SlideShare a Scribd company logo
1 of 9
INNOVATION AND CHOICE
REPORT ON THE PROMISE OF AND IMPEDIMENTS TO
           MOLECULAR MEDICINE


              Executive Summary




               Innovation and Choice
                  (202) 556-0614
EXECUTIVE
                                    SUMMARY
                        Executive Summary • Molecular Medicine

        WE PRESENT THE NARRATIVE of this report and the recommendations which
flow from it to the United States Congress, the President of the United States, relevant
agencies, and the American public for their consideration. This report is the product of
years of discussion with statisticians, economists, researchers, physicians, patients, the
general public, and molecular medicine experts.
        The promise of molecular medicine is great. By treating patients based on the
molecular attributes of their disease and unique patient molecular profiles, optimal
therapeutic choices and personalized medicine will come to fruition. However, this
promise needs not just money, but crucial infrastructural database creations to facilitate
the transfer of valuable knowledge from relevant studies. Once this infrastructure is
created, the innovative results of research can be rapidly translated into clinical benefits
to patients. As will be illustrated, this translational of knowledge to physicians, and thus
patients, is fundamental to molecular medicine’s integration into the standard of care.

CURRENT MEDICAL PRACTICE

Diagnostics
        When you go to your doctor he or she will ask you what is bothering you, perform
a physical examination, as well potential imaging and laboratory tests, all in an attempt to
narrow the range of illnesses or infections which may be afflicting you. This process,
known as differential diagnosis, involves first considering the most probable diagnoses,
then narrowing down these diagnoses, by the aforementioned methods, until the
examining physician believes he or she has reached the correct diagnosis. A physician
will also consider his or her past experience, and associations of various symptoms with
certain illnesses and infections, in diagnosing his/her patient. The more serious the
suspected illness or infection, the further a physician is likely to go in laboratory and
confirmatory testing to ensure he or she is precise with his/her diagnosis.

Treatment
        After a physician deduces a likely hypothesis of the underlying cause of the
symptoms presented (‘clinical symptoms’), he or she will prescribe a treatment for that
suspected illness. If this treatment does not work, he or she will repeat this process, or try
a different dosage; thereby, gathering new information, hypothesizing a new illness to
account for the patient’s symptoms and laboratory results, and prescribing a treatment
based on this new hypothesis until the patient improves. This is known as the
hypothetico-deductive (trial-and-error) method of treatment:

       “Currently, physicians prescribe medication through a trial-and-error method of
       matching patients with the right drugs. If the prescribed medication does not work
       for the patient the first time, the physician will try a different drug or dosage,



                                                                                            2
repeating the process until the patient improves.” -- American Medical
       Association

        One of the most difficult aspects of this process, for physicians, is that many
patients often display common clinical symptoms which originate from different causal
molecular pathologies (diseases). This is often due to altered genomic (gene) and/or
proteomic (protein) expression levels in different subtypes of disease, leading many
doctors to believe they know what condition a patient has, prescribe a medication, and be
wrong multiple times; hence, prolonging the time for patients to receive optimal
treatments – something that is crucial when dealing with serious illnesses like cancer or
Alzheimer’s.

Therapeutic Safety and Efficacy
        Pharmacological treatments (drugs), if administered orally or by any means other
than intravenously, are broken down (metabolized) by the body into subsequent
chemicals, which are then converted into other chemicals, which (hopefully) ultimately
act solely upon the diseased cells, infectious cells, or over-expressed / under-expressed
extra/intracellular molecules. How the human body absorbs, distributes, metabolizes and
excretes a drug (often referred to as ADME) is known as a therapy’s pharmacokinetics,
whereas the drug’s effect on the patient’s body and infection/disease is known as a
therapy’s pharmacodynamics. It is important to note many therapies have an attraction,
or ‘affinity,’ for multiple molecular sites, binding and affecting multiple different
signaling pathways within a cell and patient, post administration. This consequential
binding to multiple molecules results in side effects which are near impossible to avoid,
unless limiting the distribution of a given therapy.
        Also important to understand is that a therapy’s pharmacodynamics and
pharmacokinetics—together called pharmacology—are different with slight genotypic
and phenotypic variations within each cell and each person. This means variations in
genes and proteins expressed by each cell, in each respective person, will affect how well
and if a therapy will be absorbed, distributed, metabolized or excreted from a person’s
body, as well how effective each therapy’s mechanism of action will work on each
patient (effectiveness).

Adverse Results from Trial-and-Error, One Size Fits All Treatment
        The ensuing results when the causes of illnesses are not known and treatments are
prescribed on a trial-and-error basis --
        1. A prolonged time to receive optimal benefits to patients, costing patients time
           and money – which, in the case of seriously compromising illnesses, can cost
           a person’s life or life’s savings.
        2. Unnecessary side effects: 100,000 deaths and over 2 million hospitalizations
           occur each year, in the United States, as a result of adverse drug reactions.
        3. The development of pathogenic resistance to treatments, negating billions of
           dollars and decades of research in the development of each therapy. For
           example:
               • If a bacteria comes into contact but is not killed by an antibiotic, then
                    it can become resistant to that antibiotic. It does this by changing the



                                                                                           3
structures expressed on its cell surface. As well, tumor cells can adapt
                   to treatments that do not effectively target and kill those cells.
               •   Ensuing Societal Problem with infectious agents/pathogens: With
                   bacteria and viruses, these resistant strains often spread to the rest of
                   society, thus rendering therapies completely useless.
               •   Ensuing Societal Problem with cancer and other highly mutagenic
                   (mutating) diseases: If enough people with a specific tumor become
                   resistant to a medication, the therapy is rendered useless and is no
                   longer profitable for companies; thus, will be shelved.
                        o Once these ailments become resistant, new cellular signaling
                           pathways must be discovered and mapped, novel therapeutic
                           targets need to be found; and, then the whole process of drug
                           development (i.e., preclinical/clinical investigation) must be
                           repeated.

MOLECULAR MEDICINE

What is it?
         Molecular medicine refers to methods allowing physicians to diagnose and treat
patients at the molecular level. This is realized by taking a sample of cells from a patient
and analyzing this sample at the genomic and proteomic level, looking at expression
levels of, mutations to, and slight variations in genes, proteins, and various enzymes
known to be associated with certain types of diseases/infections, symptoms, and
pharmacological characteristics (i.e., ADME and therapeutic effectiveness).
         To fully understand the benefits molecular medicine offers, it is important to
remember that every process occurring in our bodies can be broken down to molecular
attributes governing it – whether that is a reaction to a drug, metastasis of cancer, or
resistance development to antibiotics. Hence, the importance of molecular testing is the
ability to isolate the underlying molecular attributes causing each person’s clinical
symptoms (and any side effects), thereby allowing clinicians to match available
treatments with those molecular causes, as most pharmacological agents have known
molecular mechanisms of action. In addition to this diagnostic-therapeutic matching,
molecular testing offers to many additional benefits to quality patient care.

Benefits from Molecular Medicine
a) Diagnostic-Therapeutic Matching (DxRx): By profiling a patient’s molecular
   characteristics, physicians are able to match treatments, with known molecular
   mechanisms of action, with patients whose diseased/infected cells exhibit those
   particular molecular traits thereby maximizing effectiveness. Such tests, produced
   concurrently with a therapy, to match diseased characteristics and molecular profiles
   with the known molecular actions of a therapy are known as “companion diagnostic
   tests.”
       Added Benefit to Society:
           o The development of drug resistance is curbed as physicians would now
               prescribe treatments only for those ailments for which these treatments are
               known to be most effective. (By testing a person’s ailment before


                                                                                           4
treatment, clinicians would be able to isolate and be sure of the molecular
                causes of clinical symptoms presented.)
b) Minimizing Side Effects: By profiling individual patient’s molecular traits prior to a
   therapy’s administration, clinicians are able to minimize side effects by ensuring
   patients exhibit all necessary enzymes to absorb, distribute, metabolize and excrete
   therapies. Clinicians can also compare molecular expression profiles of normal cells
   with that of diseased/infected cells to avoid side effects of therapies not geared
   specifically toward infectious or diseased cells.
c) Predisposition (PDx) Testing: By profiling the genetic characteristics of an
   individual (or their progeny), clinicians or genetic counselors may be able to predict
   the risk of that individual developing a particular illness or disease. This could lead
   to preventative measures, saving individuals from life-threatening illnesses and higher
   future medical costs.
d) More Accurate Disease Detection & Patient Prognoses: By analyzing a patient’s
   molecular profile, clinicians can more accurately diagnose patients, thereby giving
   more accurate prognoses on the likely outcome and speed at which a patient’s ailment
   will progress.

Impediments to the Full Adoption of Molecular Medicine
        1. Physicians are busy and often unable to stay up-to-date with novel studies
            and publications.
                • There are studies constantly published on novel proteomic and
                    genomic markers, with new molecular markers being found, new
                    components in pathways being discovered, and old markers
                    showing novel associations with other proteins and illnesses.
                    However, in dealing with insurance forms and trying to see as
                    many patients as possible in the day, many physicians are too busy
                    to keep up with these relevant publications (of novel genomic /
                    proteomic biomarkers for diseases, the metabolism of therapies,
                    and intra/extracellular signaling), as well as the molecular tests
                    associated with such discoveries.
        2. There is a lack of adequate databases coherently illustrating gene/protein-
            disease associations and gene/protein-therapeutic effectiveness and safety
            relationships discovered and published in journals and medical texts, as
            well as a lack in the rapidity with which novel publications and results are
            updated and added to such databases.
                • The added lack of organized, centralized information on new
                    studies and results further deters physicians from keeping up with
                    the latest discoveries instrumental to providing the most effective
                    care for patients.
        3. Physicians can prescribe therapies without giving these molecular tests.
                • Considering many patients want a quick fix and physicians’
                    limited time, many physicians are content prescribing a therapy
                    without administering molecular tests (by trial-and-error). This is
                    most especially true if that therapy is the “standard of care,” and a




                                                                                         5
physician can avoid potential litigation without administering such
                        a test.
             4. There is the question of who develops and bears the cost for
                pharmacogenomic tests associated with specific therapies, known as
                “companion diagnostic tests,” which are currently not required in the
                investigation and development process of novel therapies.
             5. Off-label Prescription
        It is understood by the National Institute of Health that an estimated 60% of
medical professionals dealing with cancer prescribe medications on an off-label basis –
meaning for an indication other than the approved and tested indication of a given
therapy. Two problems exist here – (1) patients believe these therapies are tested for
safety and effectiveness for the indication prescribed, and (2) disease resistance to the
therapy occurs if the therapy is not specific and sufficiently potent to the target disease or
infection.
        This issue would be slightly less important, but patients are often not informed
such therapies are prescribed off-label. Patients have an inherent trust in their physician
(and government), and, if not told otherwise, believe the therapies they are taking have
proven benefits and a lack of observed side effects. However, in the case of off-label
medications, the therapies prescribed do not have proven benefits or a lack of observed
side effects for the indication prescribed.
        While physicians often have valid reasons to suspect these therapies may be
beneficial for patients on an off-label basis (and, hence, prescribe them to patients), it is
important to share with patients the knowledge these therapies which are prescribed have
a lack of proven efficacy and safety for the prescribed dosage or indication.

RECOMMENDATIONS
GENERAL
     Bring together the stakeholders involved and institute a system where United
     States’ physicians can effectively translate the benefits of molecular diagnostics to
     patients through a greater understanding and utilization of validated molecular
     tests. This can be accomplished by (1) integrating this technology into general
     medical care practices, (2) facilitating the creation of effective, centralized
     databases to best advance from novel genomic and proteomic discoveries, (3)
     setting a standard protocol for the development of pharmacogenomic and
     companion diagnostic tests, and (4) better informing patients about off-label
     prescriptions.

OUTLINE
A. Integrate molecular diagnostic technologies with insurance and health care
   practitioner platforms, providing this option (and some form of coverage of this
   option) to patients.
   I. Address physicians’ lack of current knowledge in genetics and cellular signaling:
           (a) Suggest that physicians and/or health care provider groups hire or consult
               researchers or recent college graduates in molecular medicine who



                                                                                             6
understand these systems, potentially integrating these graduates into the
               health care practice to work side-by-side with physicians.
           (b) Work with continuing medical education institutions to create online or
               night courses on genetics and cell signaling to update physicians on the
               latest advances in cell signaling, genomic / proteomic markers, and how to
               effectively utilize novel discoveries in pharmacogenetics and molecular
               medicine.
               (i) The cost of such is suggested to be paid for by health care provider
                    groups or insurers; as well, the government could provide grants to
                    these physicians and/or educational institutions to pay for such
                    programs.
           (c) Facilitate the creation of pharmacogenomic databases, through the
               National Library of Medicine and Department of Health and Human
               Services, where (1) physicians can search gene/protein-disease
               relationships, (2) laboratories offering tests for such associated genomic
               and proteomic markers can be easily found, and (3) gene/protein-therapy
               relationship searches are available on such databases—allowing for the
               effective interpretation and translation of molecular testing results to
               optimal therapeutic benefits for patients.
               (i) Collaborate with search engine programmers and journal executives to
                    ensure the rapid integration of newly published study results showing
                    genomic and proteomic associations with diseases, pathways,
                    therapeutic benefits / side effects and ADME to these databases.
           (d) Ensure laboratories and molecular diagnostic tests offering a particular
               molecular profiling test, test each cell for all associated proteins and
               molecules in relevant cellular pathways; or, institute incentives to ensure
               these laboratories refer physicians, healthcare providers, or patients to
               where they might inquire about such associated tests. The purpose of this
               is to ensure a comprehensive analysis of molecular profiles is undertaken.
               (i) For example, if a physician treating a cancer patient inquires about
                    EGFR testing, he/she would likely also want to test MET expression,
                    as MET is a proven resistance factor to EGFR therapy (even if you
                    have an over-expression of onco-protein EGFR, if you have MET
                    over-expression you may not want an EGFR inhibitor).
         2. Ensure molecular diagnostics are incorporated into, and are economical for,
                    healthcare provider and insurance agency policies regarding coverage
                    and use.
           (a) Stimulate research for novel, cost-efficient molecular diagnostic
               technologies.
           (b) Require therapy sponsors to develop pharmacogenomic and companion
               diagnostic tests for their therapy, if it is granted marketing approved from
               the Food and Drug Administration.
B. Create a centralized system where we gain an understanding of different therapeutic
   responses to different molecular profiles, allowing us to isolate the molecular causes
   of rare side effects (i.e., 1 in 100,000 people may have a deficiency to metabolize a




                                                                                          7
therapy, which will not be discover in most clinical trials) and discover molecular
profiles of patients exhibiting the most positive therapeutic responses.
I. Isolate and record molecular profiles and responses to treatments in a national
            database, governed by the National Library of Medicine.
      1. Prompt physicians to offer patients the opportunity to have a comprehensive
                 molecular profile test, where physicians could subsequently input each
                 molecular profile and patient response into such a public database. A
                 potential example of the collection and reporting processes of this
                 information follows:
                 (i) A physician offers a patient a comprehensive molecular test for
                      known enzymes needed to be active for the proper digestion of a
                      therapy. The patient can choose to submit the results of this
                      molecular test to a national database to ensure, if the patient does
                      have an adverse side effect from an unknown cause, physicians
                      and researchers across the nation can deduce why the patient had
                      this side effect so that others do not suffer from the same fate.
                 (ii) The molecular test is performed.
                 (iii) The results are collected and sent to a national database, with the
                      physician submitting (1) the patient’s molecular profile, (2)
                      treatment results as they occur, and (3) characteristics regarding
                      the patient’s previous medical history, age, overall health, and
                      other relevant data.
        (a) Individual’s names are not reported to maintain privacy. There must be a
            significant penalty for any individual or organization found to report the
            name of an individual to the database or any other unauthorized recipient
            in concert with the patient’s response or molecular profile, in order to
            maintain adequate privacy protection.
        (b) Insurers are must not be permitted to drop policies due to any genetic or
            molecular profiling result.
        (c) Molecular profiling and sending results to this database is not mandatory,
            but mentioned to ensure patients’ freedom of choice – discuss with
            medical care providers and insurers to see how they can effectively
            integrate offering patients the opportunity to join this database by
            submitting their molecular profiles and results.
        (d) Ensure each of our nation’s physicians and medical care providers know
            this database exists through using State and Federal agencies to
            disseminate such information.
II. When previously unknown adverse side effects are discovered, the database must
            be flagged and an investigation must ensue to discover the cause of this
            effect.
      1. This investigation can be to the extent of looking at that particular person’s
                 specific traits, looking at a broad search of people with those traits and
                 their response to similar treatments, or facilitating the construction of
                 an experiment to discover why the adverse effect occurred.
        (a) If the side effect is grave, as defined by the Secretary of Health and
            Human Services (“Secretary”), a warning needs to be placed on the



                                                                                          8
therapy that must be shared with patients until the cause of this side effect
                is isolated and discovered.
            (b) This hold can be taken off once the cause of this side effect is discovered
                and controlled, but must be explained to patients by a pharmacist upon
                filling the respective prescription.
            (c) New labeling to account for the specific cause of this side effect should be
                placed, as defined by the Food and Drug Administration or Secretary,
                once the cause of the side effect is isolated and discovered.
   III. This database needs to be public and available to physicians and patients.
         1. Governance of this site needs to be unbiased.
         2. This site is to display every condition, illness, disease, and symptom, with
                each symptom broken down into variants in molecular expression, as such
                information becomes available.
         3. It is suggested database submissions are by medical professionals only, each
                given their own identification number. Patient names must be left
                anonymous and not collected by the database to ensure patient
                participation and privacy.
         4. Appropriations will be needed to build, implement, and govern this system.
C. Disseminate databases and resources to best utilize the benefits of molecular
   medicine, annually, to all physicians through state medical boards.
D. Off-label Prescription
   I. It is paramount therapies are NOT prescribed for indications differing from their
              exact approved indication, unless
         1. The patient in question, or power of attorney, produces and signs a written
                     document stating they are aware the therapy prescribed was not tested
                     for the particular indication prescribed (dosage or illness); they accept
                     the risks associated with this off-label prescription, recognizing this
                     therapy as having unproven benefits and unknown consequences for
                     the prescribed indication, and this document is signed by the patient’s
                     respective physician and a witness.
            (a) Regulations and statutory penalties must be enacted to ensure pharmacies,
                and other therapy providers, adhere to the need for this document of
                consent.


CONCLUSION

        The promise of molecular medicine is nearly incomprehensible in its benefits;
while, the results of inaction are, in many cases, inexcusable in the loss of patients’ lives.
We must act now to create and stimulate an infrastructure where physicians, healthcare
providers, researchers, medical journals, and database managers are able to actively and
rapidly translate the benefits of molecular-based medicine to healthcare providers and
patients.
        We look forward to a comprehensive discussion on the merits of what we have
recommended, and we will participate vigorously in this discussion.



                                                                                             9

More Related Content

What's hot

Concept of risk in pharmacoepidemiology Presentation
Concept of risk in pharmacoepidemiology PresentationConcept of risk in pharmacoepidemiology Presentation
Concept of risk in pharmacoepidemiology PresentationMdshams244
 
Definition and scope of Pharmacoepidemiology
Definition and scope of Pharmacoepidemiology Definition and scope of Pharmacoepidemiology
Definition and scope of Pharmacoepidemiology ABUBAKRANSARI2
 
Pharmacoepidemiology
PharmacoepidemiologyPharmacoepidemiology
PharmacoepidemiologyHaripriya Uppala
 
Personalized medicine
Personalized medicinePersonalized medicine
Personalized medicinesiddhant thakur
 
Pharmacoepidemiology
PharmacoepidemiologyPharmacoepidemiology
PharmacoepidemiologyStanley Palma
 
Personalized Medicine: A New Normal for Therapeutic Success
Personalized Medicine: A New Normal for Therapeutic SuccessPersonalized Medicine: A New Normal for Therapeutic Success
Personalized Medicine: A New Normal for Therapeutic SuccessSarvan Mani
 
Measurement of outcomes in pharacoepidemiology
Measurement of outcomes in pharacoepidemiologyMeasurement of outcomes in pharacoepidemiology
Measurement of outcomes in pharacoepidemiologyDr. Ashish singh parihar
 
Journal of Advances in Pharmacoepidemiology and Drug Safety
Journal of Advances in Pharmacoepidemiology and Drug SafetyJournal of Advances in Pharmacoepidemiology and Drug Safety
Journal of Advances in Pharmacoepidemiology and Drug SafetyOMICS International
 
Adverse drug reactions
Adverse drug reactionsAdverse drug reactions
Adverse drug reactionsDr.Vijay Talla
 
Genomic and Personalized Medicine: An Overview
Genomic and Personalized Medicine: An OverviewGenomic and Personalized Medicine: An Overview
Genomic and Personalized Medicine: An OverviewVSee
 
PERSONALIZED MEDICINE AND PHARMACOGENETICS
PERSONALIZED MEDICINE  AND PHARMACOGENETICSPERSONALIZED MEDICINE  AND PHARMACOGENETICS
PERSONALIZED MEDICINE AND PHARMACOGENETICSAravindgowda6
 
Irrational use of antibiotics 2018
Irrational use of antibiotics 2018Irrational use of antibiotics 2018
Irrational use of antibiotics 2018BMCStudents
 
pharmaco pharmaco-epidemiology
pharmaco pharmaco-epidemiologypharmaco pharmaco-epidemiology
pharmaco pharmaco-epidemiologyfarranajwa
 
Pharmacoepidemiology
PharmacoepidemiologyPharmacoepidemiology
PharmacoepidemiologyVibha Manu
 
Pharmacometrics 2.2.17
Pharmacometrics 2.2.17Pharmacometrics 2.2.17
Pharmacometrics 2.2.17Dr. Md Yaqub
 
Personalized medicines
Personalized medicines Personalized medicines
Personalized medicines Sachin G
 
Application of genomic in Pharmacogenomicsof new drug
Application of genomic in Pharmacogenomicsof new drugApplication of genomic in Pharmacogenomicsof new drug
Application of genomic in Pharmacogenomicsof new drugmanojsiddartha bolthajira
 
The Evolution of Future Medicine - WE Medicine - To Meet Unmet Medical Needs_...
The Evolution of Future Medicine - WE Medicine - To Meet Unmet Medical Needs_...The Evolution of Future Medicine - WE Medicine - To Meet Unmet Medical Needs_...
The Evolution of Future Medicine - WE Medicine - To Meet Unmet Medical Needs_...CrimsonpublishersCancer
 

What's hot (20)

Tailor made medicine
Tailor made medicineTailor made medicine
Tailor made medicine
 
Concept of risk in pharmacoepidemiology Presentation
Concept of risk in pharmacoepidemiology PresentationConcept of risk in pharmacoepidemiology Presentation
Concept of risk in pharmacoepidemiology Presentation
 
Definition and scope of Pharmacoepidemiology
Definition and scope of Pharmacoepidemiology Definition and scope of Pharmacoepidemiology
Definition and scope of Pharmacoepidemiology
 
Pharmacoepidemiology
PharmacoepidemiologyPharmacoepidemiology
Pharmacoepidemiology
 
Personalized medicine
Personalized medicinePersonalized medicine
Personalized medicine
 
Pharmacoepidemiology
PharmacoepidemiologyPharmacoepidemiology
Pharmacoepidemiology
 
Personalized Medicine: A New Normal for Therapeutic Success
Personalized Medicine: A New Normal for Therapeutic SuccessPersonalized Medicine: A New Normal for Therapeutic Success
Personalized Medicine: A New Normal for Therapeutic Success
 
Measurement of outcomes in pharacoepidemiology
Measurement of outcomes in pharacoepidemiologyMeasurement of outcomes in pharacoepidemiology
Measurement of outcomes in pharacoepidemiology
 
Journal of Advances in Pharmacoepidemiology and Drug Safety
Journal of Advances in Pharmacoepidemiology and Drug SafetyJournal of Advances in Pharmacoepidemiology and Drug Safety
Journal of Advances in Pharmacoepidemiology and Drug Safety
 
Adverse drug reactions
Adverse drug reactionsAdverse drug reactions
Adverse drug reactions
 
Genomic and Personalized Medicine: An Overview
Genomic and Personalized Medicine: An OverviewGenomic and Personalized Medicine: An Overview
Genomic and Personalized Medicine: An Overview
 
PERSONALIZED MEDICINE AND PHARMACOGENETICS
PERSONALIZED MEDICINE  AND PHARMACOGENETICSPERSONALIZED MEDICINE  AND PHARMACOGENETICS
PERSONALIZED MEDICINE AND PHARMACOGENETICS
 
Irrational use of antibiotics 2018
Irrational use of antibiotics 2018Irrational use of antibiotics 2018
Irrational use of antibiotics 2018
 
pharmaco pharmaco-epidemiology
pharmaco pharmaco-epidemiologypharmaco pharmaco-epidemiology
pharmaco pharmaco-epidemiology
 
Pharmacoepidemiology
PharmacoepidemiologyPharmacoepidemiology
Pharmacoepidemiology
 
Pharmacometrics 2.2.17
Pharmacometrics 2.2.17Pharmacometrics 2.2.17
Pharmacometrics 2.2.17
 
Personalized medicines
Personalized medicines Personalized medicines
Personalized medicines
 
Application of genomic in Pharmacogenomicsof new drug
Application of genomic in Pharmacogenomicsof new drugApplication of genomic in Pharmacogenomicsof new drug
Application of genomic in Pharmacogenomicsof new drug
 
Pharmacoepidemiology
Pharmacoepidemiology Pharmacoepidemiology
Pharmacoepidemiology
 
The Evolution of Future Medicine - WE Medicine - To Meet Unmet Medical Needs_...
The Evolution of Future Medicine - WE Medicine - To Meet Unmet Medical Needs_...The Evolution of Future Medicine - WE Medicine - To Meet Unmet Medical Needs_...
The Evolution of Future Medicine - WE Medicine - To Meet Unmet Medical Needs_...
 

Viewers also liked

Ojt narrative report - an example
Ojt  narrative report - an exampleOjt  narrative report - an example
Ojt narrative report - an exampleEnzo Engada
 
Accomplishment report in guidance
Accomplishment report in guidanceAccomplishment report in guidance
Accomplishment report in guidanceAllan Ferros
 
Speech on inclusive economic growth by Calixto Chikiamco
Speech on inclusive economic growth  by Calixto ChikiamcoSpeech on inclusive economic growth  by Calixto Chikiamco
Speech on inclusive economic growth by Calixto ChikiamcoFEF Philippines
 
Thesis durk boersma
Thesis durk boersmaThesis durk boersma
Thesis durk boersmaDurk Boersma
 
Narrative report in lakad agham
Narrative report in  lakad aghamNarrative report in  lakad agham
Narrative report in lakad aghamReon Zedval
 
NARRATIVE REPORT OF MLANG NHS SCIENCE DEPT
NARRATIVE REPORT OF MLANG NHS SCIENCE DEPTNARRATIVE REPORT OF MLANG NHS SCIENCE DEPT
NARRATIVE REPORT OF MLANG NHS SCIENCE DEPTWilfredo Bartolo
 
Narrative Report
Narrative ReportNarrative Report
Narrative ReportAngelito Pera
 
( VALUES EDUCATION-9) EDUKASYON SA PAGPAPAKATAO - 9
( VALUES EDUCATION-9) EDUKASYON SA PAGPAPAKATAO - 9 ( VALUES EDUCATION-9) EDUKASYON SA PAGPAPAKATAO - 9
( VALUES EDUCATION-9) EDUKASYON SA PAGPAPAKATAO - 9 Charm Sanugab
 
Accomplishment report math
Accomplishment report mathAccomplishment report math
Accomplishment report mathReon Zedval
 
Narrative report in character education
Narrative  report in character  educationNarrative  report in character  education
Narrative report in character educationAqoh C Iqaw Luvekoh
 
Accomplishment reports in science
Accomplishment reports in scienceAccomplishment reports in science
Accomplishment reports in scienceReon Zedval
 
Report Acknowledgement Sample
Report Acknowledgement SampleReport Acknowledgement Sample
Report Acknowledgement SampleMinhas Kamal
 
Year end accomplishment report ( 2014 2015 ) by Dan Landicho
Year end accomplishment report ( 2014 2015 )  by Dan LandichoYear end accomplishment report ( 2014 2015 )  by Dan Landicho
Year end accomplishment report ( 2014 2015 ) by Dan LandichoDan Landicho Jr
 
Introduction for Narrative Report at Guidance and Counseling Services
Introduction for Narrative Report at Guidance and Counseling ServicesIntroduction for Narrative Report at Guidance and Counseling Services
Introduction for Narrative Report at Guidance and Counseling ServicesCathy Roque
 
Narrative report danna
Narrative report dannaNarrative report danna
Narrative report dannaMa.Danna Inigo
 
Edukasyon sa Pagpapakatao Grade 7
Edukasyon  sa Pagpapakatao Grade 7Edukasyon  sa Pagpapakatao Grade 7
Edukasyon sa Pagpapakatao Grade 7Manuel Dinlayan
 
Bread and Pastry Production (Baking Tools and Equipment and their Uses )
Bread and Pastry Production (Baking Tools and Equipment and their Uses )Bread and Pastry Production (Baking Tools and Equipment and their Uses )
Bread and Pastry Production (Baking Tools and Equipment and their Uses )Mary Krystle Dawn Sulleza
 
Teacher's Portfolio - A Mirror of One's Accomplishments
Teacher's Portfolio  - A Mirror of One's AccomplishmentsTeacher's Portfolio  - A Mirror of One's Accomplishments
Teacher's Portfolio - A Mirror of One's AccomplishmentsElenita Mogueis
 

Viewers also liked (20)

Ojt narrative report - an example
Ojt  narrative report - an exampleOjt  narrative report - an example
Ojt narrative report - an example
 
Accomplishment report in guidance
Accomplishment report in guidanceAccomplishment report in guidance
Accomplishment report in guidance
 
Speech on inclusive economic growth by Calixto Chikiamco
Speech on inclusive economic growth  by Calixto ChikiamcoSpeech on inclusive economic growth  by Calixto Chikiamco
Speech on inclusive economic growth by Calixto Chikiamco
 
Thesis
ThesisThesis
Thesis
 
Thesis durk boersma
Thesis durk boersmaThesis durk boersma
Thesis durk boersma
 
Narrative report in lakad agham
Narrative report in  lakad aghamNarrative report in  lakad agham
Narrative report in lakad agham
 
NARRATIVE REPORT OF MLANG NHS SCIENCE DEPT
NARRATIVE REPORT OF MLANG NHS SCIENCE DEPTNARRATIVE REPORT OF MLANG NHS SCIENCE DEPT
NARRATIVE REPORT OF MLANG NHS SCIENCE DEPT
 
Narrative Report
Narrative ReportNarrative Report
Narrative Report
 
( VALUES EDUCATION-9) EDUKASYON SA PAGPAPAKATAO - 9
( VALUES EDUCATION-9) EDUKASYON SA PAGPAPAKATAO - 9 ( VALUES EDUCATION-9) EDUKASYON SA PAGPAPAKATAO - 9
( VALUES EDUCATION-9) EDUKASYON SA PAGPAPAKATAO - 9
 
Accomplishment report math
Accomplishment report mathAccomplishment report math
Accomplishment report math
 
Narrative report in character education
Narrative  report in character  educationNarrative  report in character  education
Narrative report in character education
 
Accomplishment reports in science
Accomplishment reports in scienceAccomplishment reports in science
Accomplishment reports in science
 
Report Acknowledgement Sample
Report Acknowledgement SampleReport Acknowledgement Sample
Report Acknowledgement Sample
 
BSIT Narrative Report Format 1
BSIT Narrative Report Format 1BSIT Narrative Report Format 1
BSIT Narrative Report Format 1
 
Year end accomplishment report ( 2014 2015 ) by Dan Landicho
Year end accomplishment report ( 2014 2015 )  by Dan LandichoYear end accomplishment report ( 2014 2015 )  by Dan Landicho
Year end accomplishment report ( 2014 2015 ) by Dan Landicho
 
Introduction for Narrative Report at Guidance and Counseling Services
Introduction for Narrative Report at Guidance and Counseling ServicesIntroduction for Narrative Report at Guidance and Counseling Services
Introduction for Narrative Report at Guidance and Counseling Services
 
Narrative report danna
Narrative report dannaNarrative report danna
Narrative report danna
 
Edukasyon sa Pagpapakatao Grade 7
Edukasyon  sa Pagpapakatao Grade 7Edukasyon  sa Pagpapakatao Grade 7
Edukasyon sa Pagpapakatao Grade 7
 
Bread and Pastry Production (Baking Tools and Equipment and their Uses )
Bread and Pastry Production (Baking Tools and Equipment and their Uses )Bread and Pastry Production (Baking Tools and Equipment and their Uses )
Bread and Pastry Production (Baking Tools and Equipment and their Uses )
 
Teacher's Portfolio - A Mirror of One's Accomplishments
Teacher's Portfolio  - A Mirror of One's AccomplishmentsTeacher's Portfolio  - A Mirror of One's Accomplishments
Teacher's Portfolio - A Mirror of One's Accomplishments
 

Similar to Executive summary molecular medicine

PERSONALIZED MEDICINE and customised drug delivery L-1.pptx
PERSONALIZED MEDICINE and customised drug delivery L-1.pptxPERSONALIZED MEDICINE and customised drug delivery L-1.pptx
PERSONALIZED MEDICINE and customised drug delivery L-1.pptxSumant Saini
 
BIOSIMILARS AND ITS FUTUE
BIOSIMILARS AND ITS FUTUEBIOSIMILARS AND ITS FUTUE
BIOSIMILARS AND ITS FUTUEAsmitaGpt
 
DDS personalised medicines M.Pharma 1st Sem Pharmaceutics.pptx
DDS personalised medicines M.Pharma 1st Sem Pharmaceutics.pptxDDS personalised medicines M.Pharma 1st Sem Pharmaceutics.pptx
DDS personalised medicines M.Pharma 1st Sem Pharmaceutics.pptxkushaltegginamani18
 
Pharmacotherapeutics-UNIT1.pptx
Pharmacotherapeutics-UNIT1.pptxPharmacotherapeutics-UNIT1.pptx
Pharmacotherapeutics-UNIT1.pptxBhartiChauhan47
 
Personalized medicine, Pharmacogenomics, customized drug delivery systems,3d ...
Personalized medicine, Pharmacogenomics, customized drug delivery systems,3d ...Personalized medicine, Pharmacogenomics, customized drug delivery systems,3d ...
Personalized medicine, Pharmacogenomics, customized drug delivery systems,3d ...Naveen Reddy
 
DOSAGE FORMS OF PERSONALISED MEDICINES BY SUBHAM - Copy.pptx
DOSAGE FORMS OF PERSONALISED MEDICINES BY SUBHAM - Copy.pptxDOSAGE FORMS OF PERSONALISED MEDICINES BY SUBHAM - Copy.pptx
DOSAGE FORMS OF PERSONALISED MEDICINES BY SUBHAM - Copy.pptxSubhamRoy63
 
The-Case-for-Practice-Integration[1]
The-Case-for-Practice-Integration[1]The-Case-for-Practice-Integration[1]
The-Case-for-Practice-Integration[1]Amy Williams
 
Short comunication efficacy of oncologic drug therapy some to rethink in the ...
Short comunication efficacy of oncologic drug therapy some to rethink in the ...Short comunication efficacy of oncologic drug therapy some to rethink in the ...
Short comunication efficacy of oncologic drug therapy some to rethink in the ...M. Luisetto Pharm.D.Spec. Pharmacology
 
Short comunication efficacy of oncologic drug therapy some to rethink in the ...
Short comunication efficacy of oncologic drug therapy some to rethink in the ...Short comunication efficacy of oncologic drug therapy some to rethink in the ...
Short comunication efficacy of oncologic drug therapy some to rethink in the ...M. Luisetto Pharm.D.Spec. Pharmacology
 
Personalized Therapies for OA: Can Biomarkers Get Us There?
Personalized Therapies for OA: Can Biomarkers Get Us There?Personalized Therapies for OA: Can Biomarkers Get Us There?
Personalized Therapies for OA: Can Biomarkers Get Us There?OARSI
 
General Princples of Pharmacology_Approach to Learning Pharmacology
General Princples of Pharmacology_Approach to Learning PharmacologyGeneral Princples of Pharmacology_Approach to Learning Pharmacology
General Princples of Pharmacology_Approach to Learning PharmacologyImhotep Virtual Medical School
 
PHARMACOEPIDEMIOLOGY
PHARMACOEPIDEMIOLOGYPHARMACOEPIDEMIOLOGY
PHARMACOEPIDEMIOLOGYAISHASID
 
Executive summary drug cocktails
Executive summary drug cocktailsExecutive summary drug cocktails
Executive summary drug cocktailsRyan Witt
 
WP_ClinDev-Immunotherapy_d03-final edits
WP_ClinDev-Immunotherapy_d03-final editsWP_ClinDev-Immunotherapy_d03-final edits
WP_ClinDev-Immunotherapy_d03-final editsChris Learn, Ph.D, PMP
 
A PROSPECTIVE STUDY OF DRUG UTILIZATION PATTERN AND EVALUATION USING WHO GUI...
 A PROSPECTIVE STUDY OF DRUG UTILIZATION PATTERN AND EVALUATION USING WHO GUI... A PROSPECTIVE STUDY OF DRUG UTILIZATION PATTERN AND EVALUATION USING WHO GUI...
A PROSPECTIVE STUDY OF DRUG UTILIZATION PATTERN AND EVALUATION USING WHO GUI...M.Arumuga Vignesh
 
Introduction_Pharmacotherapeutics.pptx
Introduction_Pharmacotherapeutics.pptxIntroduction_Pharmacotherapeutics.pptx
Introduction_Pharmacotherapeutics.pptxDr. Kiran Dhamak
 
Personalized medicine ppt
Personalized medicine pptPersonalized medicine ppt
Personalized medicine pptIrene Daniel
 
introductiontopharmacoepidemiology-230613144442-c713d639.pdf
introductiontopharmacoepidemiology-230613144442-c713d639.pdfintroductiontopharmacoepidemiology-230613144442-c713d639.pdf
introductiontopharmacoepidemiology-230613144442-c713d639.pdfOgunsina1
 
INTRODUCTION TO PHARMACOEPIDEMIOLOGY.pptx
INTRODUCTION TO PHARMACOEPIDEMIOLOGY.pptxINTRODUCTION TO PHARMACOEPIDEMIOLOGY.pptx
INTRODUCTION TO PHARMACOEPIDEMIOLOGY.pptxAmeena Kadar
 

Similar to Executive summary molecular medicine (20)

PERSONALIZED MEDICINE and customised drug delivery L-1.pptx
PERSONALIZED MEDICINE and customised drug delivery L-1.pptxPERSONALIZED MEDICINE and customised drug delivery L-1.pptx
PERSONALIZED MEDICINE and customised drug delivery L-1.pptx
 
BIOSIMILARS AND ITS FUTUE
BIOSIMILARS AND ITS FUTUEBIOSIMILARS AND ITS FUTUE
BIOSIMILARS AND ITS FUTUE
 
DDS personalised medicines M.Pharma 1st Sem Pharmaceutics.pptx
DDS personalised medicines M.Pharma 1st Sem Pharmaceutics.pptxDDS personalised medicines M.Pharma 1st Sem Pharmaceutics.pptx
DDS personalised medicines M.Pharma 1st Sem Pharmaceutics.pptx
 
Pharmacotherapeutics-UNIT1.pptx
Pharmacotherapeutics-UNIT1.pptxPharmacotherapeutics-UNIT1.pptx
Pharmacotherapeutics-UNIT1.pptx
 
Personalized medicine, Pharmacogenomics, customized drug delivery systems,3d ...
Personalized medicine, Pharmacogenomics, customized drug delivery systems,3d ...Personalized medicine, Pharmacogenomics, customized drug delivery systems,3d ...
Personalized medicine, Pharmacogenomics, customized drug delivery systems,3d ...
 
DOSAGE FORMS OF PERSONALISED MEDICINES BY SUBHAM - Copy.pptx
DOSAGE FORMS OF PERSONALISED MEDICINES BY SUBHAM - Copy.pptxDOSAGE FORMS OF PERSONALISED MEDICINES BY SUBHAM - Copy.pptx
DOSAGE FORMS OF PERSONALISED MEDICINES BY SUBHAM - Copy.pptx
 
The-Case-for-Practice-Integration[1]
The-Case-for-Practice-Integration[1]The-Case-for-Practice-Integration[1]
The-Case-for-Practice-Integration[1]
 
Short comunication efficacy of oncologic drug therapy some to rethink in the ...
Short comunication efficacy of oncologic drug therapy some to rethink in the ...Short comunication efficacy of oncologic drug therapy some to rethink in the ...
Short comunication efficacy of oncologic drug therapy some to rethink in the ...
 
Short comunication efficacy of oncologic drug therapy some to rethink in the ...
Short comunication efficacy of oncologic drug therapy some to rethink in the ...Short comunication efficacy of oncologic drug therapy some to rethink in the ...
Short comunication efficacy of oncologic drug therapy some to rethink in the ...
 
Personalized Therapies for OA: Can Biomarkers Get Us There?
Personalized Therapies for OA: Can Biomarkers Get Us There?Personalized Therapies for OA: Can Biomarkers Get Us There?
Personalized Therapies for OA: Can Biomarkers Get Us There?
 
General Princples of Pharmacology_Approach to Learning Pharmacology
General Princples of Pharmacology_Approach to Learning PharmacologyGeneral Princples of Pharmacology_Approach to Learning Pharmacology
General Princples of Pharmacology_Approach to Learning Pharmacology
 
PHARMACOEPIDEMIOLOGY
PHARMACOEPIDEMIOLOGYPHARMACOEPIDEMIOLOGY
PHARMACOEPIDEMIOLOGY
 
Executive summary drug cocktails
Executive summary drug cocktailsExecutive summary drug cocktails
Executive summary drug cocktails
 
WP_ClinDev-Immunotherapy_d03-final edits
WP_ClinDev-Immunotherapy_d03-final editsWP_ClinDev-Immunotherapy_d03-final edits
WP_ClinDev-Immunotherapy_d03-final edits
 
A PROSPECTIVE STUDY OF DRUG UTILIZATION PATTERN AND EVALUATION USING WHO GUI...
 A PROSPECTIVE STUDY OF DRUG UTILIZATION PATTERN AND EVALUATION USING WHO GUI... A PROSPECTIVE STUDY OF DRUG UTILIZATION PATTERN AND EVALUATION USING WHO GUI...
A PROSPECTIVE STUDY OF DRUG UTILIZATION PATTERN AND EVALUATION USING WHO GUI...
 
Introduction_Pharmacotherapeutics.pptx
Introduction_Pharmacotherapeutics.pptxIntroduction_Pharmacotherapeutics.pptx
Introduction_Pharmacotherapeutics.pptx
 
Personalized medicine ppt
Personalized medicine pptPersonalized medicine ppt
Personalized medicine ppt
 
Pharmacy
PharmacyPharmacy
Pharmacy
 
introductiontopharmacoepidemiology-230613144442-c713d639.pdf
introductiontopharmacoepidemiology-230613144442-c713d639.pdfintroductiontopharmacoepidemiology-230613144442-c713d639.pdf
introductiontopharmacoepidemiology-230613144442-c713d639.pdf
 
INTRODUCTION TO PHARMACOEPIDEMIOLOGY.pptx
INTRODUCTION TO PHARMACOEPIDEMIOLOGY.pptxINTRODUCTION TO PHARMACOEPIDEMIOLOGY.pptx
INTRODUCTION TO PHARMACOEPIDEMIOLOGY.pptx
 

More from Ryan Witt

What do patients' need?
What do patients' need?What do patients' need?
What do patients' need?Ryan Witt
 
Practice
PracticePractice
PracticeRyan Witt
 
Developing Yourself Professionally and Personally, through starting a nonprofit
Developing Yourself Professionally and Personally, through starting a nonprofitDeveloping Yourself Professionally and Personally, through starting a nonprofit
Developing Yourself Professionally and Personally, through starting a nonprofitRyan Witt
 
Executive summary terminal patient access
Executive summary terminal patient accessExecutive summary terminal patient access
Executive summary terminal patient accessRyan Witt
 
Seriously Ill Patients Access To Experimental Therapies
Seriously  Ill  Patients   Access To  Experimental  TherapiesSeriously  Ill  Patients   Access To  Experimental  Therapies
Seriously Ill Patients Access To Experimental TherapiesRyan Witt
 
Combination Therapies
Combination TherapiesCombination Therapies
Combination TherapiesRyan Witt
 

More from Ryan Witt (7)

.
..
.
 
What do patients' need?
What do patients' need?What do patients' need?
What do patients' need?
 
Practice
PracticePractice
Practice
 
Developing Yourself Professionally and Personally, through starting a nonprofit
Developing Yourself Professionally and Personally, through starting a nonprofitDeveloping Yourself Professionally and Personally, through starting a nonprofit
Developing Yourself Professionally and Personally, through starting a nonprofit
 
Executive summary terminal patient access
Executive summary terminal patient accessExecutive summary terminal patient access
Executive summary terminal patient access
 
Seriously Ill Patients Access To Experimental Therapies
Seriously  Ill  Patients   Access To  Experimental  TherapiesSeriously  Ill  Patients   Access To  Experimental  Therapies
Seriously Ill Patients Access To Experimental Therapies
 
Combination Therapies
Combination TherapiesCombination Therapies
Combination Therapies
 

Recently uploaded

Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...narwatsonia7
 
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Russian Call Girls Gunjur Mugalur Road : 7001305949 High Profile Model Escort...
Russian Call Girls Gunjur Mugalur Road : 7001305949 High Profile Model Escort...Russian Call Girls Gunjur Mugalur Road : 7001305949 High Profile Model Escort...
Russian Call Girls Gunjur Mugalur Road : 7001305949 High Profile Model Escort...narwatsonia7
 
Glomerular Filtration rate and its determinants.pptx
Glomerular Filtration rate and its determinants.pptxGlomerular Filtration rate and its determinants.pptx
Glomerular Filtration rate and its determinants.pptxDr.Nusrat Tariq
 
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment BookingCall Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment Bookingnarwatsonia7
 
Pharmaceutical Marketting: Unit-5, Pricing
Pharmaceutical Marketting: Unit-5, PricingPharmaceutical Marketting: Unit-5, Pricing
Pharmaceutical Marketting: Unit-5, PricingArunagarwal328757
 
Dwarka Sector 6 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few Cl...
Dwarka Sector 6 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few Cl...Dwarka Sector 6 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few Cl...
Dwarka Sector 6 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few Cl...rajnisinghkjn
 
Book Call Girls in Yelahanka - For 7001305949 Cheap & Best with original Photos
Book Call Girls in Yelahanka - For 7001305949 Cheap & Best with original PhotosBook Call Girls in Yelahanka - For 7001305949 Cheap & Best with original Photos
Book Call Girls in Yelahanka - For 7001305949 Cheap & Best with original Photosnarwatsonia7
 
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...narwatsonia7
 
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service MumbaiVIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbaisonalikaur4
 
Statistical modeling in pharmaceutical research and development.
Statistical modeling in pharmaceutical research and development.Statistical modeling in pharmaceutical research and development.
Statistical modeling in pharmaceutical research and development.ANJALI
 
call girls in Connaught Place DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
call girls in Connaught Place  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...call girls in Connaught Place  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
call girls in Connaught Place DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...saminamagar
 
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service JaipurHigh Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipurparulsinha
 
See the 2,456 pharmacies on the National E-Pharmacy Platform
See the 2,456 pharmacies on the National E-Pharmacy PlatformSee the 2,456 pharmacies on the National E-Pharmacy Platform
See the 2,456 pharmacies on the National E-Pharmacy PlatformKweku Zurek
 
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...narwatsonia7
 
call girls in munirka DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in munirka  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in munirka  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in munirka DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️saminamagar
 
Call Girls Service Nandiambakkam | 7001305949 At Low Cost Cash Payment Booking
Call Girls Service Nandiambakkam | 7001305949 At Low Cost Cash Payment BookingCall Girls Service Nandiambakkam | 7001305949 At Low Cost Cash Payment Booking
Call Girls Service Nandiambakkam | 7001305949 At Low Cost Cash Payment BookingNehru place Escorts
 
Air-Hostess Call Girls Madambakkam - Phone No 7001305949 For Ultimate Sexual ...
Air-Hostess Call Girls Madambakkam - Phone No 7001305949 For Ultimate Sexual ...Air-Hostess Call Girls Madambakkam - Phone No 7001305949 For Ultimate Sexual ...
Air-Hostess Call Girls Madambakkam - Phone No 7001305949 For Ultimate Sexual ...Ahmedabad Escorts
 
High Profile Call Girls Mavalli - 7001305949 | 24x7 Service Available Near Me
High Profile Call Girls Mavalli - 7001305949 | 24x7 Service Available Near MeHigh Profile Call Girls Mavalli - 7001305949 | 24x7 Service Available Near Me
High Profile Call Girls Mavalli - 7001305949 | 24x7 Service Available Near Menarwatsonia7
 

Recently uploaded (20)

Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
 
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
 
Russian Call Girls Gunjur Mugalur Road : 7001305949 High Profile Model Escort...
Russian Call Girls Gunjur Mugalur Road : 7001305949 High Profile Model Escort...Russian Call Girls Gunjur Mugalur Road : 7001305949 High Profile Model Escort...
Russian Call Girls Gunjur Mugalur Road : 7001305949 High Profile Model Escort...
 
Glomerular Filtration rate and its determinants.pptx
Glomerular Filtration rate and its determinants.pptxGlomerular Filtration rate and its determinants.pptx
Glomerular Filtration rate and its determinants.pptx
 
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
 
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment BookingCall Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
 
Pharmaceutical Marketting: Unit-5, Pricing
Pharmaceutical Marketting: Unit-5, PricingPharmaceutical Marketting: Unit-5, Pricing
Pharmaceutical Marketting: Unit-5, Pricing
 
Dwarka Sector 6 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few Cl...
Dwarka Sector 6 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few Cl...Dwarka Sector 6 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few Cl...
Dwarka Sector 6 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few Cl...
 
Book Call Girls in Yelahanka - For 7001305949 Cheap & Best with original Photos
Book Call Girls in Yelahanka - For 7001305949 Cheap & Best with original PhotosBook Call Girls in Yelahanka - For 7001305949 Cheap & Best with original Photos
Book Call Girls in Yelahanka - For 7001305949 Cheap & Best with original Photos
 
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
 
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service MumbaiVIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
 
Statistical modeling in pharmaceutical research and development.
Statistical modeling in pharmaceutical research and development.Statistical modeling in pharmaceutical research and development.
Statistical modeling in pharmaceutical research and development.
 
call girls in Connaught Place DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
call girls in Connaught Place  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...call girls in Connaught Place  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
call girls in Connaught Place DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
 
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service JaipurHigh Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
 
See the 2,456 pharmacies on the National E-Pharmacy Platform
See the 2,456 pharmacies on the National E-Pharmacy PlatformSee the 2,456 pharmacies on the National E-Pharmacy Platform
See the 2,456 pharmacies on the National E-Pharmacy Platform
 
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
 
call girls in munirka DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in munirka  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in munirka  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in munirka DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
 
Call Girls Service Nandiambakkam | 7001305949 At Low Cost Cash Payment Booking
Call Girls Service Nandiambakkam | 7001305949 At Low Cost Cash Payment BookingCall Girls Service Nandiambakkam | 7001305949 At Low Cost Cash Payment Booking
Call Girls Service Nandiambakkam | 7001305949 At Low Cost Cash Payment Booking
 
Air-Hostess Call Girls Madambakkam - Phone No 7001305949 For Ultimate Sexual ...
Air-Hostess Call Girls Madambakkam - Phone No 7001305949 For Ultimate Sexual ...Air-Hostess Call Girls Madambakkam - Phone No 7001305949 For Ultimate Sexual ...
Air-Hostess Call Girls Madambakkam - Phone No 7001305949 For Ultimate Sexual ...
 
High Profile Call Girls Mavalli - 7001305949 | 24x7 Service Available Near Me
High Profile Call Girls Mavalli - 7001305949 | 24x7 Service Available Near MeHigh Profile Call Girls Mavalli - 7001305949 | 24x7 Service Available Near Me
High Profile Call Girls Mavalli - 7001305949 | 24x7 Service Available Near Me
 

Executive summary molecular medicine

  • 1. INNOVATION AND CHOICE REPORT ON THE PROMISE OF AND IMPEDIMENTS TO MOLECULAR MEDICINE Executive Summary Innovation and Choice (202) 556-0614
  • 2. EXECUTIVE SUMMARY Executive Summary • Molecular Medicine WE PRESENT THE NARRATIVE of this report and the recommendations which flow from it to the United States Congress, the President of the United States, relevant agencies, and the American public for their consideration. This report is the product of years of discussion with statisticians, economists, researchers, physicians, patients, the general public, and molecular medicine experts. The promise of molecular medicine is great. By treating patients based on the molecular attributes of their disease and unique patient molecular profiles, optimal therapeutic choices and personalized medicine will come to fruition. However, this promise needs not just money, but crucial infrastructural database creations to facilitate the transfer of valuable knowledge from relevant studies. Once this infrastructure is created, the innovative results of research can be rapidly translated into clinical benefits to patients. As will be illustrated, this translational of knowledge to physicians, and thus patients, is fundamental to molecular medicine’s integration into the standard of care. CURRENT MEDICAL PRACTICE Diagnostics When you go to your doctor he or she will ask you what is bothering you, perform a physical examination, as well potential imaging and laboratory tests, all in an attempt to narrow the range of illnesses or infections which may be afflicting you. This process, known as differential diagnosis, involves first considering the most probable diagnoses, then narrowing down these diagnoses, by the aforementioned methods, until the examining physician believes he or she has reached the correct diagnosis. A physician will also consider his or her past experience, and associations of various symptoms with certain illnesses and infections, in diagnosing his/her patient. The more serious the suspected illness or infection, the further a physician is likely to go in laboratory and confirmatory testing to ensure he or she is precise with his/her diagnosis. Treatment After a physician deduces a likely hypothesis of the underlying cause of the symptoms presented (‘clinical symptoms’), he or she will prescribe a treatment for that suspected illness. If this treatment does not work, he or she will repeat this process, or try a different dosage; thereby, gathering new information, hypothesizing a new illness to account for the patient’s symptoms and laboratory results, and prescribing a treatment based on this new hypothesis until the patient improves. This is known as the hypothetico-deductive (trial-and-error) method of treatment: “Currently, physicians prescribe medication through a trial-and-error method of matching patients with the right drugs. If the prescribed medication does not work for the patient the first time, the physician will try a different drug or dosage, 2
  • 3. repeating the process until the patient improves.” -- American Medical Association One of the most difficult aspects of this process, for physicians, is that many patients often display common clinical symptoms which originate from different causal molecular pathologies (diseases). This is often due to altered genomic (gene) and/or proteomic (protein) expression levels in different subtypes of disease, leading many doctors to believe they know what condition a patient has, prescribe a medication, and be wrong multiple times; hence, prolonging the time for patients to receive optimal treatments – something that is crucial when dealing with serious illnesses like cancer or Alzheimer’s. Therapeutic Safety and Efficacy Pharmacological treatments (drugs), if administered orally or by any means other than intravenously, are broken down (metabolized) by the body into subsequent chemicals, which are then converted into other chemicals, which (hopefully) ultimately act solely upon the diseased cells, infectious cells, or over-expressed / under-expressed extra/intracellular molecules. How the human body absorbs, distributes, metabolizes and excretes a drug (often referred to as ADME) is known as a therapy’s pharmacokinetics, whereas the drug’s effect on the patient’s body and infection/disease is known as a therapy’s pharmacodynamics. It is important to note many therapies have an attraction, or ‘affinity,’ for multiple molecular sites, binding and affecting multiple different signaling pathways within a cell and patient, post administration. This consequential binding to multiple molecules results in side effects which are near impossible to avoid, unless limiting the distribution of a given therapy. Also important to understand is that a therapy’s pharmacodynamics and pharmacokinetics—together called pharmacology—are different with slight genotypic and phenotypic variations within each cell and each person. This means variations in genes and proteins expressed by each cell, in each respective person, will affect how well and if a therapy will be absorbed, distributed, metabolized or excreted from a person’s body, as well how effective each therapy’s mechanism of action will work on each patient (effectiveness). Adverse Results from Trial-and-Error, One Size Fits All Treatment The ensuing results when the causes of illnesses are not known and treatments are prescribed on a trial-and-error basis -- 1. A prolonged time to receive optimal benefits to patients, costing patients time and money – which, in the case of seriously compromising illnesses, can cost a person’s life or life’s savings. 2. Unnecessary side effects: 100,000 deaths and over 2 million hospitalizations occur each year, in the United States, as a result of adverse drug reactions. 3. The development of pathogenic resistance to treatments, negating billions of dollars and decades of research in the development of each therapy. For example: • If a bacteria comes into contact but is not killed by an antibiotic, then it can become resistant to that antibiotic. It does this by changing the 3
  • 4. structures expressed on its cell surface. As well, tumor cells can adapt to treatments that do not effectively target and kill those cells. • Ensuing Societal Problem with infectious agents/pathogens: With bacteria and viruses, these resistant strains often spread to the rest of society, thus rendering therapies completely useless. • Ensuing Societal Problem with cancer and other highly mutagenic (mutating) diseases: If enough people with a specific tumor become resistant to a medication, the therapy is rendered useless and is no longer profitable for companies; thus, will be shelved. o Once these ailments become resistant, new cellular signaling pathways must be discovered and mapped, novel therapeutic targets need to be found; and, then the whole process of drug development (i.e., preclinical/clinical investigation) must be repeated. MOLECULAR MEDICINE What is it? Molecular medicine refers to methods allowing physicians to diagnose and treat patients at the molecular level. This is realized by taking a sample of cells from a patient and analyzing this sample at the genomic and proteomic level, looking at expression levels of, mutations to, and slight variations in genes, proteins, and various enzymes known to be associated with certain types of diseases/infections, symptoms, and pharmacological characteristics (i.e., ADME and therapeutic effectiveness). To fully understand the benefits molecular medicine offers, it is important to remember that every process occurring in our bodies can be broken down to molecular attributes governing it – whether that is a reaction to a drug, metastasis of cancer, or resistance development to antibiotics. Hence, the importance of molecular testing is the ability to isolate the underlying molecular attributes causing each person’s clinical symptoms (and any side effects), thereby allowing clinicians to match available treatments with those molecular causes, as most pharmacological agents have known molecular mechanisms of action. In addition to this diagnostic-therapeutic matching, molecular testing offers to many additional benefits to quality patient care. Benefits from Molecular Medicine a) Diagnostic-Therapeutic Matching (DxRx): By profiling a patient’s molecular characteristics, physicians are able to match treatments, with known molecular mechanisms of action, with patients whose diseased/infected cells exhibit those particular molecular traits thereby maximizing effectiveness. Such tests, produced concurrently with a therapy, to match diseased characteristics and molecular profiles with the known molecular actions of a therapy are known as “companion diagnostic tests.” Added Benefit to Society: o The development of drug resistance is curbed as physicians would now prescribe treatments only for those ailments for which these treatments are known to be most effective. (By testing a person’s ailment before 4
  • 5. treatment, clinicians would be able to isolate and be sure of the molecular causes of clinical symptoms presented.) b) Minimizing Side Effects: By profiling individual patient’s molecular traits prior to a therapy’s administration, clinicians are able to minimize side effects by ensuring patients exhibit all necessary enzymes to absorb, distribute, metabolize and excrete therapies. Clinicians can also compare molecular expression profiles of normal cells with that of diseased/infected cells to avoid side effects of therapies not geared specifically toward infectious or diseased cells. c) Predisposition (PDx) Testing: By profiling the genetic characteristics of an individual (or their progeny), clinicians or genetic counselors may be able to predict the risk of that individual developing a particular illness or disease. This could lead to preventative measures, saving individuals from life-threatening illnesses and higher future medical costs. d) More Accurate Disease Detection & Patient Prognoses: By analyzing a patient’s molecular profile, clinicians can more accurately diagnose patients, thereby giving more accurate prognoses on the likely outcome and speed at which a patient’s ailment will progress. Impediments to the Full Adoption of Molecular Medicine 1. Physicians are busy and often unable to stay up-to-date with novel studies and publications. • There are studies constantly published on novel proteomic and genomic markers, with new molecular markers being found, new components in pathways being discovered, and old markers showing novel associations with other proteins and illnesses. However, in dealing with insurance forms and trying to see as many patients as possible in the day, many physicians are too busy to keep up with these relevant publications (of novel genomic / proteomic biomarkers for diseases, the metabolism of therapies, and intra/extracellular signaling), as well as the molecular tests associated with such discoveries. 2. There is a lack of adequate databases coherently illustrating gene/protein- disease associations and gene/protein-therapeutic effectiveness and safety relationships discovered and published in journals and medical texts, as well as a lack in the rapidity with which novel publications and results are updated and added to such databases. • The added lack of organized, centralized information on new studies and results further deters physicians from keeping up with the latest discoveries instrumental to providing the most effective care for patients. 3. Physicians can prescribe therapies without giving these molecular tests. • Considering many patients want a quick fix and physicians’ limited time, many physicians are content prescribing a therapy without administering molecular tests (by trial-and-error). This is most especially true if that therapy is the “standard of care,” and a 5
  • 6. physician can avoid potential litigation without administering such a test. 4. There is the question of who develops and bears the cost for pharmacogenomic tests associated with specific therapies, known as “companion diagnostic tests,” which are currently not required in the investigation and development process of novel therapies. 5. Off-label Prescription It is understood by the National Institute of Health that an estimated 60% of medical professionals dealing with cancer prescribe medications on an off-label basis – meaning for an indication other than the approved and tested indication of a given therapy. Two problems exist here – (1) patients believe these therapies are tested for safety and effectiveness for the indication prescribed, and (2) disease resistance to the therapy occurs if the therapy is not specific and sufficiently potent to the target disease or infection. This issue would be slightly less important, but patients are often not informed such therapies are prescribed off-label. Patients have an inherent trust in their physician (and government), and, if not told otherwise, believe the therapies they are taking have proven benefits and a lack of observed side effects. However, in the case of off-label medications, the therapies prescribed do not have proven benefits or a lack of observed side effects for the indication prescribed. While physicians often have valid reasons to suspect these therapies may be beneficial for patients on an off-label basis (and, hence, prescribe them to patients), it is important to share with patients the knowledge these therapies which are prescribed have a lack of proven efficacy and safety for the prescribed dosage or indication. RECOMMENDATIONS GENERAL Bring together the stakeholders involved and institute a system where United States’ physicians can effectively translate the benefits of molecular diagnostics to patients through a greater understanding and utilization of validated molecular tests. This can be accomplished by (1) integrating this technology into general medical care practices, (2) facilitating the creation of effective, centralized databases to best advance from novel genomic and proteomic discoveries, (3) setting a standard protocol for the development of pharmacogenomic and companion diagnostic tests, and (4) better informing patients about off-label prescriptions. OUTLINE A. Integrate molecular diagnostic technologies with insurance and health care practitioner platforms, providing this option (and some form of coverage of this option) to patients. I. Address physicians’ lack of current knowledge in genetics and cellular signaling: (a) Suggest that physicians and/or health care provider groups hire or consult researchers or recent college graduates in molecular medicine who 6
  • 7. understand these systems, potentially integrating these graduates into the health care practice to work side-by-side with physicians. (b) Work with continuing medical education institutions to create online or night courses on genetics and cell signaling to update physicians on the latest advances in cell signaling, genomic / proteomic markers, and how to effectively utilize novel discoveries in pharmacogenetics and molecular medicine. (i) The cost of such is suggested to be paid for by health care provider groups or insurers; as well, the government could provide grants to these physicians and/or educational institutions to pay for such programs. (c) Facilitate the creation of pharmacogenomic databases, through the National Library of Medicine and Department of Health and Human Services, where (1) physicians can search gene/protein-disease relationships, (2) laboratories offering tests for such associated genomic and proteomic markers can be easily found, and (3) gene/protein-therapy relationship searches are available on such databases—allowing for the effective interpretation and translation of molecular testing results to optimal therapeutic benefits for patients. (i) Collaborate with search engine programmers and journal executives to ensure the rapid integration of newly published study results showing genomic and proteomic associations with diseases, pathways, therapeutic benefits / side effects and ADME to these databases. (d) Ensure laboratories and molecular diagnostic tests offering a particular molecular profiling test, test each cell for all associated proteins and molecules in relevant cellular pathways; or, institute incentives to ensure these laboratories refer physicians, healthcare providers, or patients to where they might inquire about such associated tests. The purpose of this is to ensure a comprehensive analysis of molecular profiles is undertaken. (i) For example, if a physician treating a cancer patient inquires about EGFR testing, he/she would likely also want to test MET expression, as MET is a proven resistance factor to EGFR therapy (even if you have an over-expression of onco-protein EGFR, if you have MET over-expression you may not want an EGFR inhibitor). 2. Ensure molecular diagnostics are incorporated into, and are economical for, healthcare provider and insurance agency policies regarding coverage and use. (a) Stimulate research for novel, cost-efficient molecular diagnostic technologies. (b) Require therapy sponsors to develop pharmacogenomic and companion diagnostic tests for their therapy, if it is granted marketing approved from the Food and Drug Administration. B. Create a centralized system where we gain an understanding of different therapeutic responses to different molecular profiles, allowing us to isolate the molecular causes of rare side effects (i.e., 1 in 100,000 people may have a deficiency to metabolize a 7
  • 8. therapy, which will not be discover in most clinical trials) and discover molecular profiles of patients exhibiting the most positive therapeutic responses. I. Isolate and record molecular profiles and responses to treatments in a national database, governed by the National Library of Medicine. 1. Prompt physicians to offer patients the opportunity to have a comprehensive molecular profile test, where physicians could subsequently input each molecular profile and patient response into such a public database. A potential example of the collection and reporting processes of this information follows: (i) A physician offers a patient a comprehensive molecular test for known enzymes needed to be active for the proper digestion of a therapy. The patient can choose to submit the results of this molecular test to a national database to ensure, if the patient does have an adverse side effect from an unknown cause, physicians and researchers across the nation can deduce why the patient had this side effect so that others do not suffer from the same fate. (ii) The molecular test is performed. (iii) The results are collected and sent to a national database, with the physician submitting (1) the patient’s molecular profile, (2) treatment results as they occur, and (3) characteristics regarding the patient’s previous medical history, age, overall health, and other relevant data. (a) Individual’s names are not reported to maintain privacy. There must be a significant penalty for any individual or organization found to report the name of an individual to the database or any other unauthorized recipient in concert with the patient’s response or molecular profile, in order to maintain adequate privacy protection. (b) Insurers are must not be permitted to drop policies due to any genetic or molecular profiling result. (c) Molecular profiling and sending results to this database is not mandatory, but mentioned to ensure patients’ freedom of choice – discuss with medical care providers and insurers to see how they can effectively integrate offering patients the opportunity to join this database by submitting their molecular profiles and results. (d) Ensure each of our nation’s physicians and medical care providers know this database exists through using State and Federal agencies to disseminate such information. II. When previously unknown adverse side effects are discovered, the database must be flagged and an investigation must ensue to discover the cause of this effect. 1. This investigation can be to the extent of looking at that particular person’s specific traits, looking at a broad search of people with those traits and their response to similar treatments, or facilitating the construction of an experiment to discover why the adverse effect occurred. (a) If the side effect is grave, as defined by the Secretary of Health and Human Services (“Secretary”), a warning needs to be placed on the 8
  • 9. therapy that must be shared with patients until the cause of this side effect is isolated and discovered. (b) This hold can be taken off once the cause of this side effect is discovered and controlled, but must be explained to patients by a pharmacist upon filling the respective prescription. (c) New labeling to account for the specific cause of this side effect should be placed, as defined by the Food and Drug Administration or Secretary, once the cause of the side effect is isolated and discovered. III. This database needs to be public and available to physicians and patients. 1. Governance of this site needs to be unbiased. 2. This site is to display every condition, illness, disease, and symptom, with each symptom broken down into variants in molecular expression, as such information becomes available. 3. It is suggested database submissions are by medical professionals only, each given their own identification number. Patient names must be left anonymous and not collected by the database to ensure patient participation and privacy. 4. Appropriations will be needed to build, implement, and govern this system. C. Disseminate databases and resources to best utilize the benefits of molecular medicine, annually, to all physicians through state medical boards. D. Off-label Prescription I. It is paramount therapies are NOT prescribed for indications differing from their exact approved indication, unless 1. The patient in question, or power of attorney, produces and signs a written document stating they are aware the therapy prescribed was not tested for the particular indication prescribed (dosage or illness); they accept the risks associated with this off-label prescription, recognizing this therapy as having unproven benefits and unknown consequences for the prescribed indication, and this document is signed by the patient’s respective physician and a witness. (a) Regulations and statutory penalties must be enacted to ensure pharmacies, and other therapy providers, adhere to the need for this document of consent. CONCLUSION The promise of molecular medicine is nearly incomprehensible in its benefits; while, the results of inaction are, in many cases, inexcusable in the loss of patients’ lives. We must act now to create and stimulate an infrastructure where physicians, healthcare providers, researchers, medical journals, and database managers are able to actively and rapidly translate the benefits of molecular-based medicine to healthcare providers and patients. We look forward to a comprehensive discussion on the merits of what we have recommended, and we will participate vigorously in this discussion. 9