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31 COGNOSCIENTI Towards Targeted Therapeutics: The Pharmaceutical Industry and Personalized Medicine by Edward Abrahams, Ph.D, and Stephen Eck, M.D, Ph.D hat the pharmaceutical industry is committed to delivering on the promise of personalized medicine is actually old news. Data compiled by the Tufts Center for the Study of Drug Development regarding the industry’s commitment to personalized medicine in 2014 and 2015, along with the Personalized Medicine Coalition’s analyses of the U.S. Food and Drug Administration’s recent approvals of novel new drugs, demonstrate that the pharmaceutical industry has embraced personalized medicine, despite the absence of a tried and tested business model that ensures success. 1,2,3 Nevertheless, conventional wisdom fades slowly. Many policymakers and some members of the media still believe, as Mara Aspinall and Richard Hamermesh wrote in Harvard Business Review in 2007, that the single biggest obstacle “hindering the transition from trial-and-error medicine to personalized medicine” is the pharmaceutical industry’s devotion to its “historically successful blockbuster model,” which discourages targeted therapeutics aimed at segmented populations. In fact, the chief obstacles slowing the realization of personalized medicine, in addition to the inherent biological complexity of targeting treatments to the right patients, do not include reluctance on the part of industry. Rather, they are, as Aspinall and Hamermesh also contend, regulatory and payment systems that do not keep pace with the implications of the new discoveries regarding individual variation and the development of new technologies that facilitate more precise diagnoses. 4 Introduction The father of modern medicine, William Osler, once observed, “Variability is the law of life, and as no two faces are the same, so no two bodies are alike, and no two individuals react alike and behave alike under the abnormal conditions which we know as disease.” 5 From this insight arose the fundamental principle of personalized medicine: providing only the specific care an individual needs based on defined characteristics of that patient. Rather than a generalized pattern of medical care based on population averages, personalized medicine assumes that physicians will use sophisticated diagnostic tests to determine which medical treatments will work best for each patient. Only by combining the results from those tests with a patient’s medical history, circumstances, and values, can health care providers develop targeted treatment and prevention plans. These plans offer patients better care and more certain outcomes. In theory, the health care system will also benefit from the movement of resources towards individuals for whom an intervention will provide a better outcome and away from others for whom it will not, thus resulting in an economic advantage when medical resources are scarce or expensive. In other words, by treating the right patient at the right time with the right T “ The pharmaceutical industry is deeply committed to delivering on the promise of personalized medicine.” Ian Read, Pfif izer CEO, National Press Club, Washington, DC, May 14, 2015.

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Page 1: The Pharmaceutical Industry and Personalized …...The decision to treat with this product is affected by the Philadelphia chromosome biomarker status in patients. personalized medicines;

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Towards Targeted Therapeutics: The Pharmaceutical Industry and Personalized Medicine by Edward Abrahams, Ph.D, and Stephen Eck, M.D, Ph.D

hatthepharmaceuticalindustryiscommittedtodeliveringonthepromiseofpersonalizedmedicine

isactuallyoldnews.DatacompiledbytheTuftsCenterfortheStudyofDrugDevelopmentregarding

theindustry’scommitmenttopersonalizedmedicinein2014and2015,alongwiththePersonalized

MedicineCoalition’sanalysesoftheU.S.FoodandDrugAdministration’srecentapprovalsofnovel

newdrugs,demonstratethatthepharmaceuticalindustryhasembracedpersonalizedmedicine,despitethe

absenceofatriedandtestedbusinessmodelthatensuressuccess.1,2,3Nevertheless,conventionalwisdomfades

slowly.Manypolicymakersandsomemembersofthemediastillbelieve,asMaraAspinallandRichard

HamermeshwroteinHarvard Business Reviewin2007,thatthesinglebiggestobstacle“hinderingthetransition

fromtrial-and-errormedicinetopersonalizedmedicine”isthepharmaceuticalindustry’sdevotiontoits

“historicallysuccessfulblockbustermodel,”whichdiscouragestargetedtherapeuticsaimedatsegmented

populations.Infact,thechiefobstaclesslowingtherealizationofpersonalizedmedicine,inadditiontothe

inherentbiologicalcomplexityoftargetingtreatmentstotherightpatients,donotincludereluctanceonthe

partofindustry.Rather,theyare,asAspinallandHamermeshalsocontend,regulatoryandpaymentsystems

thatdonotkeeppacewiththeimplicationsofthenewdiscoveriesregardingindividualvariationandthe

developmentofnewtechnologiesthatfacilitatemoreprecisediagnoses.4

Introduction

The father of modern medicine, William Osler, once observed, “Variability is the law of life, and as no two faces are the same, so no two bodies

are alike, and no two individuals react alike and behave alike under the abnormal conditions which we know as disease.”5 From this insight arose

the fundamental principle of personalized medicine: providing only the specific care an individual needs based on defined characteristics of that

patient. Rather than a generalized pattern of medical care based on population averages, personalized medicine assumes that physicians will use

sophisticated diagnostic tests to determine which medical treatments will work best for each patient. Only by combining the results from those

tests with a patient’s medical history, circumstances, and values, can health care providers develop targeted treatment and prevention plans. These

plans offer patients better care and more certain outcomes. In theory, the health care system will also benefit from the movement of resources

towards individuals for whom an intervention will provide a better outcome and away from others for whom it will not, thus resulting in an

economic advantage when medical resources are scarce or expensive. In other words, by treating the right patient at the right time with the right

T“ The pharmaceutical industry is deeply committed todelivering on the promise of personalized medicine.”Ian Read, Pfififif izer CEO, National Press Club, Washington, DC, May 14, 2015.

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therapy, health care can become more effica-

cious and efficient. As simple as this may seem

though, personalized medicine has proven

difficult to implement, and its development and

adoption have been slower than many would

wish. But the pace has quickened, and is likely

to accelerate with profound implications for

the pharmaceutical industry as well as health

care generally.

To succeed, personalized medicine requires

two major transformations. First, we need to

better understand at the molecular level why

individuals with the same disease differ in

their response to the same therapy. This is

well illustrated by the current molecular

characterization of lung cancer, which evolved

from prior characterizations of lung cancer

based on clinical examination, microscopic

morphology and radiographic findings.

Descriptive observations of lung cancer,

however, could not be clearly linked to

biological pathways for which a medicine

could be invented. In contrast, the current

molecular characterization of lung cancer

describes aberrant biology based on specific

gene mutations for which several highly

effective mutation-targeted medicines are

now available. Thus, the nosology of medicine

must be revamped to clearly segment clinically

similar diseases that have markedly different

biological characteristics, and would therefore

be better served by different medications.

Despite the progress in diseases such as lung

cancer, most indications outside of oncology

are still unfortunately characterized by

subjective clinical observation, including

highly prevalent mental health conditions

such as schizophrenia, depression, and autism.

Second, better medicines need to be developed

to target the unique biology of newly discovered

disease segments. Such new medicines have

to come from an industry that has historically

discovered and developed drugs for large,

undifferentiated markets. Some, as noted, have

questioned whether the pharmaceutical industry

could, or was even willing to, shift from

its historic “one-size-fits-all” model to one

in which companies discover and develop

medications for much smaller medical

indications that would be expected to generate

smaller returns based on a limited number of

patients with a much more narrowly defined

disease segment.

However, much has changed in the last decade.

Today, pharmaceutical companies large and

small are eagerly pursuing personalized medicine

strategies as a core part of their research and

development efforts.

Data Supporting Current Widespread

Adoption of Personalized Medicine

The first line of evidence, a leading indicator

of significant adoption, comes from the

percentage of new drug approvals that were

l Lynparza (olaparib) for the treatment of advanced ovarian cancer.

The decision to treat with this product is affected by the BRCA biomarker status in patients.

l Vimizim (elosulfase alpha) for the treatment of Mucopolysaccharidosis Type IV (Morquio Syndrome).

The decision to treat with this product is affected by the type A or B biomarker status in patients.

l Cyramza (ramucirumab) for the treatment of advanced gastric or gastro-esophageal junction adenocarcinoma or non-small cell lung cancer (NSCLC).

Treatment procedures are influenced by the EGFR or ALK biomarker status in patients.

l Zykadia (ceritinib) for the treatment of NSCLC.

The decision to treat with this product is affected by the ALK biomarker status in patients.

l Beleodaq (belinostat) for the treatment of peripheral T-cell lymphoma.

Treatment procedures are influenced by the UGT1A1 biomarker status in patients.

l Cerdelga (eliglustat) for the long-term treatment of Gaucher disease type 1.

Treatment procedures are influenced by the CYP2D6 biomarker status in patients.

l Harvoni (ledipasvir and sofosbuvir) for the treatment of chronic hepatitis C infection.

The decision to treat with this product is affected by the genotype 1 biomarker status of the viral infection in patients.

l Viekira Pak (ombitasvir, paritaprevir, and ritonavir; dasabuvir) for the treatment of chronic hepatitis C infection.

The decision to treat with this product is affected by the genotype 1 biomarker status of the viral infection in patients.

l Blincyto (blinatumomab) for the treatment of B-cell precursor acute lymphoblastic leukemia (ALL).

The decision to treat with this product is affected by the Philadelphia chromosome biomarker status in patients.

personalized medicines; that is, they include

biomarker strategies on their respective labels.

In 2014, 20 percent of new medicines approved

by the FDA’s Center for Drug Evaluation and

Research were personalized medicines.6 See

Figure 1 for a complete list of the personalized

medicines FDA approved in 2014.

In 2015, FDA approved 13 targeted therapeutics,

which accounted for 28 percent of the year’s

total approvals.7 In contrast, the agency

approved only one personalized medicine in

2005. See Figure 2 for a complete list of the

personalized medicines FDA approved in 2015.

Figure 1. New Personalized Medicines FDA Approved in 2014

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The same trend is illustrated in Figure 3. The

diagram, compiled by L.E.K. Consulting,

illustrates the quickening pace of new,

targeted therapeutics with required or

recommended companion diagnostics in

their respective labels.8

L.E.K. also estimates that in 2015 the market

value for drugs reliant on a companion diag-

nostic was $25 billion, up 12 percent from

$22 billion the year before (see Figure 4). 9,10

That this is more than a short-term trend can

be seen by looking at research and develop-

ment strategies in an industry known for its

long discovery and development timelines. A

2015 survey of pharmaceutical executives

conducted by the Tufts Center for the Study

of Drug Development found that 42 percent of

current biopharmaceutical company pipelines

include biomarker strategies. In oncology that

figure rises to 73 percent. Biopharmaceutical

companies, the researchers found, have nearly

doubled their research and development

investment in personalized medicine since

2005, and they expect to increase it again by

an additional third in the next five years. 11

Finally, if there is any doubt remaining about

the pharmaceutical industry’s commitment to

personalized medicine, it should be noted that

as of 2014 personalized medicines account for

13 percent of all approved medicines as judged

by their inclusion of a reference to biomarkers

to guide their administration, and 137 approved

drugs have genomic information in their

labels.12

The reasons explaining the shift in focus are

not hard to understand. According to Paul

Hudson, President, AstraZeneca U.S. and

Executive Vice President, North America,

“As the biopharmaceutical industry

investigates and earns FDA approval for

more targeted therapies in oncology and

other disease states, the benefits are clear:

better diagnoses, fewer adverse drug reactions,

increased patient adherence, improved quality

of life and, ultimately, significant savings in

overall U.S. health care costs.” He noted that

l Alecensa (alectinib) for the treatment of non-small cell lung cancer (NSCLC).

The decision to treat with this product is affected by the ALK biomarker status in patients.

l Tagrisso (osimertinib) for the treatment of NSCLC.

The decision to treat with this product is affected by the EGFR biomarker status in patients.

l Cotellic (cobimetinib) to be used in combination with vemurafenib for the treatment of advanced melanoma.

The decision to treat with this product is affected by the BRAF biomarker status in patients.

l Nucala (mepolizumab) for the maintenance treatment of asthma.

The decision to treat with this product is affected by the eosinophil level in patients.

l Aristada (aripiprazole lauroxil) for the treatment of schizophrenia.

Treatment procedures are influenced by the CYP2D6 biomarker status in patients.

l Lonsurf (trifluridine and tipiracil) for the treatment of advanced colorectal cancer.

Treatment procedures are influenced by the VEGF, RAS and EGFR biomarker statuses in patients.

l Repatha (evolocumab) for the treatment of high cholesterol.

The decision to treat with this product is affected by biomarkers that indicate familial hypercholesterolemia.

l Daklinza (daclatasvir) for the treatment of chronic hepatitis C infection.

The decision to treat with this product is affected by the genotype 3 biomarker status of the viral infection in patients.

l Praluent (alirocumab) for the treatment of high cholesterol.

The decision to treat with this product is affected by biomarkers that indicate familial hypercholesterolemia.

l Rexulti (brexpiprazole) for the treatment of schizophrenia and major depressive disorder.

Treatment procedures are influenced by the CYP2D6 biomarker status in patients.

l Orkambi (lumacaftor and ivacaftor) for the treatment of cystic fibrosis.

The decision to treat with this product is affected by the F508del/CFTR biomarker status in patients.

l Cholbam (cholic acid) for the treatment of bile acid synthesis disorders.

The decision to treat with this product is affected by the various single enzyme defect biomarker statuses in patients.

l Ibrance (palbociclib) for the treatment of advanced breast cancer.

The decision to treat with this product is affected by the ER and HER2 biomarker statuses in patients.

Figure 2. New Personalized Medicines FDA Approved in 2015

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Figure 3. Recent Personalized Therapeutic Launches Have Relied on Well-Validated Biomarkers (BRAF, EGFR) and First-in-Class Biomarkers Including BRCA and PD-L1

Note: * EU approval in 2009 and FDA approval for EGFR+ NSCLC in 2015

** While Tarceva had already been launched, it was approved for first-line treatment for EGFR+ NSCLC patients in 2013

Source: Republished with permission from L.E.K. Consulting, “Recent Personalized Therapeutic Launches Have Relied on Well-Validated Biomarkers (BRAF,

EGFR) and First-in-Class Biomarkers Including BRCA and PD-L1,” PowerPoint presentation, Updated January 27, 2016, L.E.K. Consulting, Los Angeles, CA.

Therapy selection/monitoring

Therapy selection

Oncology

Other****

Drug (Company) Therapeutic area

Test purpose

$25B $25B $25B

100

80

60

40

20

0

Other***

Opdivo (BMS)

Tarceva (Roche)**

Perjeta (Roche)

Erbitux (BMS)

Sprycel (BMS)

Tasigna (Novartis)

Gleevec (Novartis)

Herceptin (Roche)

Figure 4. Marketed Therapeutics Reliant on a CDx Generated ~$25B in Therapeutic Revenues in 2015

Biopharma WW marketed CDx drug revenue segmentation (2015)* Percent of revenues

Note:

* 2015 revenues are actual or analyst estimates; PHC

products include those with labels that require/

recommend CDx test for candidacy

** Includes all Tarceva revenues, not just those from

first-line treatment for EGFR+ NSCLC patients

*** Other includes Alecensa, Aristada, Blincyto, Bosulif,

Cholbam, Cotellic, Gilotrif, Ibrance, Iressa, Kadcyla,

Lonsurf, Lynparza, Mekinist, Nucala, Orkambi, Praluent,

Repatha, Rexulti, Selzentry, Tafinlar, Tagrisso, Tykerb /

Tyverb, Vectibix, Victrelis, Xalkori, Zelboraf and Zykadia

drug revenues

**** Other includes Infectious Disease, Neurology,

Cardiology, Pediatrics, Respiratory, and Gastroenterology

therapeutic areas

Source: Republished with permission from L.E.K.

Consulting, “Marketed Therapeutics Reliant on a CDx

Generated ~$25B in Therapeutic Revenues in 2015,”

PowerPoint presentation, Updated January 25, 2016,

L.E.K. Consulting, Los Angeles, CA.

Test purpose

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drugs across national borders to deflate current

prices.16 Their views are finding their way into

the public arena, with many in the media now

echoing the contention made by the New

York Times on its editorial page on December

20, 2015 that there is “no justification for

high drug prices.” That opinion, if it leads to

price controls, could slow progress towards

the development of personalized medicines,

which are targeted at smaller populations and

therefore will be more expensive than less

effective, one-size-fits-all therapies that can

be marketed to all patients whether they work

or not. Unless the pharmaceutical industry

can differentiate targeted therapeutics from

one-size-fits-all/trial-and-error medicines and

demonstrate the increased efficacy and safety

of personalized medicines, along with their

capacity to reduce overall systemic costs to the

health system, pricing pressure will be a hard

headwind to navigate.

Adoption

Even when manufacturers of personalized

medicine products complete the obstacle

course of researching and developing targeted

therapies and getting them approved and

reimbursed, there is no guarantee that

physicians will change their behavior and

prescribe the new medicines. In the Tufts

survey of diagnostic and drug manufacturers,

for example, very few respondents believed

that doctors were “very comfortable” in

prescribing tests underpinning genomic

medicine. The majority considered physicians

only “somewhat” comfortable with practicing

personalized medicine. As one noted, “It is

learning not just new stuff, but all the stuff

that is foundational that you never learned

before.”17

Regulation of Diagnostic Tests

First, the regulatory environment for

diagnostics remains unclear and unsettled,

which in turn deters investment in linking

therapy to individual variation. With two

separate agencies of government overseeing

diagnostic products in the United States,

uncertainty remains regarding the best path

to the largest market in the world. Although

FDA has proposed ending its “enforcement

discretion” in regulating laboratory developed

tests, which represent the overwhelming

majority of diagnostic tests and are overseen

by the Centers for Medicare and Medicaid

Services (CMS), it has yet to demonstrate its

capacity to regulate them, thereby causing

increased confusion for both the diagnostic

as well as the pharmaceutical industries.

That confusion is compounded by the fact

that to develop targeted therapies, the pharma-

ceutical industry relies on a diagnostic

industry, which employs a different business

model and is subject to the decisions of public

and private payers, which may or may not

value its products. Because public and private

insurance companies typically want to pay

as little as possible for diagnostic tests,

diagnostic companies, especially absent

expensive-to-develop evidence that demon-

strates the underlying value of their products,

have less control over production and pricing.

Payment

Perhaps even more challenging than the

price pressures on diagnostics are the

looming ones on drugs. Last year, for example,

118 oncologists published a widely reported

letter calling for a grassroots movement to

oppose the high cost of new cancer drugs,

some of which are targeted therapeutics that

are extraordinarily effective in prolonging life.

They stated in their letter that many new

cancer drugs average more than $100,000 a

year, with copays of up to one-third of that

amount, or about half the average household

annual income in the United States. These

oncologists want FDA to define a “fair price”

for drugs and also encourage importation of

more than 80 percent of AstraZeneca’s pipeline

has a “personalized medicine approach.” 13

In addition, FDA has, according to Janet

Woodcock, Director of the agency’s Center for

Drug Evaluation and Research, “been pushing

for targeted drug therapies… for a long time.”

She has pointed out that 60 percent of the

targeted therapies approved in recent years

were cleared based on data from a single trial,

and that 90 percent used one or more of FDA’s

expedited programs. 14

Other indicators suggest that the trend towards

personalized medicine will continue. In his

State of the Union Address last year, Presi-

dent Obama launched a new Precision Med-

icine Initiative (PMI) to, in his words, “bring

us closer to curing diseases like cancer and

diabetes.” Essentially a research program with

multiple components, the initiative presumes

that diseases will be defined based on their

molecular characteristics and that, in turn, the

pharmaceutical industry will develop targeted

therapeutics to address them. As an example,

the President noted progress in treating cystic

fibrosis based on an emerging understanding

of the genetic basis of that disease.15 Although

he did not mention it, that progress also

depended on the ability of a biotechnology

company in Massachusetts, Vertex, to translate

that understanding into the development of

new drugs to treat specific subsets of cystic

fibrosis patients.

Obstacles

While the pharmaceutical industry’s fear

of the segmented markets that personalized

medicine presumes is not among them, three

major obstacles still slow personalized

medicine’s progress. According to the Tufts

survey of both the pharmaceutical and

diagnostics industries, most executives

expressed concern about the uncertain

regulatory environment for diagnostics,

challenging payment policies for both

diagnostic and therapeutic products, and

the ease with which the health care system

can adopt personalized medicine practices.

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Edward Abrahams, Ph.D, is the President of

the Personalized Medicine Coalition. Representing

innovators, scientists, patients, providers and payers,

PMC promotes the understanding and adoption of

personalized medicine concepts, services and products

for the benefit of patients and the health system.

Stephen Eck, M.D, Ph.D, is Vice President of

Oncology Medical Sciences at Astellas Pharma

Global Development.

Note: This article represents the personal opinions

of the authors and not necessarily those of Astellas

or PMC.

References

1. Kenneth Kaitin (Ed.), “Personalized Medicine Gains Traction But Still Faces Multiple Challenges,” Tufts CSDD Impact Report 17, no. 3 (May/June 2015).2. Personalized Medicine Coalition, “More Than 20 Percent of the Novel New Drugs Approved by FDA’s Center for Drug Evaluation and Research in 2014 are Personalized Medicines,” Personalized Medicine Coalition, January 28, 2015.3. Personalized Medicine Coalition, “More Than 20 Percent of the Novel New Drugs Approved by FDA’s Center for Drug Evaluation and Research in 2015 are Personalized Medicines,” 2015 Progress Report: Personalized Medicine at FDA, Personalized Medicine Coalition, January 2016. 4. Mara G. Aspinall and Richard G. Hamermesh, “Realizing the Promise of Personalized Medicine,” Harvard Business Review 85, no. 10 (October 2007): pp. 108 - 117. 5. William Osler, as cited in Mark E. Silverman, T. Jock Murray & Charles S. Bryan (Eds.), The Quotable Osler (Philadelphia, PA: American College of Physicians, 2008), p. 107.6. Personalized Medicine Coalition, “More Than 20 Percent of the Novel New Drugs Approved by FDA’s Center for Drug Evaluation and Research in 2014 are Personalized Medicines,” Personalized Medicine Coalition, January 28, 2015.7. Personalized Medicine Coalition, “More Than 20 Percent of the Novel New Drugs Approved by FDA’s Center for Drug Evaluation and Research in 2015 are Personalized Medicines,” 2015 Progress Report: Personalized Medicine at FDA, Personalized Medicine Coalition, January 2015.8. L.E.K. Consulting, “Recent Personalized Therapeutic Launches Have Relied on Well-Validated Biomarkers (BRAF, EGFR) and First-in-Class Biomarkers Including BRCA and PD-L1,” PowerPoint presentation, Updated January 25, 2016, L.E.K. Consulting, Los Angeles, CA.9. L.E.K. Consulting, “Marketed Therapeutics Reliant on a CDx Generated ~$25B in Therapeutic Revenues in 2015,” PowerPoint presentation, Updated January 25, 2016, L.E.K. Consulting, Los Angeles, CA.10. L.E.K. Consulting, “Marketed Therapeutics Reliant on a CDx Generated ~$22B in Therapeutic Revenues in 2014,” PowerPoint presentation, 2015, L.E.K. Consulting, Los Angeles, CA.11. Kenneth Kaitin (Ed.), “Personalized Medicine Gains Traction But Still Faces Multiple Challenges,” Tufts CSDD Impact Report 17, no. 3 (May/June 2015).12. PMC, PhRMA, “Biopharmaceutical Companies’ Personalized Medicine Research Yields Innovative Treatments for Patients,” June 2015. 13. Paul Hudson, “Personalized Medicine and the ‘Immense Opportunities’ Before Us,” Education & Advocacy (blog), Personalized Medicine Coalition, October 29, 2015, [https://personalizedmedicinecoalition.wordpress.com/2015/10/29/personalized-medicine-and-the-immense-opportuni-ties-before-us/], accessed January 5, 2016. 14. Janet Woodcock, “FDA Continues to Lead in Precision Medicine,” FDAVoice (blog), FDA, March 23, 2015, [http://blogs.fda.gov/fdavoice/index.php/2015/03/fda-contin-ues-to-lead-in-precision-medicine/], accessed January 10, 2016. 15. See also Barack Obama, “Remarks by the President on Precision Medicine,” speech given at launch of the Precision Medicine Initiative, The White House, Washington, DC, January 30, 2015.16. Ayalew Tefferi et al., “In Support of a Patient-Driven Initiative and Petition to Lower the High Price of Cancer Drugs,” Mayo Clinic Proceedings 90, no. 8 (August 2015): pp. 996 - 1000.17. From previously unpublished interview data provided in July 2015 by Christopher Milne and Joshua Cohen, the researchers who conducted the study on behalf of the Tufts Center for the Study of Drug Development. 18. Henry Ford, as cited in Henry Ford & Samuel Crowther, My Life and Work (Garden City, NY: Garden City Publishing Company, 1922), p. 72.

Conclusion

Henry Ford, remarking on the Model T, said

“Any customer can have a car painted any

colour that he wants so long as it is black.” 18

While this approach worked for the new car

industry at the beginning of the twentieth

century, as the industry matured, market

segmentation followed. By dividing a broad

target market into subsets of consumers with

common needs, one could design products to

target them. This concept is familiar to most

businesses, but has arrived later in drug de-

velopment due to the difficulty of identifying

the biology of various patient segments within

larger, typically undifferentiated disease

categories. Since patient preferences are

strongly tied to clinical outcomes, which

in turn are based on patient biology, a new

biological understanding was needed before

more sophisticated marketing strategies could

be advanced.

Now, however, pharmaceutical companies,

led by the science and encouraged by FDA,

have embraced personalized medicine (a

form of market segmentation), which benefits

patients and will also help make the health

care system more efficient. It therefore comes

as no surprise that pharmaceutical companies

are moving towards targeted therapeutics at

an increased rate, given that science and

technology now provide the tools necessary

to design and develop these drugs.