like 100

Page 39: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

This test will allow

• - Improve the quality of life of CLL patients• - Improve management strategies that are

more adjusted to the biology of this disease• - Reduce the health care costs

Page 40: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

EpigenomeThe suite of epigenetic modifications, collectively forming a dynamic epigenetic code, has long been known to operate as the manager of the genomic blueprint,

wielding cell-dependent control over gene expression at discrete times throughout development.

Our understanding of the disease epigenome has expanded, with the inclusion of numerous gene mutations and epimutations involved in producing aberrant gene expression.

these findings form inextricable causal links between our underlying genome, a dynamic epigenome, and the functional (disease) consequences stemming from both.

Page 41: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Non-Invasive Test for Early Detection of Colorectal Tumors

Dr. Guro Elisabeth Lind and a team from Oslo University Hospital have identified altogether 12 epigenetic biomarkers for early detection of colorectal cancera six-gene panel could outperform several previously published epi-markers, including VIM and SEPT9 which are included in commercial tests for early detection of colorectal cancer using stool and blood, respectively

Page 42: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

a disease defined primarily by its genetic fingerprint

(NY Times) By GINA KOLATA Published: May 1, 2013 Jeff Boyd, Fox Chase

the similarity among breast, ovarian and endometrial tumors was the best example yet of the idea that cancers are more usefully classified by their gene mutations than by where they originate.

Page 43: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

CD47 in cancer immunity

• Evasion of immune recognition is a major mechanism by which cancers establish and propagate disease.

• Recent data has demonstrated that the innate immune system plays a key role in modulating tumor phagocytosis through the CD47-SIRPα pathway.

• Careful development of reagents that can block the CD47/SIRPα interaction may indeed be useful to treat many forms of cancer

Page 44: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Akt in cancer

• Mechanisms for Akt pathway activation include • loss of tumor suppressor PTEN function, • amplification or mutation of PI3K, • amplification or mutation of Akt, • activation of growth factor receptors, • inactivation of the translation repressor protein

4E-BP1, and • exposure to carcinogens.

Page 45: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

• Akt knockout mice demonstrate that Akt is required for both cancer cell survival and oncogenic transformation.

• That activation of Akt is oncogenic, could be explained by

preventing normal apoptosis of cells, thereby enabling accumulation of more oncogenic mutations in these cells.

Page 46: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Akt controls many cancer related cellular processes such as • cell metabolism, • growth and survival, • proliferation, and • motility, all of which contribute to tumor initiation and progression.

Page 47: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

What are lncRNAs?

• Non-coding RNA is now known to make up the majority of transcribed RNAs and in addition to those that carry out well-known housekeeping functions (e.g. tRNA, rRNA etc), many different types of regulatory RNAs have been and continue to be discovered.

• Many of these non-coding RNAs are thought to have a wide range of functions in cellular and developmental processes.

Page 48: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

• This large and diverse class of transcribed RNA molecules with a length of more than 200 nucleotides do not encode proteins.

• Their expression is developmentally regulated and lncRNAs can be tissue- and cell-type specific.

• A significant proportion of lncRNAs are located exclusively in the nucleus.

• They are comprised of many types of transcripts that can structurally resemble mRNAs, and

• are sometimes transcribed as whole or partial antisense transcripts to coding genes.

Page 49: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.
Page 50: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Types of molecular mechanisms that may be involved in lncRNA function

• The Signal archetype: functions as a molecular signal or indicator of transcriptional activity.

• The Decoy archetype: binds to and titrates away other regulatory RNAs or proteins.

• The Guide archetype: directs the localization of ribonucleoprotein complexes to specific targets.

• The Scaffold archetype: has a structural role as platform upon which relevant molecular components (proteins and or RNA) can be assembled.

Page 51: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Similarities and differences between mRNA and lncRNA

mRNA lncRNA

Tissue-specific expression Tissue-specific expression

Form secondary structure Form secondary structure

Undergo post-transcriptional processing, i.e. 5’cap, polyadenylation, splicing

Undergo post-transcriptional processing, i.e. 5’cap, polyadenylation, splicing

Important roles in diseases and development

Important roles in diseases and development

Protein coding transcript Non-protein coding, regulatory functions

Well conserved between species Poorly conserved between species

Present in both nucleus and cytoplasm Predominantly in nucleus

Total 20-24,000 mRNAs Predicted 3-100 fold of mRNA in number

Expression level: low to high Expression level: very low to moderate

Page 52: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Structural DNA nanotechnology [1] HybridizationThe self-association (self=assembly) of complementary nucleic acid molecules or parts of molecules, is implicit in all aspects of structural DNA nanotechnology

[2] Stably branched DNAthe combination of in vitro hybridization and synthetic branched DNA that leads to the ability to use DNA as a construction material[3] Convenient synthesis of designed sequences.Biologically derived branched DNA molecules, such as Holliday junctions, are inherently unstable, because

they exhibit sequence symmetry; i.e., the four strands actually consist of two pairs of strands with the same sequence.

Page 53: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Origami

DNA origami utilizes the genome from a virus together with a large number of shorter DNA strands to enable the creation of numerous DNA-based structures (Figure 1) The shorter DNA strands forces the long viral DNA to fold into a pattern that is defined by the interaction between the long and the short DNA strands

Page 54: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.
Page 55: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

DNA nanotechnology and Biological Application

Drug deliveryBiosensors

capable of picking up very specific biological signals and converting them into electrical outputs that can be analyzed for identification. Computing

Page 56: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Reinventing as a way of life

Daniel Burrus, author of “Flash Foresight” wrote: “Today you cannot just reinvent now and then: to survive and thrive in a time of vertical change, you have to be redefining and reinventing yourself continuously. --- The organizations that are winning in the new century don’t bother competing; they leapfrog the competition by redefining anything and everything about their business.”

Page 57: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

The ultrafiltration alternative for Hormones & Therapeutic Drugs

Imagine an automated workstation dedicated to rapidly prepare plasma ultrafiltrates. This workstation does not require centrifugation, and the same vessel used to prepare the ultrafiltrate, will be presented to an immunoanalyzer with a regular menu of immunoassays for measuring “Total” hormones and drugs. The ultrafiltrate will allow us to measure “Free” hormones and drugs. The workstation will be integrated in an automated line, and a standalone workstation will be available for labs that are not automated.

Page 58: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Drug Failures

• Drug failure rates, the cost to develop drugs and healthcare costs are at an all-time high.

• These facts are what are driving the new paradigm in drug development.

Page 59: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.

Companion Diagnostics

The value companion diagnostics bring to pharma lies in their ability to mitigate risk.

They can be the difference between drug approval and failure.

Increasingly, pharma companies are integrating companion diagnostic programs

and are developing them in conjunction with their drug development programs.

Companion diagnostics can provide an extra layer of protection and

a way for pharma companies to get efficacious drugs on the market

without presenting safety risks to discrete patient cohorts.

Page 60: Larry H Bernstein, MD, FCAP Principal & CSO, Triplex Medical Chief Scientific Officer Leaders in Pharmaceutical Business Intelligence, Trumbull, CT.