User:Mac/Literature Review: Difference between revisions

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'''NOTE''': I take [http://evernote.com/pub/macowell/icp#Note/0f1d2e96-d1e2-4c95-8cd7-cdccb239c8e5 realtime notes in evernote (available here)] and try to update this page daily. (I dislike taking notes in mediawiki's textarea editor.)
'''NOTE''': I take [http://evernote.com/pub/macowell/icp realtime notes in evernote (available here)] and try to update this page daily. (I periodically synchronize them with the Diagnostic Kit pages on this wiki)


= Lit Review =
I am still refining my literature organizational system, but basically it involves 3 steps:
=== Phillips, K.a., Van Bebber, S. & Issa, A.M., 2006. Diagnostics and biomarker development: priming the pipeline. Nature reviews. Drug discovery, 5(6), 463-9. ===
* '''search''' (find literature from google, existing references, etc; get fulltext)
* "pipeline problem" defined as decrease in the rate of introduction of drugs and diagnostics to market in recent years, despite major scientific acheivement and investment that might have predicted otherwise.
* '''triage''' (select signal from noise; skim pdfs in extended collection for useful/relevant papers)
* NIH Roadmap Initiative and FDA Critical Path Initiative (CPI) emphasize addressing the pipeline problem, mostly for drugs.
* '''review''' (annotate & highlight selected papers and incorporate into the [[Diagnostic Kits#Bibliography|Diagnostic Kits Bibliography]]
* FDA regulates diagnostics kits or systems in interstate commerce
* Centers for Medicare and Medicaid Services (CMS), through the Clinical Laboratory Improvement Amendments (CLIA), oversees laboratory testing services commercially offered at single sites, in-house or "home-brew" tests.
* Reagents for in-house tests can be developed internally or sold commercially to CLIA-approved laboratories as analyte-specific reagents (ASRs).
* ASRs do not generally require full FDA pre-market review (PMA)
* A significant portion of future diagnostic development will occur to support the utility and prescription of particular theraputics.  Some pharmaceutical companies directly contract diagnostic companies to develop tests for specific therapeutics.
* "In addition to the regulation and development model, two issues stood out as major reasons for the diagnostic pipeline problem: money, and lack of samples for validating and testing biomarkers."
** The lack of money is complex and has to do with payers (usually insurance companies) not perceiving a net economic benefit from conducting a diagnostic and doctors not perceiving a clinical benefit from ordering the test.  Hence, '''even when a test on the market, there may be little or no demand for it because insurers won't pay for it and doctor's won't recommend it.'''
* "Availability of samples is considered instrumental to the development (or lack thereof) of diagnostics because an abundance of samples is crucial for determining test performance ('''analytical validity, clinical validity and clinical utility''').
* "Diagnostic development involves an iterative process (for example, performance characteristics are continuously fed back into the design) so that diagnostics can ultimately be shown safe and effective for their intended use, which are the FDA criteria for approval."
'''selected references:'''
* Rothstein, M.A., Pharmacogenomics: social, ethical, and clinical dimensions [book]
** information on the regulatory process behind diagnostics (in chap 8?)
* Hoag, H., 2004. Testing new ground. Nature, 429(6992), 682-3.
* Goodman et al. The Value of Diagnostics: Innovation, Adoption and Diffusion Into Health Care.  (2005)


In particular, I am still looking for the perfect solution for organizing the triage step.  I've tried:
* [http://www.zotero.org/100ideas/items Zotero]
* [http://www.mendeley.com/collections/33560/ICP-Diagnostics-Pipeline/ Mendeley]
* [http://mekentosj.com/papers/ Papers]. 
I like using papers the most overall, I like how effortless grabbing citations is with Zotero, and I like how Mendeley can synchronize PDFs between multiple computers and collaborators. Other Notes:


=== Hoag, H., 2004. Testing new ground. Nature, 429(6992), 682-3 ===
* I'm afraid we're making future work for ourselves by not being mindful of collecting metadata when we list a citation in our wiki bibliographies, which are currently plaintextI have a vision of us finishing the project and generating a [http://simile.mit.edu/wiki/Citeline_User%27s_Guide SIMILE citeline] eventually. Alas.
* Field of Molecular Diagnostics is expanding from disease detection to include Prognostics (prediction of disease risk) and tests for a patients response to treatmentLots of discoveries of new genetic targets and biomarkers enabled by genomics and proteomics.
* Zotero can convert references into the mediawiki citation format by drag and drop, but the family of cite templates must be installed in mediawiki; see [http://evernote.com/pub/macowell/icp#Note/514ec54a-ab5c-4fa8-a638-58af29869429 my notes on how to install the cite templates].
* Biomarkers may be indicators of disease as well as potential drug targets
* Molecular Diagnostic market revenue: 2001- $1.2B; 2007- $4.2B? (actually an over-optimistic estimate)




=== Goodman et al. The Value of Diagnostics: Innovation, Adoption and Diffusion Into Health Care.  (2005) ===
== Market Reports ==
 
* Molecular Biomarkers for Clinical Diagnostics and Drug Discovery and Development: http://www.reportbuyer.com/pharma_healthcare/drug_discovery/molecular_biomarkers_clinical_diagnostics_drug_discovery_development.html
 
* Biomarkers and Related Tests for Molecular Diagnostics and Pharma/ Biotech R&D: http://www.mindbranch.com/Biomarkers-Related-Tests-R183-014/
=== Kalorama Information (Rosen). Diagnostic Test Service Commercialization: A Roadmap to Diagnostics in the 21st Century.  (2008) ===
* Combination Drug/Diagnostic Products: Pathways to R&D and Commercial Success: http://www.the-infoshop.com/report/cd52985-pathways-rd_toc.html
* '''Esoteric test''' services (see Blum and Dearing for more background on the term) encompass the growing long tail of molecular diagnostics. The term tends to imply the tests are conducted by specialty "reference" labs instead of in a clinic's in-house lab with more conventional tests.
** "clinical chemistry, immunoassays, coagulation, histology/cytology, molecular tests and flow cytometry... are the lab segments in which esoteric tests are generally found." (pg. 18)
* "Esoteric test service revenues earned by reference labs and CLIA-registered company test service offerings reached approximately $4.8 billion in 2007 or 12% of the U.S. lab service market that is estimated at $40 billion in 2007.  With growth expected at roughly 15%, the testing services market could reach 9.2 billion by 2012.  Most of these tests involve panels of protein and genetic biomarkers and specialized tests using biopsied tissue (anatomical pathology PCR, ISH and IHC tests)." (pg. 6)
* Kalorama's keys to successful IVD (in-vitro diagnostic) marketing strategy: "uniqueness of the test; significant perceived need; reimbursement by public and private payers; the incumbent test/technology is not seen as efficient; the test uses a technology that falls within the realm of current medical practice; and evaluations of the test effectiveness have been published in peer reviewed medical journals." (pg. 7)
* Many in-lab tests and test services are performed with analyte specific reagents (ASRs), sold to labs as individual components for in-lab developed test procedures.  ASRs are not finished kits that include all reagents, calibrators, and controls to perform a test; the do not provide a test procedure.
** "ASRs were initially introduced to improve the availability of immunohistochemical stains for which manufacturers had not sought FDA market clearance because the cost was too high for the revenues that would come from such products. '''The ASR regulatory path has become the chosen commercialization route for many molecular tests for similar cost-versus-revenue reasons.''' The minimal regulatory burden involved in releasing tests as ASRs allowed for a lucrative market, even in the earliest stages of this market sector." (pg. 10)
* LabCorp & Quest diagnostics are the two largest independent reference labs in the U.S.  They provide routine and specialized tests and grow by internal R&D and by acquiring smaller IVD companies.  Other big labs: ARUP, Specialty Labs, US Labs. (pg. 13)
* "The major national reference labs including Quest, LabCorp, Specialty/Ameripath, Mayo and others account for at least 60% of the market for esoteric test services. The remaining 40% is shared by a group of some 3000 small, local market laboratories.  The major reference labs have built a comprehensive menu of specialized test services and continue to expand their offerings via collaborations with leading medical research centers.  They offer a huge presence in the market and manage distribution networks that touch just about every medical specialty.  Thus many CLIA-registered company sponsored test services avail themselves of the marketing resources offered by the national reference labs." (pg. 22)
* Genomic Health is by far the most successful company among CLIA-registered testing labs, going from $5m in 2005 to $63m in 2007 with 24,450 tests.  Genomic Health reported that much of their Oncotype DX tests success is linked to its endorsement and recommendation by major cancer organizations. (pg. 24)
*
* Pg. 26 outlines an evaluation scheme for measuring the marketing strategy of a diagnostic. Key (subjective) metrics are: uniqueness, need, reimbursement, incumbent technology, recognized/peer-reviewed.
* "Pathologists have criticized physicians for falling into the marketing hype surrounding these multi-analyte tests.  They say that these expansive test services use markers that are well known and validated and for which reagents are readily available.  It would be very easy for most hospital labs to set up similar test panels at a fraction of the cost.  Test services such as Oncotype, MammaPrint and Mammastrat succeed because of the way they have packaged the scientific knowledge related to breast cancer markers." (pg. 29)

Latest revision as of 19:10, 17 April 2010

NOTE: I take realtime notes in evernote (available here) and try to update this page daily. (I periodically synchronize them with the Diagnostic Kit pages on this wiki)

I am still refining my literature organizational system, but basically it involves 3 steps:

  • search (find literature from google, existing references, etc; get fulltext)
  • triage (select signal from noise; skim pdfs in extended collection for useful/relevant papers)
  • review (annotate & highlight selected papers and incorporate into the Diagnostic Kits Bibliography

In particular, I am still looking for the perfect solution for organizing the triage step. I've tried:

I like using papers the most overall, I like how effortless grabbing citations is with Zotero, and I like how Mendeley can synchronize PDFs between multiple computers and collaborators. Other Notes:

  • I'm afraid we're making future work for ourselves by not being mindful of collecting metadata when we list a citation in our wiki bibliographies, which are currently plaintext. I have a vision of us finishing the project and generating a SIMILE citeline eventually. Alas.
  • Zotero can convert references into the mediawiki citation format by drag and drop, but the family of cite templates must be installed in mediawiki; see my notes on how to install the cite templates.


Market Reports