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DOI: 10.1161/CIRCULATIONAHA.112.117283
Drug Resistance and Pseudoresistance:
An Unintended Consequence of Enteric Coating Aspirin
Running title: Grosser et al.; Aspirin Resistance and Pseudoresistance
Tilo Grosser, MD*1; Susanne Fries, MD*1; John A. Lawson, MS1; Shiv C. Kapoor, PhD1;
Gregory R. Grant, PhD1,2,3; Garret A. FitzGerald, MD1
* contributed equally
1Institute for Translational Medicine and Therapeutics, Perelman School of Medicine; 2Department of Genetics; 3Penn Center for Bioinformatics, University of Pennsylvania,
Philadelphia, PA
Address for Correspondence:
Garret A. FitzGerald, MD
Institute for Translational Medicine and Therapeutics, Translational Research Center
3400 Civic Center Boulevard, Building 421, Room 116
Perelman School of Medicine, University of Pennsylvania
Philadelphia, PA 19104-5158
Tel: 215-898-1185
Fax: 215-573-9135
E-mail: [email protected]
Journal Subject Codes: [118] Cardiovascular Pharmacology; [122] Secondary prevention; [71] Antiplatelets; [92] Platelets; [178] Aggregation
1
* contributed equally
111IInsttitititututute fofor r TrT anslational Medicine and TThhheerrapeutics, Pereeelml anan SSSchc ool of Medicine; 2Departmementnn oof f f GeGeG nenenetititicscscs;;; 333PePePennnnn CCCeenterrr ffofor BBBioooinfffoorrmamaatititicscs,, UnUnUniiviveere ssiityty ooff f PePeennnnnnsysysylvlvl anananiaiaia,,
Phillladddelpphphiaia, PAPAPA
AdAddrdresesss foforr CoCorrrresespopondndenencece::
DOI: 10.1161/CIRCULATIONAHA.112.117283
Abstract:
Background—Low dose aspirin reduces the secondary incidence of myocardial infarction and
stroke. Drug resistance to aspirin might result in treatment failure. Despite this concern, no clear
definition of “aspirin resistance” has emerged and estimates of its incidence have varied
remarkably. We aimed to determine the commonality of a mechanistically consistent, stable and
specific phenotype of true pharmacological resistance to aspirin – such as might be explained by
genetic causes.
Methods and Results—Healthy volunteers (n=400) were screened for their response to a single
oral dose of 325 mg immediate release or enteric coated aspirin. Response parameters reflected
the activity of aspirin’s molecular target, cyclooxygenase-1. Individuals who appeared “aspirin
resistant” on one occasion underwent repeat testing and if still “resistant” were exposed to low
dose enteric coated aspirin (81 mg) and clopidogrel (75 mg) for one week each. Variable
absorption caused a high frequency of apparent resistance to a single dose of 325 mg enteric
coated aspirin (up to 49%) but not to immediate release aspirin (0%). All individuals responded
to aspirin upon repeated exposure, extension of the post dosing interval or addition of aspirin to
their platelets ex vivo.
Conclusions—Pharmacological resistance to aspirin is rare; this study failed to identify a single
case of true drug resistance. Pseudoresistance, reflecting delayed and reduced drug absorption,
complicates enteric coated but not immediate release aspirin administration.
Clinical Trial Registration Information— clinicaltrials.gov. Identifier: NCT00948987.
Key words: antiplatelet drug resistance; antiplatelet therapy
2
oral dose of 325 mg immediate release or enteric coated aspirin. Response parammmeteteree ss rerereflflflececectetedd
he activity of aspirin’s molecular target, cyclooxygenase-1. Individuals who appeared “aspirin
eesisiistststananant”t”t” ooon n oone ee oococcasion underwent repeat testttininingg and if still “rereesis stanannt”t”t” were exposed to low
ddodoseese enteric coaoattet ddd asaspipiriririnn n (8(88111 mgmgg)) ) anandd cclopppidddogrrrelll (75755 mmggg) fforor onnene wweeeek k eaeaeacchch. VaVaVaririr ababableee
abbbsososorprprptitit onon cccaauauseseedd a a hihiighhh ffrer quququenenencycycy oof f f apapppapaparrer ntntnt rreeesiisistaaancncceee ttoto aaa ssiininglglgle e ett dddossese ooof f f 32323 5 5 mgmgm eeenttterericicc
coated aspirininn (((upupup tttooo 49494 %)%)% bbbutuu nnnototot tttooo immmmememedidid atata e e e rerereleleleasasa ee asasaspipipiririr n n n (0(0(0%)%)%). . AlAlA ll l ininndidivivividududualala s s s rer sponded
DOI: 10.1161/CIRCULATIONAHA.112.117283
Introduction
The efficacy of low dose aspirin in the secondary prevention of important vascular events, such
as stroke and myocardial infarction, is well established while its relative benefit versus the risk of
gastrointestinal bleeding in primary prevention is still debated.1-4 The mechanism by which this
benefit is accrued is explained sufficiently by the irreversible acetylation of Ser530 in the enzyme
prostaglandin G/H synthase-1 (commonly termed cyclooxygenase [COX]-1) and the consequent
suppression of thromboxane (Tx) A2 formation. 3, 5 TxA2 is synthesized from arachidonic acid in
activated platelets and released as a local signal which amplifies activation and recruits
additional platelets to the site of clot formation. 6, 7 However, TxA2 is but one of several
endogenous agonists that result in platelet activation and vasoconstriction, both pertinent to
clinically important vascular occlusive events. 3, 7 Thus, inhibition of TxA2 signaling limits
substantially the aggregation response, but it does not prevent completely clot formation. Given
this capacity for redundancy, the magnitude of aspirin’s clinical impact is perhaps surprising; for
example, it reduces both death and myocardial infarction by 50% in placebo controlled trials of
patients with unstable angina. 8, 9 What is unsurprising is that treatment failures occur on aspirin,
as they do in patients taking other cardiovascular drugs. Many reasons for this have been
invoked, from patients failing to take their medication to aspirin insensitive mechanisms of
platelet activation to drug-drug interactions. 10-14 Despite this, the concept of “aspirin resistance”
has emerged,15 prompting the development of point-of-care diagnostic approaches to assessing
the inhibition of platelet aggregation in patients taking aspirin. 16 Estimates of the incidence of
such a “resistant” phenotype have varied widely 16-20 and the reliance on an assay of platelet
aggregability as a surrogate for enzyme acetylation and suppression of platelet TxA2 formation 21
and for clinical outcomes 15 has been criticized. Similarly, reliance on post hoc analysis of the
3
endogenous agonists that result in platelet activation and vasoconstriction, both ppepertrttininenent tt tototo
clinically important vascular occlusive events. 3, 7 Thus, inhibition of TxA2 signaling limits
uubsbsbstatatantntntiaiaialllllly yy tthe e agagagggregation response, but it doeseses nnnot prevent compmm leetetetelylyly clot formation. Given
hhhiss ccapacity fofor r reeeduundndn ananancycycy,, thththe e mamamagngnnitttuudee oof asppiirrin’’’s s clcliininiiccalal immpmpacact iiss pepeperhrhrhapapsss susuurprppriisisisingngg; for
exxamamamplplple,e,e, iitt t rerereduducceces s boboothhh ddeaeaththt aaandndnd mmmyoyoyocacacardrdrdiaaall l ininffafarrcr titiionnn bbbyy y 505050%%% ininin ppllalacceeboboo cconono trtrtroloolleddd trtrriaialslss ooof f
patients with h unununststababablele aaangnn ininina.a.a. 888, 999 WWWhahh t t t isisis uuunsnsnsurururprprprisissininng g isisis ttthahahat tt trtrtreaeaeatmmmenenent t t fafafailillururu esese oooccccccururur on aspirin,,,
DOI: 10.1161/CIRCULATIONAHA.112.117283
major urinary Tx metabolites 22 as a biomarker of resistance in large scale trials 23, 24 has been
questioned. 15
True drug resistance to aspirin would result from (i) a failure to reach its molecular target,
(ii) a failure to acetylate COX-1 despite sufficient concentrations in the platelet or (iii) a failure
of COX-1 acetylation to suppress thromboxane formation. In the present study, we sought to
parse the variance in response to aspirin and to estimate the incidence of an internally consistent
phenotype of true drug resistance, reconciling biochemical and functional assays of aspirin
action that are stable over time and specific for the effect of aspirin on platelets. Healthy
volunteers (n=400) were screened for their response to a single oral dose of 325 mg regular
“immediate release” aspirin or enteric coated aspirin, which was designed to reduce local
damage of the gastric mucosa. Platelet aggregation induced by arachidonic acid, serum
thromboxane formation and urinary excretion of a Tx metabolite (TxM) – all reflecting the
activity of aspirin’s molecular target, COX-1 – were measured before and after dosing.
Individuals who appeared to be “aspirin resistant” underwent repeat testing. Individuals who
failed to respond to aspirin twice were exposed to low dose enteric coated aspirin (81 mg) and
clopidogrel (75 mg) for one week each in a cross over design.
While the distinct estimates of aspirin action were congruent and apparent “resistance”
based on platelet aggregation inhibition at a single time point was common, this reflected
variable drug exposure due to enteric coating of aspirin and was either inconstant over time or
could be overcome by addition of aspirin ex vivo. Thus, we failed to find a single case of true
drug resistance in this study of 400 healthy volunteers.
Methods
4
“immediate release” aspirin or enteric coated aspirin, which was ded signed to reduduuceee locococalalal
damage of the gastric mucosa. Platelet aggregation induced by arachidonic acid, serum
hhroroombmbmboxoxananane formrmrmata ion and urinary excretion offf aa TTTx metabolite (((TxT M)M)M) – all reflecting the fff
acctiivvity of aspipiriirin’n’s mmomoleleecucuc lalaar r r tatargrggetetet, COCOCOX-1 –– wweerree mmmeeaeasusuureeed d bbbeffoforere aaanndd aaafftfteerer ddoososinining.g.
nndididivivividudud alalsss whwhw o o appppepep aaareeded too bebebe ““asasaspippiririin n rereresisisistttananant”t”” uuundndderrrwewewentntt rrreeppepeatatat tteesestiiingng. InInndidivvividdudualalls whwhw ooo
failed to respsppononond d d tototo aaspspspiriri innn tttwiww cecece wwwerere e exexexpopoposesesed d d totoo lllowowow dddososose ee enenenteteterirr cc cococoatatatededed aaaspsppiriririninin (((818181 mg) and
DOI: 10.1161/CIRCULATIONAHA.112.117283
Study Design
The study protocol was approved by the Institutional Review Board of the University of
Pennsylvania and conducted in University’s Clinical Translational Research Center (CTRC). 13
Healthy, non-smoking volunteers (18-55 years) who provided written informed consent were
enrolled and abstained from all medications and nutritional supplements for the duration of the
study.
In Phase 1 fasted healthy volunteers (n=400) received a single oral dose of 325 mg
aspirin and drug response parameters were assessed before and after dosing. Two distinct aspirin
formulations were administered with 250 ml water, followed by a light standardized meal 2
hours later. Drug responsiveness was assessed at 4 or 8 hours after administration to create three
groups (Figure 1). Group 1 (n=40) received regular, immediate release aspirin (Genuine Bayer
Aspirin, Bayer Health Care, Morristown, NJ) and their response was assessed 8 hours after
dosing. Group 2 (n=210) received enteric coated aspirin (Safety Coated Bayer Aspirin) and their
response was measured 8 hours after dosing. Group 3 (n=150) received enteric coated aspirin
and their response was assessed at 4 hours. Enteric coating retards aspirin absorption markedly
and renders this process much more variable. 25, 26 Thus, Groups 2 and 3 were characterized by
decreasingly stringent conditions for the identification of variation in the response to aspirin.
This would be expected to increase the likelihood of identifying host factors (e.g. genetics,
nutritional habits, the composition of the gut microbiome) which might influence reproducibly
the response to aspirin. Decisions regarding inclusion of subjects into the next study phases were
made based on a “point-of-care” assessment, the platelet aggregation response to arachidonic
acid, which was performed immediately following the blood draw. Individuals who showed less
than 60% inhibition of their maximal arachidonic acid induced platelet aggregation (comparing
5
hours later. Drug responsiveness was assessed at 4 or 8 hours after administrationonn tto oo ccrreaeaeatetete ttthrhhree
groups (Figure 1). Group 1 (n=40) received regular, immediate release aspirin (Genuine Bayer
AsAspipipiriririnn,n, BBBayayayeeer HHHeaeaealtl h Care, Morristown, NJ) andndnd thhheir response waww s asasssesesessed 8 hours after
ddodosisiingn . Group p 222 (nnn=2=2210100))) rererecceceiivivededd eeentntereriic cooaoatted asasppiririinn n (S(SSafaffetetyy CCooatatedede BBayayayeerer AsAsspipipiriririn)n)n aaa dndnd thhheir
eespspsponononsese wwwasasas mmeeeassusurereed 88 hohouuru ss afafafteteter r ddodosisisingngng. GrGrGroouupp p 3 3 (n(nn==11150)0)0) rrececeieieiveveed enenteteteririiccc cocooaatateddd aaspsps irirrinin
and their respspponononsesee wwwasass aaasssesese seses d d d atatat 444 hhououoursrsrs.. EnEnEnteteteririric c c cococ atttininingg g rereretatatardrdrds asasa pipip ririr nn n abababsosoorprprptitit ononon mmarkedly
DOI: 10.1161/CIRCULATIONAHA.112.117283
post vs. pre dose aggregation) were classified as “non-responders”, who might potentially be
resistant to aspirin and entered Phase 2 of the study. Additionally, a subset of individuals who
showed an adequate inhibition of 60% or more was invited to participate in Phase 2 as
“responder” controls.
Phase 2 addressed the stability of the phenotype of aspirin resistance. Following a
washout period of at least 14 days, the two cohorts identified in Phase 1 (108 “non-responders”
and 149 “responders”) underwent repeat testing with a single dose of aspirin. Again, individuals
showing less than 60% inhibition of platelet aggregation using arachidonic acid as a stimulus
were classified as “non-responders”. Those who were “non-responders” in Phase 1 AND Phase
2 were invited to proceed to Phase 3. They were matched by gender, age (± 2.5 years) and race
with subjects who were “responders” in Phase 1 AND Phase 2.
Phase 3 determined whether resistance persisted when the dose of aspirin was altered and
multiple doses were administered. It also assessed whether the phenotype was specific for aspirin
or extended to another platelet inhibitor, clopidogrel. Two cohorts (27 “non-responders” and 25
“responders”, who completed the study) received 81 mg enteric coated aspirin and 75 mg
clopidogrel for 7 days, in a crossover design randomized by order and separated by a washout
period of at least 14 days (Figure 1). Fifteen of the 42 volunteers, who were classified “non-
responders” in both Phase 1 and Phase 2, were unavailable for re-testing in Phase 3 mostly due
to geographical mobility. However, the “non-responder’ cohort included all individuals who had
appeared “resistant” in Phase 2 even when aspirin was added to their platelets ex vivo. Outcome
measurements were obtained prior to treatment begin, 4 hours after the first dose, just prior to the
last dose and 4 hours after the last dose. Aspirin response status was assessed based on the last
inhibition detected in the last measurement relative to baseline. Those who were responsive to
6
2 were invited to proceed to Phase 3. They were matched by gender, age (± 2.5 yeyyeararars))) aandndnd rrracaca e e
with subjects who were “responders” in Phase 1 AND Phase 2.
PhPhPhasasa eee 3 dddeeteteermined whether resistance ppperere ssiisted when theee dosse ee oofof aspirin was altered and
mmulltltiple dosess wwwerrre adada mimiminininistststeerereded.. ItItIt aalslsoo assesesseddd wwwheetethheher r thhhe e phppheenenototyypypee wwawasss spspeececififificiic ffooror aaspspspirin
orr eeextxtxtenene dededd d tototo aanononoththererr ppplalatet lelelet inininhihihibibib totoor,r, ccclllopoopidididogogogreeel.l TTTwowowo ccohohohororrtsts (2(2(277 “nnnonon-r-r- esesespopopondndnderrrs”s” aandndd 22255
“responders”,, whwhw ooo cococ mpmpmpleeeteteted d d thhhe e e ststtuduu y)y)y) rrrecececeieiiveveveddd 888111 mgmgmg eeentntntererericicic cccoaaateteted d d asasaspipipiririn n n ananand d d 757575 mg d
DOI: 10.1161/CIRCULATIONAHA.112.117283
clopidogrel but showed an impaired response only in the COX-1 pathway as determined by
arachidonic acid induced platelet aggregation and ex vivo whole blood TxB2 release in all three
study phases were considered pharmacologically “aspirin resistant”.
Efficacy Assessments
These included (i) platelet function tests ex vivo involving traditional optical platelet aggregation
testing of four pathways of platelet activation (500 μg/mL arachidonic acid, 20 μmol/L ADP, 2
μg/mL collagen, 100 μmol/L the protease receptor-1 activating peptide [PAR-1AP]). 13 The
sensitivity of platelets to aspirin added ex vivo was determined by addition of freshly prepared
aspirin (dissolved in ethanol) at final concentrations of 30 and 100 μmol/L to PRP, 15 minutes
before platelets were stimulated. (ii) The capacity of platelets to form Tx during clotting was
assessed as an index of COX-1 enzymatic activity ex vivo. Serum TxB2 was detected by enzyme
immunoassay (Cayman Chemicals, Ann Arbor, Michigan). 27 (iii) The urinary excretion of the
Tx metabolite, 11-dehydro TxB2 (TxM) – an index of platelet COX-1 activity in vivo – was
quantified as its methoxyamine derivative by liquid chromatography tandem mass spectrometry
in spot urine samples that were collected 30 minutes after voiding. 28
Statistical considerations
Empirical cumulative frequency distributions were graphed in R (cran.r-project.org). The effect
of aspirin exposure on the outcome variables (post vs. pre dose comparison) was assessed with
the Wilcoxon Matched-Pairs Signed Ranks Test as implemented in R. A p-value below 0.05 was
considered statistically significant.
Responder status to aspirin in the arachidonic acid induced aggregation and the serum
TxB2 assays was reported using thresholds that were derived from data sets generated previously
in our laboratory. 13, 29 Inhibition of aggregation and TxB2 formation relative to baseline (prior to
7
before platelets were stimulated. (ii) The capacity of platelets to form Tx duringg ccclooottttininnggg wawawas s sm
assessed as an index of COX-1 enzymatic activity ex vivo. Serum TxB2 was detected by enzyme
mmmumumunnonoasasssasas yyy (CCCayayaymman Chemicals, Ann Arbor, MMMicchigan). 27 (iii)i)) Thee uuurririnary excretion of the
TTx mmmetabolite,e 1111--deehyhyh drdrdrooo TxTxTxBBB22 (((TTxTxMM)M) – aann iindeeexx off pppllalateteeleeet t CCOOX-X-111 acactiivivivitytyy iin n vivivivovov –– wwwasass
ququanana tititififif eded aaas ss ititss memeththooxoxyayay mimiinenen ddderereriivivatattivvvee e bbyby llliqiqi uuuidd d chhhrooommamatooogrgrg aapaphyhyhy ttaanandeded mm m mmamasssss ssspepeectctrrorommemetrtrry yqq
n spot urinee sasasampmpmpleleles s thththata wwwererere cococollllecece teeed d d 303030 mmminininutututeseses aaftftterere vvvoioo dididingngn . 282828
DOI: 10.1161/CIRCULATIONAHA.112.117283
aspirin administration) was calculated. Failure of aspirin to inhibit arachidonic acid induced
aggregation more than 60% or serum Tx formation more than 95% was classified as “non-
response”. These threshold values were chosen before the study was conducted.
“Responders”/”non-responders” did not exhibit any differences in baseline AA aggregation
measures before the administration of aspirin.
For all other outcome measures (maximal aggregation, maximal slope of aggregation,
absolute serum TxB2 concentration, urinary TxM excretion), a data driven classification
threshold for “responder” vs. “non-responder” status was identified using a modified Receiver
Operating Characteristics (ROC) analyses with the inhibition of serum TxB2 formation as the
gold standard. Thus, all values of a given outcome measure (e.g. maximal arachidonic acid
induced aggregation) were considered as hypothetical cutoffs to predict class membership. For
each hypothetical cutoff all instances of an outcome measurement were assigned a hypothetical
class label. However, instead of assigning the “true” class labels based on an arbitrary threshold
of serum TxB2 inhibition we allowed the best fitting random forest model 30 of serum TxB2
inhibition to define “true” class membership. The random forest classifier as implemented in the
R package “randomForest” was run in classification mode for each hypothetical threshold. Each
random forest model, consisting of 4000 trees, generated a confusion matrix with the classes
predicted by the hypothetical cutoff and the “true” classes derived from the random forest fit of
the serum TxB2 inhibition distribution. Graphs of “true” positive and “true” negative rates were
used to evaluate the performance of the hypothetical thresholds. The random forest algorithm
also generates an error estimate of the model fit, which is the error rate we report here together
with the classification accuracy.
8
gold standard. Thus, all values of a given outcome measure (e.g. maximal arachihiddodoninin cc acacacididid
nduced aggregation) were considered as hypothetical cutoffs to predict class membership. For
eaachchh hhhyypypototothehehetticaaall l ccucutoff all instances of an outcooommeme measurementntt werere ee aaassigned a hypothetical
cllasssss label. Howowevevverr, , ininstststeaeaeadd d oofof aasssss igigi nnninnng thhehe “truueue”” clllaassss llal bbebelsls ff bbaasesed dd oonn aaannn ararbibiitrtrt aarary y thhhrrereshshshooold
offf sssererrumumu TTTxBxBxB22 iinhnhnhibibitittioion n wewe aallllllowowowedeed ttthehee bbbeeestt fffititttitingngg rrrananndododom m fofoforrereststst mmmoododeelel 33030 ooof f f seseerururum TxTxxBB222
nhibition to dededefifif nenene “trtrrueueu ” clclc aaassss mmmememmbeeersrsrshihih p.p.p TTThehehe rrrananandodoom m m fofoforereeststst cclasasassisisifififiererer aaas s imimmplplplemememene ted in thee
DOI: 10.1161/CIRCULATIONAHA.112.117283
Results
Parsing variability in the response to aspirin
We studied a population of relatively young and healthy individuals (Table 1) to assess the inter-
and intra-individual variability in the pharmacological response to aspirin without
“environmental” variability contributed by disease. High inter- and low intra individual
variability would suggest that host factors which predict the response to aspirin might be
identified even in a much more heterogeneous population with cardiovascular disease. All 40
subjects administered immediate release aspirin (Group 1) in Phase 1 responded with a reduction
of platelet aggregation induced by direct stimulation of the COX-1 pathway by arachidonic acid
by more than 60% comparing pre and post dose measurements (Table 2). By contrast, 17%
qualified as “non-responders” 8 hours after dosing with enteric coated aspirin (Group 2),
increasing to 49% 4 hours after the dose (Group 3).
If platelets are not inhibited by ingestion of aspirin, but can be inhibited by addition of
aspirin ex vivo, this points to a pharmacokinetic, rather than a pharmacodynamic explanation for
such a “non-responder” status. The addition of aspirin ex vivo dose dependently “corrected” non-
responder status in the two groups of volunteers administered enteric coated aspirin, falling from
17 % to 0% 8 hours (Group 2) and from 49% to 12% 4 hours post dosing (Group 3) (Table 2).
Assessment of the response to aspirin by quantitation of serum TxB2, which is considered
a reliable biochemical measure of platelet COX-1 function, but is not practical as a point-of-care
assay, 31 showed that all but one subject receiving immediate release aspirin (Group 1)
responded with inhibition of serum TxB2 formation by more than 95% (Table 3). 21 All subjects
responded by suppression of the absolute post dose serum TxB2 concentration to below 10
ng/mL. 29 There was a similar increase in apparent non-response after enteric coated aspirin
9
by more than 60% comparing pre and post dose measurements (Table 2). By coonnntraaastst,, 171717%%%
qualified as “non-responders” 8 hours after dosing with enteric coated aspirin (Group 2),
nncrcrreaeaeasisisingngg tttoo 4949% % % 44 hours after the dose (Grouppp 333).
If plateeleletst arere nototot iiinhnhnhibibibititededed bbyy innngessstioon oofof aspppirirrinin,, bubuut t cccannn bebe iinnhhibibbiititeeded bbbyy y adadaddidd tiiioonon ooff f
asspipipiririinn n exex vvvivivivo,o, ttthihiis s ppopoinnntsts tooo a ppphahaharrmrmaacacokokokinininettticicic, , rarattheerer ttthahahann aaa pphhaharmrmrmacaccododdynynnamamamicic eeexxpxplalaananaatitioonon ffforo
uch a “non-r-resesespopopondndndererr” statatatususus. ThThThe e adaa dididititiiononon ooof f asasspipipiriririn n exexex vvvivivvo o o dododoseee dddepepepenenendededentnttlylyly “cococorrrrr ected” nonnn
DOI: 10.1161/CIRCULATIONAHA.112.117283
when measured 8 hours (Group 2; 24%) and 4 hours (Group 3; 59%) post dosing as observed
with platelet aggregation using the relative inhibition of serum TxB2 by more than 95%.
Phase 2 addressed the stability of the phenotype of “aspirin resistance”. Following a washout
period, two cohorts identified in Phase 1 (108 “non-responders” and 149 “responders”)
underwent repeat testing before and after a single dose of aspirin to assess the intraindividual
variability of the drug response within each of the three Groups. While “non-response” defined
either in terms of suppression of platelet aggregation or serum TxB2 was relatively common after
enteric coated aspirin in Phase 1 of the study, the persistence of the phenotype in the same
individuals in Phase 2 of the study was comparatively rare (Table 2). None of the volunteers
who received plain aspirin (Group 1) was a “non-responder” in both phases of the study. Only
6% (Group 2) and 20% (Group 3) by arachidonic acid induced platelet aggregation and 7%
(Group 2) and 26% (Group 3) by inhibition of serum TxB2 formation remained “non-
responders” in Phase 1 AND Phase 2 (Table 3).
Acute dose studies bias in favor of detection of “resistance”. Cumulative inhibition of
platelet COX-1 during chronic drug administration would be expected to minimize the incidence
attributable to insufficient drug exposure. Phase 3 determined whether resistance persisted
during repeated daily administration of a reduced dose of enteric coated aspirin to mimic a
typical, chronic low dose aspirin therapy. It also assessed whether the phenotype was specific for
aspirin or extended to another platelet inhibitor, clopidogrel, which targets an adenosine
diphosphate (ADP) receptor (the P2Y12). Twenty-seven individuals, who were “non-responders”
and 25 who were “responders” based on arachidonic induced platelet aggregation in both Phase
1 AND Phase 2 received 81 mg aspirin for 7 days and 75 mg clopidogrel for 7 days, in a
crossover design (Figure 1). Only one volunteer in the “non-responder” cohort failed to respond
10
who received plain aspirin (Group 1) was a “non-responder” in both phases of ththhee ststs ududdy.y.y. OOOnlnlnlyy
6% (Group 2) and 20% (Group 3) by arachidonic acid induced platelet aggregation and 7%
GrGrrouououpp p 222))) anana dd 26266%%% (Group 3) by inhibition of sserere uumm TxB2 formamaatit onn rrremememained “non-
eespppono ders” inn PPhP aasasee 11 AAANDNDND PhPPhasasasee e 22 (TTTabllle 3).
AcAcutututee e dodoseee sstutuudiiieses bbiaiaias ininin fffaavavooror oooff f dddeteteectctc iiiononn ooff “r“r“resesesisistatatancncce”e””.. CuCuummumulalaatitiivevev iiinhnhnhibbiiitiooon n ooof
platelet COXX-1-11 ddurururinining g g chcc roroonininic c drdrdrugugug aadmdmdminininisisistrtrtratatatioioon n n wowow ulululd d d bebebe eeexpxpxpeccctttrrr ededed ttto o o mimim niniimimimizezeze ttthehh incidenceee
DOI: 10.1161/CIRCULATIONAHA.112.117283
to the weeklong treatment with aspirin in Phase 3 as assessed by arachidonic acid induced
platelet aggregation and serum TxB2 inhibition (Figure 2). However, platelets from this subject
responded to aspirin addition ex vivo. Furthermore, this apparent “resistance” was not specific as
this individual also failed to respond to clopidogrel (not shown). Interestingly, two individuals
who entered Phase 3 as “controls” with demonstrated ability of their platelets to respond to
aspirin administration in Phase 1 and 2 now failed to respond in Phase 3 (Figure 2). One of
them also failed to respond to clopidogrel (not shown), but both responded to addition of aspirin
ex vivo.
Diagnosis of an individual’s aspirin response status
The study sought individuals who showed an inadequate mechanistic response to the
administration of aspirin as assessed by platelet aggregation ex vivo, serum TxB formation 2 – an
index of the capacity of platelets to form COX-1 dependent TxA2 – and the urinary excretion of
the thromboxane metabolite, 11-dehydro TxB (TxM) 2 – an index of actual thromboxane
biosynthesis. All three measurements detected a significant difference between the pre and post
dose measurement in each treatment group (p<0·01, data not shown). Plotting their relative
cumulative frequency distributions illustrates the utility of the drug response markers to
determine response status at the individual level (Figure 3). The distribution curves for
arachidonic acid induced platelet aggregation and serum TxB2 concentration, but not for urinary
TxM excretion, allowed the data driven detection of a threshold value – a plateau in the
distribution curve – which distinguishes between “responders” and “non-responders”. A
threshold of 16% (95% confidence interval 12% to 62%) residual arachidonic acid induced
platelet aggregation resulted in a test accuracy of >90% and an error rate of 10%. Indeed, the
extended plateau in the frequency distribution renders arachidonic acid induced platelet
11
The study sought individuals who showed an inadequate mechanistic response totoo theheh
administration of aspirin as assessed by platelet aggregation ex vivo, serum TxB formation 2 – an–
nndedeexx x ofofof ttthehehe cccappacacacititi yy of platelets to form COX-111 dedeependent TxAA222 – aandndnd tthe urinary excretion of –
hhhe ththromboxananeee mmemetataabooolililitetete,, 11111-d-ddehehehydyddrooo TxxBxB (TTxTxM)M) 2 –– aann innndedexx ofof aaccctuuauall– thththrorombmbmboxoxoxananneee
biiosososynynynththt esesisisis. AlAlll l thhhrereeee mmemeasa uururememmenenentsts dddetetetecececttted dd a a a sssigngngniffficccananantt t dididifffff eeerenenencecec beetetweweeenenn tthehehe pppreee aandndn pppoosst t
dose measureremmmenenentt t ininin eeeacaca h h trtrt eaee tmtmmenenentt t grgrrouououp pp (p(p(p<0<0<0·0001,1,1 ddatattaa a nononott t shshshowowo n)n)n).. PlPlPlototottititingngn ttheheheirirr rrrelee ative
DOI: 10.1161/CIRCULATIONAHA.112.117283
aggregation essentially a dichotomous outcome measurement (see, for example, the post dose
distribution of Group 3, the group with approximately 50% apparent “resistance”, in Figure 3C).
Stimuli of platelet aggregation which activate platelet pathways in which COX-1 dependent
events are downstream of the initial stimulus – collagen and ADP – were much less reliable
diagnostic tools for the assessment of the response status (Figure 4). They resulted in accuracies
of 80% and 75% and error rates of 21% and 36%. As expected, platelet activation with
proteinase activated receptor-1 activating peptide (PAR-1AP), which ligates a thrombin receptor,
did not associate with inhibition of serum Tx formation by aspirin.
Measurement of the absolute serum TxB2 concentration (rather than “serum TxB2
inhibition” based on the comparison of pre and post dose concentrations) is an assessment that
could be performed in patients without stopping aspirin therapy. Analysis of the frequency
distribution of the absolute serum TxB2 concentration also revealed a plateau that segregated the
population into apparent responders and apparent non-responders (Figure 3). A threshold of 29
ng/mL (95% confidence interval 26 ng/mL to 78 ng/mL) serum TxB2 resulted in an accuracy of
98 % and an error rate of 2%.
The congruence between arachidonic acid induced aggregation and serum TxB2
formation for the diagnosis of “non-response” was high. One-hundred five of 108 (97%) subjects
classified as “non-responsive” by arachidonic acid induced platelet aggregation in Phase 1 also
showed incomplete suppression of serum TxB2 formation. However, measurement of serum
TxB2 identified 32 of 400 (8 %) individuals as “non-responders” who had not been recognized
by arachidonic induced platelet aggregation. Most of these had serum TxB2 levels between 10
and 100 ng/ml, which represents a partially suppressed range when compared to median pre and
post dose concentrations of 4 ng/ml (IQR: 2 – 133 ng/ml) and 315 ng/ml (IQR: 193 – 450
12
nhibition” based on the comparison of pre and post dose concentrations) is an aassssesesssmmmennent tt thththatat
could be performed in patients without stopping aspirin therapy. Analysis of the frequency
diiststtririribububutititiononon oof thhheee ababsolute serum TxB2 concentttrarar tiiion also revealaledee a a plplplaatateau that segregated the
poppupulation intto o aaapppaparereentntt rreseespopopondndererersss aanndnd apppparrrentt nnoon---rereespsppononondederrrs ((FiFigguurrere 333)).). AA ttthrhrhresese hohh ldldd oof ff 2229
ngng/m/m/mLLL (9(9(95%5%5% ccononnfiidedenncncee e ininteervrvr alalal 222666 ngngg/m/mmLL L ttoto 77788 ngngng/m/mmL)L)L) ssseeerumumum TTxBxBxB22 rresessululteteted dd inin aaannn accccuuuraracyccy oof
98 % and an n erererroror r r r rararatetee ooof 2%2%2%...
DOI: 10.1161/CIRCULATIONAHA.112.117283
ng/ml).
Analysis of the urinary TxM excretion data did not result in a threshold value that would
allow for distinction of “responders” from “non-responders” at the individual level with any
reasonable accuracy (Figure 3).
Discussion
Aspirin blocks just one pathway of platelet activation and treatment failures may result from the
dominant role of other platelet agonists; 11, 12, 32, 33 combination of aspirin with other antiplatelet
drugs, such as antagonists of the P2Y12 receptor for ADP, sometimes confers a measurable
incremental benefit. 34 Other reasons for treatment failure include failure to consume the
medication, 10, 35 accelerated platelet turn over, 36, 37 or interaction with reversible, competitive
active site inhibitors of the COX-1 enzyme, such as ibuprofen 13 or naproxen. 14
The term “aspirin resistance” is often used to imply treatment failure although clinical
outcomes have rarely been assessed – not unlike studies of the pharmacogenomics of
clopidogrel. 38 More commonly, a patient is classified as “resistant” to aspirin, if platelet
aggregation, measured on a single occasion, is not depressed to an arbitrary degree. Estimates of
the frequency of “aspirin resistance” have varied from 5% to 20% in most studies. 16-20 Here we
wished to determine the commonality of an internally consistent, specific phenotype of
pharmacological resistance to aspirin that was stable over time, such as might result from gene
variants in aspirin metabolizing enzymes or in the platelet COX-1-TxA2 synthesis/response
network. This might be more readily discernible in a younger population without confounding
disease variables and would be measurable by tests that reflected the mechanism of drug action.
The irreversible acetylation of platelet COX-1 is a sufficient mechanism to explain the
13
ncremental benefit. 34 Other reasons for treatment failure include failure to conssumumume e thththee
medication, 10, 35 accelerated platelet turn over, 36, 37 or interaction with reversible, competitive
acctitiiveveve sssitititeee inininhhhibiitototorsrs of the COX-1 enzyme, suchhh asss ibuprofen 13 ooor r naaprprproooxen. 14
The teermrm ““asaspipip riinn n rereresisisistststanancecece””” iiss oooftennn uuuseddd ttoo impmpmplylyy trrereatatmementnt fffaiailulureree aaaltlthohoouguggh hh clclinininiccicalal
ouutctctcomomomeses hhhavavave e rraarereelylyy bbeeeeenn asasssesessssssededed – nnnototot uuunnnlikikikee ssstuuudiieies s ofofof tthehehe pphahaarmrmrmaaacogogogenennomommiciccss s ooof
clopidogrel. 383838 MMMororore e e cococommmmmmonononlyyy,, a a a papapatienenent t t isiss ccclalalasssssififfieieed d asasas “rereresisisistststanana t”t tttooo asasaspipipiririr n,n,, iiif f f plplplatatatele et
DOI: 10.1161/CIRCULATIONAHA.112.117283
cardioprotection afforded by aspirin, however direct assays 39 have yet to be deployed to
characterize resistance. The immediate consequence of drug action is suppression of formation
of platelet TxA2, quantitatively reflected by the analysis of its inactive hydrolysis product, TxB2
in serum generated under controlled conditions. 31 Measurement of serum TxB2 reflects dose
dependent suppression by aspirin, cumulative inhibition during repeated daily dosing and
delayed recovery of platelet thromboxane formation after cessation of aspirin, driven by platelet
turnover time. 40 Urinary Tx metabolites also reflect the pharmacodynamic impact of aspirin on
platelets41 and, indeed, derive largely (~ 80%) from platelets under physiological conditions.42
However, other non-platelet sources of Tx biosynthesis are also reflected by urinary metabolites
and their contribution may increase under conditions of disease or physiological perturbation. 43
Here, we found that large variability in urinary TxM excretion renders it impracticable to assess
even a healthy individual’s aspirin response status although the reduction in mean urinary TxM
by aspirin was clearly detectable in a group of treated individuals. Finally, platelet aggregation
responses induced by the COX enzyme substrate, arachidonic acid, depend on its transformation
to TxA2 and are suppressed by aspirin. Although other agonists aggregate platelets directly,
secondary release of TxA2 may amplify the response and result in partial inhibition of the
aggregation signal by aspirin. 7 A complication is that the relationship between suppression of
platelet thromboxane and aggregation is very nonlinear – the capacity of platelets to generate
thromboxane has to be suppressed by >95% before functional inhibition of the aggregation
response is attained. 29 This explains why diagnostic approaches which tested the COX pathway
directly had the most favorable test sensitivities and false classification rates for identification of
“non-responders”.
We found that under acute dosing conditions, the frequency of “resistance” based solely
14
and their contribution may increase under conditions of disease or physiologicall pppererrtuturbrbbatatatioioion.n.n 43
Here, we found that large variability in urinary TxM excretion renders it impracticable to assess
evvenenen aaa hhheaeaaltltlthyhyh indndndivivi idual’s aspirin response stattususu aaalthough the reeedud ctctioioionnn in mean urinary TxM
bbyy aaasps irin wass cclell aaarlyly ddeteetececectatatablbble e ininin aa gggroooup offf treeaatteed ininindidivvviddudualalls. FFininalaa llyy,, pplplaatateleletetet aaaggggrereggagatititionnn
eespspsponononsesess ininindudduceceed d bybyy tthhee CCOXOXOX eeenznznzyymymee e sususubsbsbstrrratatate,e,e, aarracchchidididoononiccc aacccid,d,d dddepepepeennd d ononon iitsts ttrraransssfooormrmaaatiioion
o TxA2 andd aaarerere ssupupupprprpresessseed d d bybyb aaaspspspiriririni ... AlAlAlthththouououghghgh oooththhere agagagonononisisistststs aaagggggrereregagagatetete plplp atatteleleletetets s s didid rectly,
DOI: 10.1161/CIRCULATIONAHA.112.117283
on the failure to suppress the aggregation response to arachidonic acid was conditioned by the
formulation of aspirin and the timing of the measurement. “Resistance” was measurable after
enteric coated, but not immediate release formulations of aspirin and appeared more frequent
after the former when measurements were performed 4 hours rather than 8 hours after dosing.
This pattern of variance was reflected both by the aggregation response to arachidonic acid and
by serum TxB2. By contrast, aspirin had minor effects on aggregation induced by ADP and
collagen and no detectable effect on the activation of aggregation through the thrombin pathway
by PAR-1AP. The incidence of apparent “resistance” to enteric coated aspirin based on a single
measurement of aggregation was 49% at 4 hours (Group 3) dropping to 17% at 8 hours (Group
2) after dosing in Phase 1 of the study. Strikingly, there was marked discordance between the
individuals who seemed “resistant” on the two occasions; only in 20% at 4 hours and 6% at 8
hours was “resistance” stable over time. Consistent with the suggestion that apparent
“resistance” was largely reflective of variable drug exposure in the patients receiving enteric
coated aspirin, we corrected the phenotype in 101 of 108 cases by adding aspirin ex vivo in
Phase 1 or 2 and all of the remaining 7 cases responded to adding aspirin ex vivo in Phase 3.
In the Phase 3 of the study we compared cases who had remained “resistant” to inhibition
of platelet aggregation by ingestion of aspirin in the first two phases of the study and matched
them by gender and age with controls, then subjecting both groups to a weeklong administration
of aspirin and clopidogrel in a cross over design. Because 15 of the original 400 subjects who
fulfilled the inclusion criteria for Phase 3 were lost-to follow up, we may have underestimated
the incidence of true biological resistance. However, of the 27 cases enrolled in this phase only
one appeared now to be “resistant” to aspirin as assessed by arachidonic acid induced
aggregation and this individual had responsiveness restored by addition of aspirin ex vivo. While
15
2) after dosing in Phase 1 of the study. Strikingly, there was marked discordancee bbetete weweweenenen ttthehehe
ndividuals who seemed “resistant” on the two occasions; only in 20% at 4 hours and 6% at 8 t
hoourururs s wwawasss “r“r“reeesisstatatanncnce” stable over time. Consistetetentnt with the suggggesee tiononn ttthhat apparent
““rresssisi tance” wwasas laaargegeelyyy rrefefefleleecctctivivee e oofof vvvaarriabblle druug expppoososururre inin ttthehee ppatattieientnts s rereececeivivvininng g eenenteteteriiriccc r
cooatatatededed aaspspspiriririninin, , wwwe ccororrrerectctc eded ttthehee ppphehehenonootytytypepepe iiin 11101011 ooof f 11010888 ccacaseees ss bbyby aaaddddd iiingg g asasspipipiririr n n exexex viivvoo o inin n
Phase 1 or 22 aaandndnd aaallllll oof f f ththt ee rereremamamainininininng gg 7 7 7 cacacasesesess rererespspspononondeded d d d tototo aaaddddddinining g asasaspipipiriririn n n exexex vvvivivivo o o ininin PhPP ase 3.
DOI: 10.1161/CIRCULATIONAHA.112.117283
this was consistent with “resistance” due to limited drug exposure in vivo, as might be caused by
genetic variants in aspirin metabolism, the effect was not specific to aspirin: the volunteer failed
also to exhibit clopidogrel induced inhibition of ADP induced platelet aggregation. The
unreliability of basing a diagnosis of “aspirin resistance” on a single measurement of platelet
aggregation was further emphasized by two individuals who appeared “resistant” amongst the
controls in Phase 3, having been responsive to aspirin in the two earlier phases of the study.
Here, again, responsiveness to aspirin was apparent by addition of the drug ex vivo and the
subject was also unresponsive to clopidogrel. Thus, such “resistance” may have reflected a
failure to ingest aspirin.
In summary, we performed studies in 400 healthy volunteers seeking to determine the
commonality of a mechanistically consistent, temporally stable and specific phenotype of true
aspirin resistance, such as might be attributable to genomic variation in aspirin metabolism or in
the platelet COX-1 / TxA2 synthesis response pathway. We failed to find a single person who
satisfied these criteria. By contrast, pseudoresistance, due to delayed and reduced drug
absorption was common after ingestion of enteric coated aspirin. 25, 26 These observations
question the value of seeking to diagnose aspirin resistance with single point-of-care diagnostic
approaches and support the finding of inconsistent platelet inhibition following enteric coated
preparations of aspirin. 44-46
Acknowledgements: G.A.F. is the Robert McNeill Professor of Translational Medicine and
Therapeutics.
Funding Sources: This work was supported by the National Heart Lung and Blood Institute (HL
54500), the National Center for Research Resources (UL1-RR-024134), the American Heart
Association (T.G.: Scientist Development Grant 0430148N), and Bayer Health Care
16
In summary, we performed studies in 400 healthy volunteers seeking to dddeteteree mimiminenene ttthehehe
commonality of a mechanistically consistent, temporally stable and specific phenotype of true
asspipipiriririnn n reresisisistststaaancecee, , susuch as might be attributable tototo gggenomic variaatitiiono iinn n aasaspirin metabolism or in
hhhe pplatelet COXOXX-111 // TTTxAxAA22 ssynynynththesesesisiss rresespponnssee patthhwwway.y.y. WWeee ffafailileeded tto o fififinddd aa ssininnglgleee pepeersrsononn wwhohoho
aatititisfsfsfieieiedd ththhesesesee crcrriiteereriaia. BByBy cononontrtrrasasast,t,t, ppseseeudududorororesesisisistatancncnce,e, ddueueue tttoo dededelalaayeyeed d d aanandd d reredududucecec d d d drdrdrugugg
absorption wwasasas cccomomommomomon nn afaffteteter r r innngegegessstitit onnn oooff f enenentetet ririr c cc cococoata ededd aaaspspspirirrininin... 252525,, 262626 TTThehehesesese ooobsbsbsererervavavatitions
DOI: 10.1161/CIRCULATIONAHA.112.117283
(Morristown, NJ, Study No X05-215). The funding sources were not involved in the study
design, or in the collection, analysis, and interpretation of data.
Conflict of Interest Disclosures: T.G. received consultancy fees from PLx Pharma. S.F. has no
potential conflict of interest. J.A.L. has no potential conflict of interest. S.C.K has no potential
conflict of interest. G.R.G has no potential conflict of interest. G.A.F. received research funding
from Bayer Health Care to support partial funding of this study.
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377. . RoRoRocccccaaa B,BB, Sananntititilllli F, Pitocco D, Mucci L, Petttrurur ccci G, Vitacoloonnnn a E,E,E LLattanzio S, Mattoscio D,D,D, ZZZaccarddi FFF, LLiaiaianini RR,, VaVaVazzzzz anannaaa N,N,N DDelel PPonontete AA, FFeerrananntetete EEE,, MaMaMartrttininii F,F,F, CCarrdidillllllooo C,C, MMorororosossetetettiti R,MMirrarabella M, GGGhhih rrllanandadad GGG,, DaDaDavivi GGG,, , PaPaatrroonoo CCC. Thhhee recococoveverrry oof f plplatatelelleeet cccycycclololooxoxygyggenennasasse aacactititiviiity exexxplllaia ns intererini ddidivvviduuaal varriiaiabbbiliityt iiin nn rreressps onnnsiiivennnessss tto oo lololowww-dddossee aaspirrrinnn iinnn papaatitienttst wwiiithhh anddd wiwiithththouououtt didiabababeteeteses. JJ J ThThhroroombmb HHHaeaeemomomosstst. 202020121212,, , 1000:1:1: 2222200-12121 303030.
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Table 1. Demographics of the study population
Group 1 Group 2 Group 3 TotalGroup characteristics Aspirin formulation Plain EC ECAssessment time 8 hours 8 hours 4 hours Ethnicity / race (n)American Indian or Alaskan Native 1 1Asian 2 27 18 47Native Hawaiian or Pacific Islander 1 1Black (Non-Hispanic) 13 23 26 62Hispanic 1 10 8 19White (Non-Hispanic) 23 144 96 263Other or more than one race 1 5 1 7Totals 40 210 150 400Gender (%) Female 65 52 60 57Age (y) Median 28 25 27 261. Quartile 23 23 23 233. Quartile 34 30 35 31BMI (kg/m2)Median 24.0 23.4 24.0 23·51. Quartile 21.1 21.2 21.7 21·53. Quartile 28.8 26.0 26.2 26·3
21
Group 1 Group 2 Group 3 TotatallGroup characteristics Aspirin formulation Plain EC ECAssessment time 8 hours 8 hours 4 hoursEtEthnhnhnicicicititity y y / / / raraacee (((nn)n)AAmAmeererican Indnddiaiaannn ooro AAAlalalaskskskannan NNNatatativivive e e 111 111AAsA iaiaan 222 272727 18 4777NaNaatitit veveve HHawawwaiaiaiiaiannn ooror PPacacififi icic IIIslss ananandedederrr 111 111BlBlacackk (N(N( onon-H-Hisispapap ninic)c)) 1313 2323 2626 6262Hisppanic 11 11010 888 19191
DOI: 10.1161/CIRCULATIONAHA.112.117283
Table 2. “Non-response” to administration of 325 mg aspirin in study Phases 1 and 2 as assessed by arachidonic acid induced platelet aggregation. Regular or enteric coated (EC) aspirin was administered and the response assessed either 8 or 4 hours post dosing. Platelet function was also measured in platelet rich plasma that was treated with 100 micromolar aspirin ex vivo for 15 minutes. “Non-responders” were arbitrarily defined as individuals who had an inhibition of platelet aggregation induced by arachidonic acid of less than 60% when comparing to pre dose assessments.
% (N)
Group 1 Plain aspirin,
8 hrs post drug N=40
Group 2 EC aspirin,
8 hrs post drugN=210
Group 3 EC aspirin,
4 hrs post drugN=150
Aspirin ex vivo - + - + - +
“Non-responders” in Phase 1
0(0/40)
0(0/40)
17(35/210)
0(0/210)
49(73/150)
12(18/150)
“Non-responders” in Phase 1 AND Phase 2
0(0/40)
0(0/40)
6(12/209)
0(0/210)
20(30/150)
4(6/150)
Table 3. “Non-response” to administration of 325 mg aspirin in study Phases 1 and 2 as assessed by serum TxB2 measurement. Regular or enteric coated aspirin was administered and the response assessed either 8 or 4 hours post dosing. “Non-responders” were arbitrarily defined as individuals who had less than 95% inhibition of serum TxB2, when comparing post and pre dosing assessments.
%(N)
Group 1 Plain aspirin,
8 hrs post drugN=40
Group 2 EC aspirin,
8 hrs post drugN=210
Group 3 EC aspirin,
4 hrs post drugN=150
Non-responders in Phase1
3(1/40)
24(35/210)
59(88/150)
Non-responders in Phase1 AND Phase 2
0(0/40)
7(14/199)
26(39/146)
22
“Non-responders” in Phase 1 AND Phase 2
0(0/40)
0(0/40)
6(12/209)
0(0/210)
202020(30/0/1515150)0)0)
444(6(6(6/1/1/1505050)))
TTaTabblble 3. “NNononon-r-r-resesespopoonsnsnse”e”e ttto o o adadadmimimininin stststrararatitit ononn ooof f 323255 mgmg aaaspspspiriririnini iiinnn ststtudududy y y PhPhP asseseses 111 aaandndn 222 aaas s asseeesss ed by seerurum m TxTxBB222 mmeaeaassusurer memementntt. RRReguullaar oorr eentererericic cccoatatededd aaaspiririnin wwaasas aadmdmmininisisi teteereed d aaanddd hhhe e rrerespponsee aaasseeesssed eieittherr 8 oror 4 hhhououursss pposst dossiinngg. “N“N“Nononn-rreesppponnndersss” weweereee aarbr iittraraaririlyly defffinined
asas iiindndndivivividididuauauallsls wwwhohoho hhhaadad lllesese s ththhanan 9995%55% iiinhnhnhibibibititi ioioion n n oofof ssserererumumum TTTxBxBB22,, whwhwhenenen ccomomompapapaririringngng pppososstt t anannd d d prprpre e edodosisingngg aassssesessmsmenentsts..
DOI: 10.1161/CIRCULATIONAHA.112.117283
Figure Legends:
Figure 1. Study design (A) Phase 1 and 2; (B) Phase 3.
Figure 2. Response to 7 days of low dose aspirin (81mg, enteric coated) in Phase 3. Assessment
of platelet aggregation using arachidonic acid as the stimulus in the absence and presence of
aspirin (100 mol/L) added to isolated platelets ex vivo. (A) Individuals who qualified as “non-
responders” in Phase 1 AND Phase 2 (n=27). One subject showed uninhibited platelet
aggregation following one week of aspirin treatment, but responded to aspirin addition ex vivo.
(B) Individuals who were classified as responders on two occasions of single dose aspirin
administration in Phase 1 and Phase 2 (n= 25). Two subjects showed uninhibited platelet
aggregation but responded to aspirin addition ex vivo.
Figure 3. Relative cumulative frequency distributions of the arachidonic acid (325 mg) induced
platelet aggregation response (A-C), serum thromboxane formation (D-F) and urinary
thromboxane metabolite excretion (G-I) stratified by drug formulation and assessment time. The
density of the data points is visualized by color coding – green high density/frequency, red – low
density /frequency. Classification thresholds (“responders” vs. “non-responders”) as determined
iteratively using random forest classifiers are shown as blue arrows, which also depict the
fraction of responders in the study groups. Urinary TxM excretion failed to predict individual
response status although pre- and postdose distributions segregated in each group (p<0.05).
Figure 4. Consistency of the response to distinct stimuli of platelet aggregation. Four stimuli
23
B) Individuals who were classified as responders on two occasions of single doossese aaaspppirirrininin
administration in Phase 1 and Phase 2 (n= 25). Two subjects showed uninhibited platelet
agggrgrgregegegatatioioion nn bbbut rereresspsponded to aspirin addition exx vvvivvo.
FiFigugugureree 333.. RRReleelatativiviveee cucuumumumulalativeveve fffrererequququenencycycy dddisisistrribibibutututioononss ofoff ttthhhe aaarrarachchchidididononnicc aaciciid d d (3(3(3252525 mmgg)g) iiindnduuuceeded
platelet aggrereregagagatitit ononon rrresese popop nsnsnseee (A-A-A-C)C)C), seeerururum m m thththrororombmbmboxoxoxannne ee fofoformrmrmatatatioii nn n (D(D(D-F-F-F))) anana d d d urururinininararary yy
DOI: 10.1161/CIRCULATIONAHA.112.117283
24
were used to assess the functional impact of aspirin treatment on platelet aggregation:
arachidonic acid (A), collagen (B), adenosine diphosphate (ADP, C) and protease activated
(thrombin) receptor 1 activating peptide (PAR-1 AP, D). Data are displayed as scattergrams of
slope vs. maximum aggregation. Data points are color coded by the response status as
determined by 95% inhibition of serum TxB2 concentration. Thus, “responders” are plotted in
green and “non-responders” in red. Shades of gray represent densities of the two-dimensional
distribution. Classification thresholds as determined iteratively using random forest classifiers
and 95% confidence intervals are shown in blue. (A) The test sensitivity of arachidonic acid
induced platelet aggregation was >90% with an error rate of 10% when volunteers with a
residual platelet function following aspirin administration of 16% maximal aggregation (95%
confidence interval 12% to 62%) or 11%/min slope (95% confidence interval 8%/min to
17%/min) were classified as “non-responders”. (B, C) Inducing platelet aggregation with
collagen or ADP resulted in sensitivities of 80% and 75% and error rates of 25% and 36% at
thresholds of 41%/min slope (95% confidence interval 39%/min to 42%/min) and 75% maximal
aggregation (95% confidence interval 72% to 76%), respectively. Maximal aggregation was not
a predictor of response status in collagen stimulated platelets; slope was not a predictor of
response status in ADP stimulated platelets. (D) As expected, the PAR-1AP response did not
associate with inhibition of serum Tx formation by aspirin.
esidual platelet function following aspirin administration of 16% maximal aggrregeegatatatioioon nn (9(9(95%5%5%
confidence interval 12% to 62%) or 11%/min slope (95% confidence interval 8%/min to
177%/%/%/mimimin)n)n) wwweeere clclclaasassified as “non-responders”. (((BB,B C) Inducing ppplall teleleett t aaaggregation with
coollllaga en or ADDP PP rreesusultl ededd iiinn n sesesensnsitittivivviti iieesss of 88000% aaanndd 7755%% % aanand d ererrrooor rarattet sss ofoff 2225%5% aaandndnd 3336%%% aaat t
hhrereeshshhololo dsds ooof ff 4141%/%/%/miminnn sslslopope e (9(9(95%5%5% cccononnfifiidededennnceee inini ttterrvrvaalal 3339%9%9%/mmmininn tooo 42424 %/%/%/mimiin)n)n aaandndd 7775%5%% mmmaxaxximimmala
aggregation (9(9(95%5%5% ccconononfififidddennncecece intntnterere vavaval 727272% %% tototo 77766%)%)%),,, rer spspspececectitiivevevelylyly. MaMaMaxixiximamamal l l agagggrgrgregegegatatatioioi n was not
Phase 1Test dose: 325 mg aspirin p.o.
“Responders”Point-of-care test: AA induced aggregation
Criterion: Inhibition of Aggregation ≥ 60%
Subjects: n=292
Post-hoc test: Serum TxB2, urinary TxM
“Non-Responders”Point-of-care test: AA induced aggregation
Criterion: Inhibition of Aggregation < 60%
Subjects: n=108
Post-hoc test: Serum TxB2, urinary TxM
Formulation: EC aspirin
Assessment: pre dose,
4 hours post dose
Subjects: n=150
Group 3Formulation: EC aspirin
Assessment: pre dose,
8 hours post dose
Subjects: n=210
Group 2Formulation: Plain aspirin
Assessment: pre dose,
8 hours post dose
Subjects: n=40
Group 1
Phase 2Test dose: 325 mg aspirin p.o.
“Responders”Point-of-care test: AA induced aggregation
Criterion: Inhibition of Aggregation ≥ 60%
Subjects: n=292
Post-hoc test: Serum TxB2, urinary TxM
“Non-Responders”Point-of-care test: AA induced aggregation
Criterion: Inhibition of Aggregation < 60%
Subjects: n=108
Post-hoc test: Serum TxB2, urinary TxM
Formulation: EC aspirin
Assessment: pre dose,
4 hours post dose
Subjects: n=120
Group 3Formulation: EC aspirin
Assessment: pre dose,
8 hours post dose
Subjects: n=125
Group 2Formulation: Plain aspirin
Assessment: pre dose,
8 hours post dose
Subjects: n=12
Group 1
7 “Non-responders”
discontinued study
133 “Responders”
completed study
“Responders”
in Phase 1 AND Phase 2
n=120
“Non-responders”
in Phase 1 AND Phase 2
n=42
“Responders”
in Phase 1 OR Phase 2
n=95
9 “Responders”
discontinued study
“Non-responders”
in Phase 1 AND Phase 2
n=42
“Responders”
in Phase 1 AND Phase 2
n=120
45 Matched “Responders”
invited to participate in Phase 3
42 “Non-responders”
invited to participate in Phase 3
18 Discontinued study
1 Lost to follow up
2 Exclusion criteria
15 Matched case
discontinued
15 Discontinued study
11 Lost to follow up
2 Exclusion criteria
2 Subject request
Period 1
Aspirin 81 mg for 7 days
or
Clopidogrel 75 mg for 7 days
Period 2
Aspirin 81 mg for 7 days
or
Clopidogrel 75 mg for 7 days
2 Discontinued study1 Lost to follow up
1 Exclusion criteria
27 “Non-Responders”completed Phase 3
25 “Responders”
completed Phase 3
Cro
ss ove
r
Phase 3
A
B
matched by age, gender, race
Figure 1
“Responders”Point-of-care test: AA induced aggregation
Criterion: Inhibition of Aggregation ≥ 60%
Subjects: n=292
Post-hoc test: Serum TxB2, urinary TxM
“Non-Responders”Point-of-care test: AA induced aggregation
Criterion: Inhibition of Aggregation < 60%
Subjects: n=108
Post-hoc test: Serum TxB2, urinary TxM
“Respondponders”er
in Pn Pin Phasehase 11 ANDANDAND PhasPhasPh e 2e 2
n=1n==120
“Nonon-r-res-respondponders”ers”
in Phahashase 1 ANDANDAND PhaPhase 2se 2e 2
n==4242
“ResRe ponpondderrss”
ininin PhasPhasP e 1e OORR PPhhase 2
n=9955
“Non-respondeon rs”
inin PPhasehasehase 1 ANNDND PhPhahase 2sese 2
n=42
“Responders”
in Pin Pn Phasehasehas 1 ANDANDAND PhasPhasPhasee 22
n=120
B
Figure 2
Group 3Coated aspirin - 4 hrs
Group 2Coated aspirin - 8 hrs
Group 1Plain aspirin - 8 hrs
100
100
100
0 25 50 75 100
025
5075
Max. Aggregation (%)
Cum
ulat
ive F
requ
ency
(%)
predose
postdose
postdose
predose
postdose
postdose
100
025
5075
Serum TxB2 (ng/mL)
Cum
ulat
ive F
requ
ency
(%)
100
025
5075
Serum TxB2 (ng/mL)
Cum
ulat
ive F
requ
ency
(%)
100
025
5075
Serum TxB2 (ng/mL)
Cum
ulat
ive F
requ
ency
(%)
025
5075
TxM (ng/mg Creatinine)
Cum
ulat
ive F
requ
ency
(%
025
5075
TxM (ng/mg Creatinine)
Cum
ulat
ive F
requ
ency
(%
025
5075
TxM (ng/mg Creatinine))
Cum
ulat
ive F
requ
ency
(% 100
100
100
predose
postdose
predose
postdose
predose
postdose
0.1 1 10 100 1000 0.1 1 10 100 1000 0.1 1 10 100 1000
0.1 1 10 0.1 1 10 0.1 1 10
Agg
rega
tion
(AA
)Se
rum
TxB
2U
rinar
y Tx
M
A B C
D E F
G H I
0 25 50 75 100
025
5075
Max. Aggregation (%)
Cum
ulat
ive F
requ
ency
(%)
predose
postdose
predosepredose
0 25 50 75 100
025
5075
Max. Aggregation (%)
Cum
ulat
ive F
requ
ency
(%)
predose
postdose
“responders”
“responders”
“responders”
“responders”“responders”
“responders”
Figure 3
predose 0
Serumum TxB2 (ng/mL)
Cum
u
0
Serum TxB2 (ng/mL)
Cum
u
0
Serum TxB2 (ng/mL)
Cum
u
025
50775
TxMTxM (n(ng/mg/mg Cg Creareatintinineine))
Cum
Cul
aul
ative
Fere
qeque
nue
cy (%
025
5075
TxMTxM (n(ng/mg/mg Cg Creareatintinineine))
umC
ula
ulat
itivF
e Fr
eqenue
cy (%(%
025
5075
TxMTxM (n(ng/mg/mg Cg Creareatintinineine))))
umC
ula
ulat
ive F
requ
ency
(%% 100
100
100
10000
prepredp osee
postostdosedos
predprepredososese
posposstdoosse
predprededoseose
postpos dosedos
0.1 1 10 100 1000 0.1 1 10 100 1000 0.1 1 1010 100100 1000
0.10.1 1 1010 0.10.1 1 1010 0.10.1 1 10
GGG H I
predpredoosepredose
0 20 40 60 80 100
020
4060
80Max Aggregation (%)
Slo
pe (%
x m
in-1)
0 20 40 60 80 100
020
4060
80
Max Aggregation (%)
0 20 40 60 80 100
020
4060
80
Max Aggregation (%)
0 20 40 60 80 100
020
4060
80
Max Aggregation (%)
A
B
C
D
Arachidonic Acid
Collagen
ADP
PAR1-AP
“Non-responders”
“Non-responders”
“Non-responders”
Slo
pe (%
x m
in-1)
Slo
pe (%
x m
in-1)
Slo
pe (%
x m
in-1)
Figure 4
Max Aggregation (%)
0 202 40 660 800 1000
020
040
6080
MMax AgA gre tgatiion (%(%))
800
C
D
ADPAAAAAAAAAAAAAAAAAAAAAAAAAAAADADADADADADADADADDDDDDDDDDDDDDDDDDDDDDDDDDDDPPPPPPPPPPPPPPPPPPPPPPPPPPP
PAR1-APPPPPPPPPPPPPPPPPPAPAPAPAPAPAPAPAAAAAAAAAAAAAAAAAAAAAAAAARRRRRRRRRRRRRRRRRRRRRRRRR1R1R1R1R1R1R1R111111111----AAAAAAAAAAAAAAAAAAAAAAAAAPAPAPAPAPAPAPAPPPPPPPPPPPPPPPPP
“N“Non--“““““““““““NNNNNN“N“N“N“N“NNNNNNNNNNNNNNNNNNNNNNNoooooooooooooooooonononononononnnnnnnnnnnnnnn------resspoonderss”rrrrrrrrerererererereeeeeeeeesesesesesesessssssssssssssssssssssppppppppppppppppppoooooooooooooooooooooonononononononnnnnnnnnnnnnnndddddddddddddddddddedededededededdeeeeeeeeeeeeeerrrrrrrrsrsrsrsrsrsrssssssssssssss”ss”””””””S
lolopep
(% x
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)