Keywords
MRD , ctDN A, PhasED-Seq, CL ARITY , r esidual dis ease
Acknowledgements
The author s w ould l ik e t o acknowledge K ry st al Br own, PhD and St ep hanie Meek,
PhD , f or their assist ance in prepara ti on o f this manuscript.
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Abstract
Background :
Cir cula ting tumo r DNA (ctDNA) is a non-in v asiv e biomark er th a t c an b e used as a tool t o de tect minimal
r esidual dis ease (MRD). MRD c an pr ovide import a n t prognos t ic inf orma tion in dif f use lar ge B-cell
lymphomas (DLBCL). Her e, w e present a n MRD assa y with an impr ov ed detection method f or ctDNA,
Phased V arian t Enrichment and Det ec tio n Sequencing (PhasED-Seq) which lev er a g es phased v ari ants
(PV s ) t o det ec t ctDNA .
Methods
Plasma samples fr om non-c ancer c o n t r ol s w er e used t o ass ess assa y specificity . A limiting dilution se ries
using DLBC L clinic al-c on tr iv ed samples was perf ormed t o assess assa y sensitivity a nd pr ecision . The
accur acy of the PhasED-Seq-based assa y w as assessed using plasma samples fr om individuals with DLBCL
and f or whom MRD c ompar at or assa y re sults w ere also a v ailabl e. All sampl es w ere sour ced fr om
c ommer cial v en dor s or a c ademic studies .
Results
The analyti c al and clinical perf ormance o f the MRD assa y w as ev alua ted using clinic al and clinic al-
c ontriv ed DLBCL samples. The assa y ’ s f alse positiv e rat e w as 0.24% and t he background error r ate w as
1.95E-08. The limit of det ec tion a t 95% det ec tion r ate (LoD95) a t 120 ng w as 0.7 p arts in 1,000,000 and
pr ecision w as >96%. Clinical accur acy w as 90.62% PP A and 77.78% NP A.
Conclusions
The PhasED-Seq-based MRD assa y has s tr ong analyti c al and clinical perf ormanc e in B-cell dy scr asias.
Thr ough the developme n t of impr ov ed ct DNA detection met hods such as th a t pre sent ed he r e , patie n t
out comes ma y be impr ov ed th r ough th e det ec tion of r esid ual diseas e or ea rly r ela pse which ma y be
used t o guid e treatme n t decisio ns.
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Brief Summary
Her e we present th e analy tic al v alid a ti on of a non-in v asiv e minimal r esidual dise a se (MRD) assa y which
uses Phased V arian t Enrichment and Detection Seq uencing (PhasED-Seq) t o impr ov e the e rr or p r ofile
and sensitivity of cir culating tumor DN A (ctDNA) det ec tion. Th e assa y ’ s perf orman ce included a f alse
positiv e rat e of 0.24% and a backgr ound err o r r at e of 1.95E-08. The limit of de t ect ion a t 120 ng w as 0.7
parts in 1,000,000 (6.61E-07 PV AF) with pr ecision >96%. P ositive and nega tiv e ag reeme n t w e r e 90.62%
and 77.78%, r esp ectiv ely . This sug g ests t ha t the PhasED-Seq-based MRD assa y is accur at e and
r eproducible, thus appropri at e f or clinic a l use f or individuals with B-cell malignancies.
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Introduction
Cir cula ting tumo r DNA (ctDNA), tumor D NA shed into the bl oodstr e am, is a non-i n v asiv e
biomark er that c an b e used as a t ool t o d et ec t minimal r esidu al disease (MRD). Det ec tion of c ance r-
specific soma tic muta tions fr om ctDN A can pr ovide clinic ally relev ant inf orma tion t o predict t her ap eutic
r espons e, diseas e r ecu rr e nce, and sur viv al, and thus guide i nt er v e n ti on decisions (1-3). As the utility of
ctDNA detectio n has bec ome appreciate d, multiple in v e s tig ation al and c omme r ci ally-a v ailable methods
of det ecti on ha v e b een developed (4). H ow ev er , th e sensitivity of fir s t-genera ti on appr oaches is limi t ed
and impr ov ed metho ds ar e n eed ed to de t ec t r esidu al ctDNA when the tumo r burden is low and the
individual has a higher pr o bability of responding t o ther a peut ic int er v e n tio n.
Dif fuse lar g e B-cell lymphoma (DLBCL ) is the mos t c ommon type of non-Hodgkin l ymphoma
(NHL) in the Unit ed S tat es (5). Despit e a tt empts t o increase the e f fic acy of c on v e ntional fir st-line
immunochemotherapy ov er the p as t tw o dec ades , appr oximat ely 40% of DLBCL p a ti ents s till f ail to
r espond o r r el apse (6). Curr ent DLBCL r esponse cri t eri a r ely on function al r adiogr a phic indices such as
positr on emission t omograph y/ c ompute d t omogr aph y (PET /C T) sc ans, which ha v e limit ed s ensitivity and
specificity (7). Ther e is a clear need t o de v elop precision tools c apa ble of r apid an d accur at e
identific ation of patie n ts ha rboring resid ual c ancer bu r de n who ma y be a t high ris k of r elapse, such as
the de t ecti on of r esidu al tumor in the bl ood (i.e. ctDN A-MRD). W e ha v e develope d a ctDNA-MRD
pla tf orm base d on Phased V ariant Enrich men t and De t ect ion Sequ encing (PhasED -Seq) t o lev er a g e
phased v aria n ts (PV s) t o impr ov e the sen sitivity of ctDNA detection (8). PV s ar e multiple soma tic
mut ations in close pr oximity th a t c an be c oncurrently obser v ed on individual DNA molecules. PV s occur
in mos t c ance r types bu t are pr ev ale n t in s t e r eo typed regions in B-cell malignanci es (8), and ar e an
a ttr active tar g e t t o impr ov e molecul ar de t ec tion techniqu es giv en thei r intrinsic all y low err or pr ofile (9).
Her e we describ e the a nalyti c al v alid a tio n of a sensitiv e PhasED-Seq-based MRD assa y .
Materials and methods
MRD Assay Over view
The F or esig h t CLARITY MRD assa y (F or esi gh t Diagnos tics, I nc.) w as assessed. This assa y utiliz es a
tumor DNA sample (pre-tre a tme n t plasm a or tumor tissue), a non-c anc er ous o r normal DNA sample
[e. g., periph er al blo od mononucle ar cell (PMBC) gDNA], and an MRD monit oring s ample (plasma).
Extr ac t ed DN A fr om all samples is seque nced using a fixed hybrid captu re pan el (~150kb) tha t enriches
for genomic regions in are as tha t recur re ntly harbor PVs in B-cell lymphomas. F oll owing sequencing , PV s
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5
ar e id entified in the tumor and n on-c anc er ous DNA samples t o generat e a tumor- specific soma tic PV lis t.
Tumor-specific PVs ar e de fin ed as thos e t ha t a r e p r ese n t in the tumo r DNA sample and absen t in the
normal DNA sample . This tumor-specific PV lis t is then used t o ass ess f or MRD in the MRD monit o ring
sample using inf orma tiv e molecul es, or a n y cell-fr ee DNA (cfDNA) molecules spanning the loca ti on of a
tumor-specific PV tha t c ould ha rbor a PV (Figur e 1). Mut a n t mol ecules are inf ormativ e molecul es
c ont aining th e mutant allel e. MRD is de fi ned as the p r ese nce of tumor specific PV s (mut an t molecul es),
meeting a th r eshold b ased on th e lik elih ood of an incident al mu t ation ov e rlappin g with the tumor-
specific PV lis t.
Sample Prepar ati on
The analyti c al perf orma nce of the PhasE D-Seq-based MRD assa y w as assessed in the Clinic al
Labor at o ry Impr ov eme n t Amendme n ts (CLIA)-r egis t e r ed la bora tory at F o r esight Diagnos tics, Inc.,
f ollowing s t andar d op era ting pr oc edures. Samples included hea lth y donor sampl e s (self-r eported
c ancer-fr e e at time of c oll ectio n; N =169), clinic al DLBCL samples (N=76), and clinic al-c ontriv ed DLBCL
samples (N=2). Clinic al DLBCL samples w er e sampl es obt ain ed fr om individuals with an active diagnosis
of DLBC L. Clinic al-c on t riv ed DLBCL samples w ere pr ep ared by c ombining e x tr ac t e d cell-fr ee DNA (cfDNA)
fr om clinic al samples and he alth y donor samples; multipl e clinic al DLBCL and health y donor samples
w er e p ooled t o mak e clinical-c o n trived s amples. The clinic al-contriv e d samples wer e then dilu t e d t o a
t arg e t ed phas ed v aria n t all ele fr actio n (P V AF). PV AF is de fined as the ra tio of mole cules c ont aining a
tumor-specific PV per molecules spannin g the positions of ≥1 PV . Both clinical and clinic al-c ontriv e d
samples w ere r eq uir e d t o meet th e f ollowing crit eria f or study inclusion: minimu m input mass of 5 ng
and ≥85% Phr ed quali ty sc or e of 30 (Q30) fr om the Illumina sequenc er . S equencin g metrics ar e repor ted
within each s tu dy .
Both c omme r cially pr ocu r ed (Disc ov ery Lif e Sciences and Bi oIVT) and r esidual samples fr om
ac ademic resea r ch c ollab or ations w e r e u tiliz ed in th e analyti c al v alid a tio n s tudi es. Samples fr om
ac ademic c oll abora tio ns w ere c oll ected with appr opr iat e p atient c ons ent which allow ed f or r ese ar ch use
of r esidual samples and in s ti tutio nal r evi ew boar d (IRB) ov er sight. P ositiv e and n e g a tiv e contr ols w e r e
used along with each study sample bat ch . The positiv e c ontr ol w as a mi x of lymphoma cell lines rich in
PV s and the neg a tive c o n trol c onsist e d of libr aries prepa r ed with 50 µL nuclease-free w ater and carri ed
thr ough th e e n ti r e w orkflow .
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DNA Isola tion
cfDNA w as isola ted fr om plasma using th e QIAs ymphon y DSP Cir cula ting DNA Kit (Qiag en,
Hilden, G erman y; Cat alog N umber: 9375 56) on the automat ed Q IAs ymphon y s y s tem. Double-s tranded
(dsDNA) w as quan tified by fluor ometry u sing a Qubit Fluor ome t e r with th e Qubit dsDNA High Sensitivity
Assa y Kit (In vitr og en, W alth am, MA; C a ta log Number: Q32854). gDNA w as isol a te d fr om plasma-
deple t ed whole blo od (PDWB) or PBMCs using the c ommer ci al QIAs ymphon y DSP DNA Mini Kit (Qiag en,
Hilden, G erman y; Cat alog N umber: 9372 36) on the automat ed Q IAs ymphon y s y s tem and sheared using
sonic ation . DNA w as qua n tified using th e Qubit dsDNA Br o ad Range Assa y Kit (In vitr ogen, W al tham, MA;
Ca t al og Number : Q32853).
Library Prepar ati on a nd Next- Gener ati on Sequenci ng
Libr ary pr ep ar ation, h ybrid captu r e t arg e t enrichme n t , and sequ encing by s yn thesis w as
perf ormed acc o r ding t o F o r esight Diagnos tics, Inc., optimiz ed w orkflow s unde r s ta ndar d op er ating
pr ocedu r es. Five to 120 ng of cf DNA or gDNA w ere used t o c on s truc t seque ncing libr aries using KAP A
HyperPr ep Kits (R oche Sequ encing Soluti ons, Indian apolis, I N) on manual and au tomat ed cust om
w orkflow s. Libr ary DNA w as en riched usi ng a cus t om B-cell lymphoma pr ob e pan el (Int egr ated DNA
T echnologies, Inc.), pe rf ormed per the manuf actur e r ’ s instructio ns using both a manual and an
aut omat ed w o rkflow on the Br a v o Au t o ma ted Liquid Handling pl a tf orm. F ollowi ng enrichment, libr ar ies
w er e s equenc ed using sequencing by s yn thesis on th e Illumina Nov aSeq 6000 and / or Nov aSeq X Plus
ins trume n t (Illumin a, San Diego , CA).
Anal ysis of Sequenci ng Da t a a nd MRD Status Det er mina tio n
Sequence d at a w e r e an aly z ed using in-ho use dev elop ed algorithms and pip elines . Brie fly , r aw
sequencing dat a were demultipl ex ed t o F AST Q files f or each sample using BCL Con v ert softw a r e
(Illumina, San Diego , CA; V er sions 2.2.0 to 2.4.0). Low-quality sequencing reads a nd adapter read-
thr ough w e r e r emov ed using f as tp (v er si on 0.20.0). Sequ encing r e ads w ere th en aligned to the re f e r ence
g enome (G R Ch37) using BW A-MEM align er (v er sion 2.2 .1) t o cr e at e o ne alignme nt file per sample ,
f ollow ed by pr opriet a ry methods t o remov e polymer ase chain reacti on (PCR) and optic al duplicat es . The
r esulti ng sequence alignment file w as used f or the anal y sis of PV s. MRD s t a tus w a s det ermin ed by the
pr esenc e or absenc e of tumor-specific P V s, meeting a th r eshold bas ed on th e lik e lihood of an incident al
mut ation ov e rlapping with th e tumo r-specific PV lis t.
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Anal ytic al Specifici ty
The assa y specificity or limit of blank (Lo B) w as ev alua ted acc o r ding to CLSI guidance EP17-A2
(10). EP17 -A2 de fines the LoB as t he high es t v alue e xp ected to be obser v e d fr om a series of
measur em ents on a sample th at c ont ai ns no analyte (blank samples). Whole bl oo d fr om 60 c ancer-fr ee
donor s (blank samples) w as c ollec t ed in Str eck cfDNA blood collecti on tub es (BCT s; Str eck, Cat al og
Number : 230470), pr ocessed t o plasma, and cfDNA. DNA inpu t mass int o libr a ry pr epara t ion w as 120 ng.
T w o libr ary replicat es w e r e p r ep ar e d fr o m each donor and 120 libr a ries w e r e gen er at ed f or sequ encing.
Libr aries w e r e interr ogat ed by DLBCL tu mor-specific PV lis ts r esulting in a MRD p ositiv e or n eg a t iv e c all .
The f alse positiv e ra te (FPR) and backgr ound err o r r at e f or t he assa y w as c alcul a te d per donor and
ov er all.
Anal ytic al Sensitivi ty
T o det ermine the limit of de t ec tion (LoD) of the MRD assa y (95% det ection r ate pe r CLSI EP17-
A2), a limit ed dilu tion seri es of a DLBCL cl inic al-c o n trived sample w as p r epa r ed a t 6 t ar geted PV AF lev els
(7.00E-06, 3.50E-06, 1.75E-06, 8.75E-07, 4.38E-07, and 2.19E-07). Clinic al-c on t riv e d sample r epli c ates
w er e c r e at ed by c ombining cfDNA fr om 4 DLBCL pa tie n t samples a nd diluting th e mixtu r e int o
backgr ound cfDNA fr om health y dono r plasma. T en r epli c at es were test ed across 2 r eagent lots.
Corr ec t ed t arg e t ed PV AF lev els, based on the obser v ed PV AF s, w e r e used f or de t e ction r at e and
pr obit mod els. The de t ec tion r ate f or eac h lev el w as c alcul a ted by adding the number of MRD positiv e
c alls and dividing the numbe r by the t ota l number of r epli c at es t e s ted. The p r obit model w as used t o
c ompute th e number of mutant molecul es and PV AF c orr esp onding to a de t ecti o n r a te of 95% f or the
sample. Pr obit mod el fit w as acceptable by ev alua ting with a s tatis ti c al goodness of fit t est.
R eprod uci bilit y an d R epe atabili ty
Assa y pr ecision w as ev alu a ted with a clin ic al-c ontrived MRD positive sample th a t w as pr epa r ed
acr oss dif f erent tar g e ted PV AF lev els. A t 120 ng input mass, t arg e t ed PV AF lev els w er e 7 .00E-06, 3.50E-
06, and 1.75E-06 and a t 5 ng input mass t arg e t ed PV AF lev els w e r e 0.0001, 0.000 04, and 0.00002.
A v er age positive agr e ement (AP A) w as used t o c alcul a te th e assa y ’ s r ep eat abil ity a nd r eproducibility as
described in Y u et al , 2016. (11). Sample r eplicat es wer e p r ep ared acr oss 2 operator s, 2 r ea g e n t lo ts, and
3 time points.
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Accura cy
The accur acy of the PhasED-Seq-based MRD assa y w as det ermined by c ompari ng t he r esul ts to a
pr eviously es tablished single nucl eotid e v ariant (SNV)-based orthogonal meth od f or detection of ctDN A
using samples fr om individuals with DLBCL (12 ). Samples fr om a t otal of 19 individuals with DLB CL w er e
utiliz ed, including 19 pre-treatme n t plas ma samples, 19 normal samples, 31 time poin t-of-int e r e s t
plasma samples fr om timepoi n ts of int e res t duri ng tr e atment (Cy cle 2, Da y 1 or C y cle 3, Da y 1) or a t end-
of-ther apy (E O T). R esults fr om the S NV-based MRD assa y and PhasED-Seq-based MRD assa y w er e
c ompared. Disc ordant results bet w een t he tw o assa y s w e r e a djudic ated by c omparison with clinic al
out comes.
Results
Quality Co ntrol (QC) P ass Rat e
The assa y QC pass r a t e across all pr e-an al ytic, analytic , and post-analytic met rics during the
c onduct of this an alytical v alidation w as 99.0%.
Anal ytic al Specifici ty
The assa y specificity w as assessed using cfDNA fr om 60 c ancer-fr ee don or s (blank samples). All
sample r epli c ates passed QC metrics f or 120 libr aries f or ev aluation. S amples w e re sequence d t o an
a v er age median dep th of 21,321x and on -t ar g e t c ov e r ag e w as >91%. As blank samples do not ha ve
tumor-derived PV s, PV lis ts fr om 35 DLBC L pa tie n ts w e r e us ed to measure th e FPR and backgr ound er r or
r at e. The 35 PV lis ts c ov ered 65.5% of th e t o t al B-cell captu r e pan el spanning mul tiple chr omosomes.
E ach blank sample r epli c ate w as int er r ogat ed by 35 pa ti ent PV lis ts r esulting in 4,2 00 possible tumor
det ec tion c alls t o ev alu at e t he assa y FPR (T able 1). The ov er all assa y FPR w as 0.24%. The backgr ound
err o r r at e of th e PhasED-Seq-based MRD assa y w as 1.95E-08, or 1.95 mut ant mol ecules in 100 million
inf orma tiv e molecul es.
Anal ytic al Sensitivi ty
DLBCL clinic al-c on t riv ed sampl e r epli ca te s w er e p r epa r ed a t 6 t arg e t ed PV AF lev el s. All r epli c ates
passed quality c o n t r ol met rics. R eplicat es w er e seq uenced t o a n a v er a g e median d epth of 19,455x. The
PV lis t g ener at e d f or the clinic al-contriv e d sample had a total of 9,043 PV s. In a dilution seri es r anging
fr om 4.83E-06 t o 1.51E-07, PV AF w as linear with the dilu tion of mutant molecules (Supplement a ry
Figur e 1). Det ec tion r ates at each PV AF lev el ar e p r es ent ed in T ab le 2. Bas ed on probit modeling th e
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mut ant molecul es and PV AF c orrespondi ng t o a de t ecti on r at e of 95%, the LoD of the MRD assa y , is 3.11
mut ant molecul es and 6.61E-07 (Supplemen tary Figure 2), or 0.7 par ts in 1,000,0 00.
R eprod uci bilit y an d R epe atabili ty
T able 3 show s the assa y precision using clinic al-c o n trived samples, c overing 5 ng a nd 120 ng DNA
input mass and th e low t o high analy tic al measur eme n t rang e . All sample r eplicates acr oss operat or s,
r eagent lots, and time poi n ts (N =104) passed QC metrics. R eplicat es w e r e se quen ced t o an a ver age
median depth of 21,965x . Assa y r ep e a ta bility and r ep r oducibili ty w as >96% (T able 3).
Accura cy
Fifty samples w er e ev alu at ed f or c o nc o r d ance between th e PhasED-Seq-based MR D assa y and a
pr eviously es tablished S NV-based metho d f or MRD det ection (12). All samples pa ssed QC metrics.
Libr ary input mass f or plasma cfDNA samples f or MRD det ecti on r anged fr om 21.3 t o 80 ng and while
non-c ancerous, normal sampl es w ere prepared at 80 ng. Normal sampl es w e r e s equenced t o a n a v er a g e
median depth of 4012x an d cfDNA samples 5980x. The numbe r of phased v aria n ts f or each sample and
donor w as c alcul at ed a nd r anged fr om 1 t o 1,816 PV s.
Acc or ding t o th e c omparat o r SNV-based method, 18 samples w e r e called MRD ne g a tiv e an d 32
w er e c alled MRD positiv e (T able 4). MRD monit o ring samples th a t wer e c alled MR D positiv e by the
c ompar ator assa y had a r ange of tumor f r actions fr om 0.000022 to 0.1697. Using the PhasED-Seq-based
MRD assa y , 17 samples w er e c all ed MRD neg a tive and 33 samples MRD positive. T he MRD positiv e
samples as determined by the PhasED-Se q-based MRD assa y had a r ang e of PV AF s fr om 0.0000088 t o
0.2567.
P ositiv e per ce n t ag r eement (PP A) f or the MRD assa y w as 90.62% (95 % CI 74.98%, 98.02%) and
NP A w as 77.78% (95% CI 52.73, 93.59; T able 4) using the SNV-based method as re f er enc e. The r e w e r e 7
disc or da n t c alls between the two metho ds. In all th e c ases whe r e t he two assa y s w er e dis c or d ant (T able
5) the PhasED-Seq-based MRD assa y agr eed with th e clinic al ou t comes (PP A 100%, NP A 100%). In the
same c ases, the SNV-based c omparat or a ssa y had a low er c oncor da nce with clinical out comes (PP A 0%,
NP A 60%).
Discussion
Her e we describ e the a nalyti c al v alid a tio n of an MRD assa y tha t utilizes PhasED-S eq technology
t o ide n tify tumo r-specific PV s t o det ec t ctDNA in B-cell dy scr asias. The mai n ben e fit of using PV s f or MRD
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det ec tion is impr oving the signal- t o-nois e r a ti o in sequencing d a ta by r equiring t h e c onc o r da n t de t ec tion
of a t lea s t 2 separat e non- re f e r ence events in an individual DNA molecule . Lev er ag ing multiple somatic
mut ations within individual cfDNA fr agmen ts t o de t ec t ctDNA r educes the background error r ate, as
pr eviously described (9). The use of multiple v ariants on th e same DNA str and (i.e . PV s) pr ovides an
adv ant age at low ctDNA lev els in which t he specificity of SNV-based t echn ologies is r educed du e to the
inherent backgr ound er r or rat e of SNV s.
The analy ses prese n ted he r e d emons trate the an alytical perf ormanc e of this PhasED-Seq-based
MRD assa y . The high specificity of the MRD assa y w as demons tr at e d through anal y sis of samples fr om
individuals without cancer (N=60), with a FPR of 0.24% and a backgr ound err or rate of 1.95E-08, which is
~1000-f old low er than repor ted f or SNP-based technologies , ev en when u tilizing unique molecula r
identifier s (9). With this low backgr ound err o r r at e , the a nalyti c al sensit ivity of the PhasED-Seq-based
MRD assa y w as det ermine d t o b e 0.7 par t per 1 million (6.61E-07 PV AF). It is import a n t t o no te th a t th is
analytical sensitivity w as de t e rmined in t he c onte x t of a limit e d amount of DNA in put. T o achiev e this
sensitivity , an adequ at e pl asma sample p r oviding >1,000,000 inf orma tiv e mol ecules mus t be utilized;
there f ore, st ar ting fr om a lar ger amou n t of plasma or cfDNA is r ec ommend ed. If a n a v ailable sample
does not cont ain suf ficie n t cfDNA, the nu mber of inf orma tiv e molecul es will dict ate the level at which
ctDNA c an b e detected. Inde ed, ev en the LoD s tudy described here is af f ec t ed by t he number of
inf orma tiv e molecul es and DNA inpu t an d, with higher amou n ts of DNA inpu t, an impr ov ed LoD w ould
be e xp ected.
T ak en t o g eth er , th e assa y ’ s high sensitivit y and specificity sug g es ts a r eliabl e assa y t o de t ec t low
PV AF s without the accumul a tion of f alse- positiv e signal. A t the inc r eas ed sensitivit y lev el, the assa y ’ s
r eproducibility and repe at abili ty r at e w as >96% and pr ov ed t o be r o bus t t o op er ator , r ea g e n t lo t, and
timepoi n t v aria bility . Comparison of t his PhasED-Seq-based MRD assa y ag ains t an orthogonal S NV-based
appr oach f or de t ecti ng ctDNA-MRD demons trat ed a high ov er all c onc o r danc e. Th e disc or d ant c alls w e r e
adjudic at e d ag ains t p a ti ent clinic al ou t co me dat a and f or all disc o r da n t cases, th e PhasED-Seq-based
MRD assa y c orr el at ed with clini c al ou t c o me.
Collectiv ely , the d at a prese n ted he r e sug g es ts that th e PhasED-Seq-based MRD assa y is accur a t e
and r ep r oducible , making it appr op riate f or use in the clini c al setting f or individual s with B-cell
malignancies. Thr ough t he dev el opment of impr ov ed ctDNA de t ecti on methods s uch as that pr es ent e d
her e , patie n t ou t comes ma y be impr ov e d thr ough th e de t ecti on of r esidual dis ea se or early relapse
which ma y be used t o guide t r e a tme n t d ecisions.
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1 1
Tables and Figures
Figure 1. Depiction of Informative Molecules.
‘Inf orma tiv e Molecul es’ are cfD NA molec ules spanning the lo c ation of a tumo r-specific PV . An y cfD NA
molecules th a t could harb or a P V fr om the pa t ient ’ s P V lis t ar e c onsid er e d Inf ormative Mol ecules.
‘Mutant Molecul es’ are Inf ormative Mol e cules which harbor th e tumor-sp ecific mut a n t all ele of one o r
mor e P V s in the patie n t ’ s P V Lis t. In this ex ample th e P V chr14:120T>C , chr14:130G>T spans 4
inf orma tive molecul es and 2 mut a n t mol ecules.
1
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12
T able 1. Overall B ack ground E rror R a t e
Donor #
replicates
# PV Lists
Interrogated
Mutant
Molecules
Informative
Molecules
Backgroun d
Error Rate
(fraction)
Total MRD
Positive
Calls
Total
Expected
MRD
Negative
Calls
False
Positive
Rate (%)
1 2 35 5 98,7 93 ,02 4 5.06E- 08 0 70 0
2 2 35 1 77,7 67 ,44 0 1.29E- 08 1 70 1.43
3 2 35 1 98,6 27 ,95 5 1.01E- 08 0 70 0
4 2 35 1 86,9 19 ,49 2 1.15E- 08 0 70 0
5 2 35 1 107, 26 6,7 08 9.32E- 09 0 70 0
6 2 35 2 100, 64 5,4 24 1.99E- 08 0 70 0
7 2 35 1 96,8 17 ,24 4 1.03E- 08 0 70 0
8 2 35 3 78,6 52 ,04 8 3.81E- 08 0 70 0
9 2 35 0 106, 24 3,1 84 0 0 70 0
10 2 35 2 117, 73 2,3 13 1.70E- 08 0 70 0
11 2 35 0 118, 47 4,9 36 0 0 70 0
12 2 35 1 103, 08 8,4 19 9.70E- 09 0 70 0
13 2 35 1 118, 45 0,1 45 8.44E- 09 0 70 0
14 2 35 1 95,0 51 ,10 6 1.05E- 08 0 70 0
15 2 35 5 114, 20 3,0 30 4.38E- 08 0 70 0
16 2 35 1 108, 91 8,2 82 9.18E- 09 0 70 0
17 2 35 2 92,9 32 ,85 8 2.15E- 08 0 70 0
18 2 35 2 101, 44 7,7 40 1.97E- 08 0 70 0
19 2 35 4 113, 34 5,5 78 3.53E- 08 0 70 0
20 2 35 1 100, 44 9,0 94 9.96E- 09 0 70 0
21 2 35 0 106, 47 3,1 94 0 0 70 0
22 2 35 1 111, 12 9,4 28 9.00E- 09 0 70 0
23 2 35 6 94,9 54 ,18 7 6.32E- 08 1 70 1.43
24 2 35 0 114, 46 1,5 52 0 0 70 0
25 2 35 4 95,1 07 ,44 4 4.21E- 08 0 70 0
26 2 35 3 106, 48 9,0 01 2.82E- 08 0 70 0
27 2 35 0 92,4 76 ,51 8 0 0 70 0
28 2 35 0 100, 07 4,7 91 0 0 70 0
29 2 35 0 101, 02 7,5 78 0 0 70 0
30 2 35 1 97,2 01 ,85 0 1.03E- 08 0 70 0
31 2 35 2 90,7 65 ,90 6 2.20E- 08 0 70 0
32 2 35 2 100, 14 8,1 87 2.00E- 08 1 70 1.43
33 2 35 4 96,1 88 ,44 0 4.16E- 08 0 70 0
34 2 35 0 97,4 27 ,93 9 0 0 70 0
35 2 35 6 103, 36 2,5 18 5.80E- 08 1 70 1.43
36 2 35 3 85,6 63 ,95 8 3.50E- 08 0 70 0
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13
Donor #
replicates
# PV Lists
Interrogated
Mutant
Molecules
Informative
Molecules
Backgroun d
Error Rate
(fraction)
Total MRD
Positive
Calls
Total
Expected
MRD
Negative
Calls
False
Positive
Rate (%)
37 2 35 2 80,5 66 ,38 8 2.48E- 08 1 70 1.43
38 2 35 2 105, 45 0,4 56 1.90E- 08 0 70 0
39 2 35 1 91,2 65 ,49 5 1.10E- 08 0 70 0
40 2 35 4 82,9 89 ,86 8 4.82E- 08 0 70 0
41 2 35 2 76,5 68 ,24 4 2.61E- 08 0 70 0
42 2 35 1 103, 16 0,2 23 9.69E- 09 0 70 0
43 2 35 0 108, 66 8,9 63 0 0 70 0
44 2 35 2 90,1 03 ,24 3 2.22E- 08 0 70 0
45 2 35 3 95,6 41 ,81 4 3.14E- 08 0 70 0
46 2 35 2 101, 76 2,5 22 1.97E- 08 1 70 1.43
47 2 35 4 115, 43 4,6 70 3.47E- 08 0 70 0
48 2 35 3 101, 58 0,7 13 2.95E- 08 0 70 0
49 2 35 2 93,7 69 ,94 4 2.13E- 08 0 70 0
50 2 35 2 112, 61 3,4 43 1.78E- 08 1 70 1.43
51 2 35 0 86,9 35 ,98 1 0 0 70 0
52 2 35 4 102, 15 4,2 85 3.92E- 08 0 70 0
53 2 35 1 63,8 90 ,65 6 1.57E- 08 0 70 0
54 2 35 2 76,8 00 ,23 9 2.60E- 08 1 70 1.43
55 2 35 2 78,9 98 ,78 8 2.53E- 08 1 70 1.43
56 2 35 2 83,3 56 ,34 3 2.40E- 08 0 70 0
57 2 35 3 91,4 87 ,65 3 3.28E- 08 0 70 0
58 2 35 0 90,2 76 ,66 3 0 0 70 0
59 2 35 2 111, 06 5,7 06 1.80E- 08 0 70 0
60 2 35 2 121, 23 2,6 06 1.65E- 08 1 70 1.43
Overall 120 35 115 5,89 4, 553 ,41 7 1.95 E-0 8 10 4200 0.24
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14
T able 2. An aly tical Sensi tivit y
Corrected PVAF Level n N Detection Rate
(%)
4.83E- 06 10 10 100
2.42E- 06 10 10 100
1.21E- 06 10 10 100
6.04E- 07 9 10 90
3.02E- 07 5 10 50
1.51E- 07 2 10 20
0 0 4 0
LoD95 PVAF - Probit 6.61E- 07
PV AF , phased v ariant a llele fr act ion ; N , tot al r ep lic at es at le vel; n, MRD p ositive r esults; Mu ltip le l ots wer e used to ev aluat e the
det ection r at es at each t ar get PV AF level.
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15
T able 3. DLBCL MRD Assay Precision R esults
Input Mass (ng) Numerator (f rom
APA equation)
Denominator (f rom
APA equation) APA (%) 95% Lower and
Upper CI
Reprod ucib il ity
5
419 432.5 96.88 94.77, 98.3
Repeatability 60 62 96.77 79.19, 99.2 3
Reprod ucib il ity
120
149 149 100 97.55, 10 0
Repeatability 60 62 96.77 79.19, 99.2 3
ng, nanograms; CI, confidence interval; APA, average positive agreement; Analyses were performed utilizing different
lots, operators, and timepoints to generate maximum variability.
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T able 4. A c c urac y Betwee n-T es t Con c or da nce
Comparator MRD Result
NEGATIVE
(n)
POSITIVE (n) TOTAL (N)
PhasED-Seq-
based MRD
Result
NEGATIVE
(n)
14 3 17
POSITIVE (n) 4 29 33
TOTAL (N) 18 32 50
NPA 77.78% (95% CI 52.73%, 93.59%)
PPA 90.62% (95% CI 74.98%, 98.02%)
OPA 86.00% (95% CI 73.26%, 94.18%)
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17
Table 5. Discordant Calls
Donor
Monitoring
Timepoint
PhasED-Seq-
based MRD
Result
Clinical
Outcome MRD Call Discordance Explanation
P1001 Baseline NEGATIVE POSITIVE Disease
Free
Patient cured ; MRD assay result matches clin ical o utcome. MRD assay result at EOT was
MRD NEGATIVE.
P1001 Cycle2Day1 NEGATIVE POSITIVE Disease
Free
Patient cured ; MRD assay result matches clin ical o utcome. MRD assay result at EOT was
MRD NEGATIVE.
P1002 Cycle2Day1 POSITIVE NEGATIVE Disease
Free
Bloo d co llect ion was dur ing treatment. Disease w as still detected at Cycle2Day1, based
on MRD assay result. Patient had add iti onal cycles of the rapy that l ikely cleare d thei r
disease. MRD as say result at Cycle3Day1 was MR D NEGATIVE wh ich matches c li nica l
outcome.
P1003 Cycle2Day1 POSITIVE NEGATIVE Disease
Free
Bloo d co llect ion was dur ing treatment. Disease w as still detected at Cycle2Day1, based
on MRD assay result. Patient had add iti onal cycles of the rapy that l ikely cleare d thei r
disease. MRD as say result at EOT was MRD NEGA TIVE match ing the cl in ical outcome.
P1004
End O f
Therapy
NEGATIVE POSITIVE Disease
Free Patient cured w ith >5 years fol low u p; MRD assay result at EO T matches cl ini cal outcome.
P1005 Cycle3Day1 POSITIVE NEGATIVE Disease
Free
Bloo d co llect ion was dur ing treatment. Disease w as still detected at Cycle3Day1, based
on MRD assay result. Patient had add iti onal cycles of the rapy that l ikely cleare d thei r
disease. MRD as say result at EOT was MRD NEGA TIVE wh ich matches c lin ical outc ome.
P1006 Cycle3Day1 POSITIVE NEGATIVE Disease
Relapse
Patient still has disease based on MRD assay resul t. MRD assa y result at EOT was MRD
POSITIVE which matches cl inica l
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