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INTRODUCTION
LC/MS peptide mapping data is commonly used for assessing biosimilarity of biotherapeutics. The comparison based on identified components is a time-consuming process and requires a detailed examination of the data. Often, the biosimilarity conclusions are made based only on the identified components, and any unknown
modifications, sequence variants or impurities that are not documented are seldom considered in the assessment. This can result in erroneous conclusions. However, components (features) in the samples, known and unknown, are all recorded at the ion level but the volumes of data generated are large, and the complexity is high. This work presents an integrated workflow to assess the biosimilarity between an innovator Etanercept and two biosimilar drugs at the ion level based on LC/MSE peptide mapping data.
COMPREHENSIVE ASSESSMENT OF THE BIOSIMILARITY OF PROTEIN BIOTHERAPEUTICS BASED ON ION SIGNAL STATISTICS
IN LC/MS PEPTIDE MAPPING DATA
Stephane Houel1; Mark Bennett2; Ying Qing Yu1; Weibin Chen1 1Waters Corp., Milford, MA 01757, USA; 2Nonlinear dynamics, Newcastle, UK
METHODS
Sample preparation:
Etanercept (innovator and biosimilars) samples were first
denatured in urea and Tris-HCl buffer followed by reduction and alkylation with DTT and IAM respectively. PNGase F was used to
deglycosylate N-glycans while neuraminidase (2-3,-6,-8,-9) was used to desialylate O-glycans. Enzymatic reactions were
incubated at 37oC for 5 hours. Trypsinization was performed at 37 oC overnight. Each sample was prepared in duplicate.
Data acquisition:
Each sample was injected three times. LC: Waters ACQUTIY UPLC I-Class
Column: Acquity UPLC PST 2.1x150mm BEH C18 300Å, 1.7 µm MS: Waters SynaptTM G2-Si HDMS
Instrument Waters SynaptTM G2-Si HDMS Mode: ESI positive mode
Capillary Voltage: 3.0 kV
Cone Voltage: 10 V Source Temperature: 100 °C
Desolvation Temperature: 350 °C
Data Processing: Progenesis QI Only features with charge states between 2 and 13 were
considered in the analysis.
Figure 1. Data were collected using a Synapt G2-Si HDMS system
CONCLUSION
The results show there is a higher degree of similarity between Biosimilar 1 and Innovator (with more
common features and comparable intensities) than that for Biosimilar 2 and Innovator.
In comparison with Biosimilar 1, Biosimilar 2 displays more and higher intensity unique features, suggesting
there is major differences between Biosimilar 2 and Innovator.
Both Biosimilar 1 and Biosimilar 2 show different distributions in common O-glycopeptides (with O-Core 1)
than Innovator.
Feature detection and quantification with Progenesis QI can be used to assess biosimilarity.
RESULTS
Dig
est
A
Dig
est
B
Figure 2. Venn diagram comparing features between Innovator and Biosimilar 1 (left panel) and Innovator and Biosimilar 2 (right panel) for digest A and B.
Figure 4. Relative frequency and cumulative relative frequency for the fold change between Inno-vator and Biosimilar 1 (a, c) and the Innovator and Biosimilar 2 (b, d).
0
250
500
750
1000
1.E+01 1.E+02 1.E+03 1.E+04 1.E+05 1.E+06
Fre
qu
en
cy (
cou
nts
)
Normalized Abundance
Innovator
Biosimilar 1
0
250
500
750
1000
1.E+01 1.E+02 1.E+03 1.E+04 1.E+05 1.E+06
Fre
qu
en
cy (
cou
nts
)
Normalized Abundance
Innovator
Biosimilar 2
Figure 3. Frequency of feature intensity in log10 for Innovator and Biosimilar 1 (left panel) and Innovator and Biosimilar 2 (right panel). Solid Lines: Digest A - Dotted Line: Digest B
Innovator vs. Biosimilar 1 Innovator vs. Biosimilar 2
Dig
est
A
Dig
est
B
Dig
est
A
Dig
est
B
0
10
20
30
40
50
60
70
80
0
1
2
3
4
5
6
7
8
9
10
1.E+01 1.E+02 1.E+03 1.E+04 1.E+05 1.E+06
Fre
qu
en
cy f
or
Bio
sim
ilar
2
(co
un
ts)
Fre
qu
en
cy f
or
Inn
ova
tor
and
B
iosi
mila
r 1
(co
un
ts)
Normalized Abundance
Innovator
Biosimilar 1
Biosimilar 2
Figure 5. Venn diagram comparing features between the Innovator, Biosimilar 1 and Biosimilar 2 for digests A and B.
Figure 6. Frequency of feature intensity in log10 for features unique to the Innovator, Biosimilar 1 and Biosimilar 2 for digests A and B.
Innovator vs. Biosimilars 1 and 2
Figure 8. Principal component analysis of features corresponding to O-core1 glycopeptides (previously identified) for digest A (a) and digest B (b).
Core1-glycopeptides: Innovator vs. Biosimilars 1and 2
Figure 7. MS/MS of one unique feature of Biosimilar 2
Figure 9. Ratio of feature average intensities between Innovator and Biosimilar 1 (a) and between Innovator and Biosimi-lar 2 (b) for previously identified O-core1-glycopeptides.
Figure 10. Expression profile for tryptic peptides T14 containing 1 O-core1 (a) and T15 containing 6 O-core1 modifications.
a) Digest A b) Digest B
0
5
10
15
20
25
30
1.1 1.2 1.3 1.4 1.5 1.6 1.7 1.8 1.9 2 2.1 2.2 2.3 2.4 2.5
Rel
ativ
e Fr
equ
ency
(%
)
Fold Change
Digest A
Digest B
a)
0
5
10
15
20
25
30
1.1 1.2 1.3 1.4 1.5 1.6 1.7 1.8 1.9 2 2.1 2.2 2.3 2.4 2.5
Rel
ativ
e Fr
equ
ency
(%
)
Fold Change
Digest A
Digest B
b)
0
20
40
60
80
100
1.1
1.2 1.3
1.4
1.5
1.6
1.7
1.8
1.9 2
2.1
2.2
2.3
2.4
2.5
>2.5
Cu
mu
lati
ve R
elat
ive
Fre
qu
en
cy (
%)
Fold Change
Digest A
Digest B
c)
0
20
40
60
80
100
1.1
1.2 1.3
1.4
1.5
1.6
1.7
1.8
1.9 2
2.1
2.2
2.3
2.4
2.5
>2.5
Cu
mu
lati
ve R
elat
ive
Fre
qu
en
cy (
%)
Fold Change
Digest A
Digest B
d)
Innovator BIO 1 BIO 2
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
5
5.5
T01
_0-O
Co
re1
T01
_1-O
Co
re1
T14
_3-O
Co
re1
T14
_2-O
Co
re1
T14
_1-O
Co
re1
T14
_1-O
Co
re1
T15
_7-O
Co
re1
T15
_6-O
Co
re1
T15
_6-O
Co
re1
T15
_5-O
Co
re1
T15
_2-O
Co
re1
T17
_1-O
Co
re1
T17
_0-O
Co
re1
Rat
io (I
nn
ova
tor
/ B
iosi
mila
r 1)
digest A
digest B
a)
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
5
5.5
T01
_0-O
Co
re1
T01
_1-O
Co
re1
T14
_3-O
Co
re1
T14
_2-O
Co
re1
T14
_1-O
Co
re1
T14
_1-O
Co
re1
T15
_7-O
Co
re1
T15
_6-O
Co
re1
T15
_6-O
Co
re1
T15
_5-O
Co
re1
T15
_2-O
Co
re1
T17
_1-O
Co
re1
T17
_0-O
Co
re1
Rat
io (I
nn
ova
tor
/ B
iosi
mila
r 2)
digest A
digest B
b)
0
10
20
30
40
50
60
70
80
0
1
2
3
4
5
6
7
8
9
10
1.E+01 1.E+02 1.E+03 1.E+04 1.E+05 1.E+06
Fre
qu
en
cy f
or
Bio
sim
ilar
2
(co
un
ts)
Fre
qu
en
cy f
or
Inn
ova
tor
and
B
iosi
mila
r 1
(co
un
ts)
Normalized Abundance
Innovator
Biosimilar 1
Biosimilar 2
Replicate 1
Replicate 2
Replicate 3
a)
A B
C
D
A
B
C D
A B
C
D
A B
C
D
A
B
C
D
b)
A
B
C
D