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LC-MS in Drug Discovery Timothy V. Olah, Ph.D. Director, Bioanalytical Research Pharmaceutical Research Institute Bristol-Myers Squibb Company [email protected] University of Connecticut 17 February 2005

LC-MS in Drug Discovery - University of Connecticut

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Page 1: LC-MS in Drug Discovery - University of Connecticut

LC-MS in Drug Discovery

Timothy V. Olah, Ph.D.

Director, Bioanalytical ResearchPharmaceutical Research Institute

Bristol-Myers Squibb Company

[email protected]

University of Connecticut17 February 2005

Page 2: LC-MS in Drug Discovery - University of Connecticut

What is LC-MS?(LC) Liquid Chromatography:

Chromatography is a separations method that relies on differences in partitioning behavior between a flowing mobile phase and a stationary phase to separate the the components in a mixture.

A column holds the stationary phase and the mobile phase carries the sample through it.

Sample components that partition strongly into the stationary phase spend a greater amount of time in the column and are separated from components that stay predominantly in the mobile phase and pass through the column faster.

(www.chem.vt.edu/chem-ed/ac-meths.html)

Page 3: LC-MS in Drug Discovery - University of Connecticut

HPLC Analysis

0

meaningful data

4 min.

Gradient

Elution

Recondition

Page 4: LC-MS in Drug Discovery - University of Connecticut

What is LC-MS?(MS) Mass Spectrometry:Mass spectrometers use the difference in mass-to-charge ratio (m/z) of ionized compounds to separate them from each other. Compounds have distinctive fragmentation patterns that provide structural information to specifically detect compounds.

(www.chem.vt.edu/chem-ed/ac-meths.html)

Page 5: LC-MS in Drug Discovery - University of Connecticut

Types of Mass Spectrometers• LC-MS (single quadrupole)• LC-MS/MS (triple quadrupoles)• LC-Q (ion traps, linear ion traps)• LC-Q-TRAPS (quadrupole linear ion traps)• LC-TOF-MS (time-of-flight)• MALDI-TOF-MS• Q-TOF-MS (quadrupole time-of-flight)• FT-MS (Fourier Transform)• Others

Page 6: LC-MS in Drug Discovery - University of Connecticut
Page 7: LC-MS in Drug Discovery - University of Connecticut

Stages of Drug Discovery and Development

Compound

Discovery - Nomination PreClinical - Clinical

GLPFactors for Consideration• Bioanalytical Method Requirements• Application of Technologies• Risk Assessment

Page 8: LC-MS in Drug Discovery - University of Connecticut

Drug Discovery Programs at BMS

Wallingford, CT: Virology: HIV (AIDS), Hepatitis C, CNS: Anxiety, Depression, Alzheimer’s, MigraineLawrenceville, NJ:Oncology: CancerImmunology: Rheumatoid Arthritis, AsthmaHopewell, NJ:Cardiovascular: Thrombosis, Atherosclerosis Metabolic Diseases: Diabetes, Obesity

Page 9: LC-MS in Drug Discovery - University of Connecticut

Bioanalytical Research Staffing

• Personnel: 24 scientists• Location: WFD (6), LVL (12), HPW (6) • Mass Spectrometers : 24 MS/MS• Full Phase Programs: 31• Early Phase Programs: 27 • Research Initiatives• Samples 1-4Q 2003: ~80,000• Samples 1-4Q 2004: ~135,000

Page 10: LC-MS in Drug Discovery - University of Connecticut

The Gilbert Bioanalytical Chronicles

“The challenges of bioanalysis stem from the need to accurately and reproducibly measure part per million

to part per trillion quantities of analyte in complex biological matrices, full of potentially interfering

endogenous or drug-related substances.”

John Gilbert et al., “High Performance Liquid Chromatography with Atmospheric Pressure Ionization Tandem Mass Spectrometry as a Tool in Quantitative Bioanalytical Chemistry,” in

Biochemical and Biotechnological Applications of Electrospray Ionization Mass Spectrometry, American Chemical Society (1995)

Page 11: LC-MS in Drug Discovery - University of Connecticut

Relative Amounts

1.0 gram

0.001 gram (milligram)

0.000001 gram (microgram)

0.000000001 gram (nanogram)

0.000000000001 gram (picogram)

Page 12: LC-MS in Drug Discovery - University of Connecticut

Outline

• Strategies and Work Flow Processes

• Drug Discovery Process• Development and Implementation of

Multiple Component LC-MS-based Bioanalytical Methods

• Examples, Questions, Comments

Page 13: LC-MS in Drug Discovery - University of Connecticut

Keys to Developing Successful Screening Strategies

the TIME required to generate data

TIME

DATA RESULTS

the type of RESULTS that are

requested in the screen

the quality of DATA required to

generate meaningful results

Page 14: LC-MS in Drug Discovery - University of Connecticut

Drug Discovery Process

ADME Characteristics

Reporting

Sample Analysis

Information Management

High Throughput Screening

Automation

B

C

D

F

G

HPhysical Properties

ExperimentalDesign

Bioassays: Potency / Selectivity

New Chemical Entities from Medicinal Chemistry

A

Data Interpretation

E In Vitro and / orIn Vivo

Experiments

Page 15: LC-MS in Drug Discovery - University of Connecticut

Drug Discovery Process

ADME Characteristics

Reporting

Sample Analysis

Information Management

High Throughput Screening

Automation

B

C

D

F

G

HPhysical Properties

ExperimentalDesign

Bioassays: Potency / Selectivity

New Chemical Entities from Medicinal Chemistry

A

Data Interpretation

E In Vitro and / orIn Vivo

Experiments

Page 16: LC-MS in Drug Discovery - University of Connecticut

Relationship of Drug Metabolism with Medicinal Chemistry in Early Drug Discovery

• Add information to compliment HTS data• Assist in the selection of compounds based upon

their ADME characteristics for further evaluation• Provide direction to medicinal chemists for the

design of their next compound in a series• Identify trends in the architecture of a class of

compounds that correlates with a response in an ADME assay (e.g. Potency with P450 inhibition)

Page 17: LC-MS in Drug Discovery - University of Connecticut

“Absorption, Distribution, Metabolism, Excretion”

Stomach

Portal Vein

Intestine

Duodenum(Absorption)

(Distribution) (Metabolism)

LiverSystemicCirculation

(Excretion)

Kidney

Page 18: LC-MS in Drug Discovery - University of Connecticut

Desirable ADME Characteristics

Absorption- good solubility and permeabilityDistribution- good exposure at the target, minimal elsewhere- acceptable protein binding: estimate “free concentration”Metabolism- minimal first pass effect- metabolism by two or more CYP (not 2D6) to few metabolites- minimal potential to inhibit or to induceExcretion- balance between metabolism and excretion of parent drug

Page 19: LC-MS in Drug Discovery - University of Connecticut

Experiments to Assess ADME CharacteristicsAbsorption- Caco-2 cells, PAMPA, PgP-transport- in vivo PK profiling

• Distribution- in vitro protein binding, in vivo tissue distribution studies

• Metabolism- Metabolic stability in microsomes, S9 fractions, hepatocytes- P450 Inhibition: microsomes and/or rCYPs, co-administration- P450 Induction: Gene Chips, PXR, multiple dosing studies- Metabolite characterization

• Excretion- Quantitation of drugs and metabolites in biological fluids

Page 20: LC-MS in Drug Discovery - University of Connecticut

Bioanalytical Research’s Goal

To generate accurate and precise data in the quantitative analysis of drug discovery candidates in samples from in vivo and in vitro studies that support their biological characterization and optimization as potential development candidates.

Page 21: LC-MS in Drug Discovery - University of Connecticut

BAR Responsibilities

• Rapidly develop and implement multiple component bioanalytical methods using LC-MS/MS-based detection.– Analyte and Internal Standard

– Analyte(s) and Internal Standard(s) • Co-Administration Studies, Pro-Drugs

– Parent Compound, Metabolite(s), IS

– Parent Compound, Distinct Equilibrium Forms

Page 22: LC-MS in Drug Discovery - University of Connecticut

BAR Responsibilities

• Analyze samples from in vivo studies:

– Early Exposure (Biology), Coarse PK, Full PK, PK/PD, Tissue Distribution, “Bioequivalence”, TK (CV Telemetry, Pre-ECN, ECN) …

– Co-Administration: Screening (N-in-one), P450 Inhibition, Marker Compounds, Stable Label…

– All routes of administration (IV, PO, IP, SQ, IN…)

– All types of formulations by Pharmaceutics.

Page 23: LC-MS in Drug Discovery - University of Connecticut

BAR Responsibilities

• Analyze samples from in vitro studies:

– serum protein binding, tissue binding, serum/plasma/chemical stability…

– intrinsic clearance, P450 inhibition, pgP, PAMPA, Caco-2…

– biological assays, heart/liver perfusion…

Page 24: LC-MS in Drug Discovery - University of Connecticut

BAR Responsibilities

• Analyze samples in all types of species and biological matrices:

– mice, rats, marmoset, guinea pig, rabbit, dogs, monkeys, chimp, human…

– blood, plasma, serum, urine, bile, CSF, SV, brain, lung, heart, liver, GI tract, kidney, muscle, tumor, adipose tissue…

– microsomes, hepatocytes, S9 fractions, rCYP, incubation systems, mixed matrices, buffers, dosing solutions…

Page 25: LC-MS in Drug Discovery - University of Connecticut

Bioanalytical Work Flow

Method Development

Preparation of Analytical

Standards & QCs

Sample Preparation

Reporting

Data Processing

Information Management

LC-MS/MS

Standard Operating Guidelines

B

C

D

F

G

H

ProgrammingAutomation

Sample Receipt/TrackingA

Notebooks and Ancillary Data

ESample Analysis

Page 26: LC-MS in Drug Discovery - University of Connecticut

Uses of Mass Spectrometry in Drug Discovery

• Qualitative AnalysisElucidation of the structural characteristics of various substances in different matrices:

What is in the sample?

• Quantitative AnalysisDetermination of the concentration of various substances in different matrices:

How much is in the sample?

Page 27: LC-MS in Drug Discovery - University of Connecticut

ONH

SOO

NH2OH

O

N

O NH2

O

N

N

N

S

N

O

O

OO

N

DiltiazemC22H26N2O4S

MW = 414.2 Da.

BumetanideC17H20N2O5S

MW = 364.1 Da.

CarbamazepineC15H12N2O

MW = 236.1 Da.

PyrilamineC17H23N3O

MW = 285.2 Da.

NH

ON

O

O

OO

OO

OO

ReserpineC33H40N2O9

MW = 608.3 Da.

N

N

O

O

NNO

O

Cl Cl

Ketoconazole (ISTD)C26H28N4O4Cl2

MW = 530.1 Da.

Page 28: LC-MS in Drug Discovery - University of Connecticut

Types of MS Detection Methods

• Full Scan Spectra• Selected Ion Monitoring• Product Ion Spectra• Neutral Loss Scans• Selected Reaction Monitoring• Accurate Mass Measurements• Others

Page 29: LC-MS in Drug Discovery - University of Connecticut
Page 30: LC-MS in Drug Discovery - University of Connecticut

SulfasalazineC18 H14 N4 O5 SMW 398.40

N NH

S N NO O

OH

C OHO

Page 31: LC-MS in Drug Discovery - University of Connecticut

+Q1: 5 MCA scans from sulfasalazine_FinalQ1_Pos.wiff Max. 7.4e6 cps.

396.5 397.0 397.5 398.0 398.5 399.0 399.5 400.0 400.5 401.0 401.5m/z, amu

0.0

5.0e5

1.0e6

1.5e6

2.0e6

2.5e6

3.0e6

3.5e6

4.0e6

4.5e6

5.0e6

5.5e6

6.0e6

6.5e6

7.0e6

7.4e6

Intensity, cps

399.0

400.0

400.9 401.1

Full Scan Spectrum

Page 32: LC-MS in Drug Discovery - University of Connecticut

+Product (399.0): Experiment 3, 0.345 to 1.047 min from 049-IS Sulfasalazine MSMS.wiff Max. 9.3e5 cps.

60 80 100 120 140 160 180 200 220 240 260 280 300 320 340 360 380 400m/z, amu

0.0

5.0e4

1.0e5

1.5e5

2.0e5

2.5e5

3.0e5

3.5e5

4.0e5

4.5e5

5.0e5

5.5e5

6.0e5

6.5e5

7.0e5

7.5e5

8.0e5

8.5e5

9.0e5

Inte

nsity

, cps

223.2

119.0

213.1

94.0 147.1239.0

165.3

137.1 381.1240.8316.9

287.2157.1 169.0 185.391.0 257.0224.3 333.2111.1 121.1

N NH

S N NO O

OH

C OHO

m/z 137m/z 165

m/z 94

m/z 119

m/z 223

Product Ion Spectrum

Page 33: LC-MS in Drug Discovery - University of Connecticut

Multiple Reaction Monitoring

+

+ ES Ionization

+

++

++

+++ +

+

+

++

Collisiongas

11.5 12 12.5 13 13.5 14 14.5

MRM Transitionm/z – m/z

Q1 – Fixedprecursor m/z

(m/z 399)

Q3 – Fixedproduct m/z(m/z 223)

Q2 – Collisionchamber

Ar

Ar+

+

+

Page 34: LC-MS in Drug Discovery - University of Connecticut

Multiple Reaction Monitoring

+

+ ES Ionization

+

++

++

+++ +

+

+

++

Collisiongas

11.5 12 12.5 13 13.5 14 14.5

MRM Transitionm/z 339 – m/z 223

Q1 – Fixedprecursor m/z

(m/z 399)

Q3 – Fixedproduct m/z(m/z 223)

Q2 – Collisionchamber

Ar

Ar+

+

+

Page 35: LC-MS in Drug Discovery - University of Connecticut

XIC of +MRM (1 pair): 399.1/223.0 amu from Sample 35 (z020923a035) of Linearity_ISTD.wiff, Sm... Max. 2.5e4 cps.

0.85 0.90 0.95 1.00 1.05 1.10 1.15 1.20 1.25 1.30 1.35 1.40 1.45 1.50 1.55 1.60 1.65 1.70 1.750.0

2000.0

4000.0

6000.0

8000.0

1.0e4

1.2e4

1.4e4

1.6e4

1.8e4

2.0e4

2.2e4

2.4e4

2.6e42.7e4

1.22

I nt e

nsit y

( cps

)

Time (min)

Multiple Reaction Monitoring:specific precursor / product ion pair399 m/z -> 223 m/z

Page 36: LC-MS in Drug Discovery - University of Connecticut

Plasma Extract MRM: m/z 603-> m/z 483Plasma Extract SIM: m/z 603

Plasma Extract SIM: m/z 617 Plasma Extract MRM: m/z 617-> m/z 483

Page 37: LC-MS in Drug Discovery - University of Connecticut

Full Scan Spectrum

200 250 300 350 400 450 500 550 600 650 700m/z0

100

%

BMS-724296 13 (0.247) Cm (9:15) Scan ES+ 5.00e6492.37

336.28

220.23299.07

245.13

377.27

387.01

494.25

524.49565.11 647.04 690.86

732.56

Precursor Ion

Page 38: LC-MS in Drug Discovery - University of Connecticut

Product Ion Spectrum

100 150 200 250 300 350 400 450 500 550m/z0

100

%

BMS-724296 D 18 (0.339) Cm (8:18) Daughters of 492ES+ 1.25e7336.11

233.95120.38140.06

Page 39: LC-MS in Drug Discovery - University of Connecticut

Multiple Reaction Monitoring (m/z 492 -> m/z 336)

1 . 5 0 2 . 0 0 2 . 5 0 3 . 0 0 3 . 5 0 4 . 0 0T im e0

1 0 0

%

0

1 0 0

%

S 1 0 2 5 0 4 P K 0 2 6 M R M o f 6 C h a n n e ls E S + 5 3 9 . 0 7 > 3 3 2

1 . 6 0 e 52 . 0 3

S 1 0 2 5 0 4 P K 0 2 6 M R M o f 6 C h a n n e ls E S + 4 9 2 . 1 > 3 3 6 . 1 5

2 . 0 4 e 51 . 8 9

I S

B M S - 7 2 4 2 9 6

Multiple Reaction Monitoring (m/z 492 -> m/z 336)

Multiple Reaction Monitoring (m/z 539 -> m/z 332)

Page 40: LC-MS in Drug Discovery - University of Connecticut

Examples of the Use of Multiple Component LC-MS/MS-based

Bioanalytical Methods in Drug Discovery

• Determination of Drugs and Metabolites

• Co-Administration Studies

Page 41: LC-MS in Drug Discovery - University of Connecticut
Page 42: LC-MS in Drug Discovery - University of Connecticut
Page 43: LC-MS in Drug Discovery - University of Connecticut

Bioanalytical Method for Determination of BMS-xxxxx and Metabolites in Biological Fluids

to Support the Diabetes Program

Page 44: LC-MS in Drug Discovery - University of Connecticut

Structures

R

Cl

R

Cl

Parent Compound MW=392.88

Styrene Metabolite

MW=390.87

R

Cl

OHR

Cl

O

Alcohol Metabolite

MW=408.88

KetoneMetabolite

MW=406.88

Page 45: LC-MS in Drug Discovery - University of Connecticut

Multiple Component Bioanalytical Method

Mass Spectrometry:Negative Ion Electrospray Multiple Reaction Monitoring

ParentStyrene MetaboliteKetone MetaboliteAlcohol MetaboliteDiol MetaboliteInternal Standard

Function Reaction Dwell(secs)* Cone Volt. Col.Energy2 391.5 > 313.1 0.2 45 152 389.4 > 311.1 0.2 45 15 1 405.6 > 327.7 0.1 40 151 407.8 > 329.9 0.1 40 15 1 423.3 > 333.5 0.1 45 20 1 379.5 > 289.21 0.1 45 30

Page 46: LC-MS in Drug Discovery - University of Connecticut

Chromatography Requirements

STD 10K in FFA/FFB (Neat Soln.)

1.00 2.00 3.00 4.00 5.00 6.00 7.00Time0

100

%

655956METAB070604002 MRM of 5 Channels ES- TIC

7.59e52.69

3.63

Diol Metabolite

Alcohol

Ketone

Styrene

Parent Compound

Due to isotopic interferences there was a need for chromatographic separation of the parent compound and the metabolites.

Page 47: LC-MS in Drug Discovery - University of Connecticut

Chromatography RequirementsSTD 10K in FFA/FFB (Neat Soln.)

0.50 1.00 1.50 2.00 2.50 3.00 3.50 4.00 4.50 5.00 5.50 6.00 6.50 7.00Time0

100

%

0

100

%

0

100

%

0

100

%

0

100

%

655956METAB070604002 MRM of 5 Channels ES- 423.34 > 333.55

7.59e52.69

655956METAB070604002 MRM of 5 Channels ES- 407.8 > 329.99

1.65e53.37

655956METAB070604002 MRM of 5 Channels ES- 405.59 > 327.65

4.85e53.63

655956METAB070604002 MRM of 5 Channels ES- 391.5 > 313

3.28e54.76

655956METAB070604002 MRM of 5 Channels ES- 389.38 > 311.13

2.36e54.53

Isotopic interference from Ketone

Parent Compound

Styrene Metabolite

Ketone Metabolite

Alcohol Metabolite

Diol Metabolite

Isotopic interference from Styrene

Page 48: LC-MS in Drug Discovery - University of Connecticut

What are “Co-Administration” Studies?(Cassette Dosing / N-in-One Studies)

Simultaneous administration of multiple compounds (including a standard compound) to individual animals with the subsequent determination of the concentrations of each compound contained within single test samples.

Page 49: LC-MS in Drug Discovery - University of Connecticut

1000

1.00 2.00 3.00 4.00 5.00 6.00 7.00 8.00 9.00Time0

100

%

0

100

%

0

100

%

0

100

%

0

100

%

0

100

%

010401_007 MRM of 12 Channels ES+ 386.1 > 264.1

9.22e66.90

010401_007 MRM of 12 Channels ES+ 370.1 > 300.1

1.96e77.46

010401_007 MRM of 12 Channels ES+ 399 > 329

2.48e77.89

010401_007 MRM of 12 Channels ES+ 390 > 320

2.29e77.68

010401_007 MRM of 12 Channels ES+ 473 > 266.2

1.97e64.36

010401_007 MRM of 12 Channels ES+ 370.1 > 314.2

3.71e65.09

Page 50: LC-MS in Drug Discovery - University of Connecticut
Page 51: LC-MS in Drug Discovery - University of Connecticut

SRM Chromatograms of Plasma Extract from a Dog Dosed with 20 Substances Simultaneously

Page 52: LC-MS in Drug Discovery - University of Connecticut
Page 53: LC-MS in Drug Discovery - University of Connecticut

Method Development

• LC-MS/MS-based Methods– MS parameters are established for every analyte– HPLC conditions required for adequate response,

specificity and sensitivity– Preparation of biological samples is critical to the

integrity and quality of the method• Analyte response will differ in different biological extracts• Differentiates Bioanalytical from Analytical

Page 54: LC-MS in Drug Discovery - University of Connecticut

Preparation of Standard and Quality Control (QC)

Samples• Known quantities of the compounds to be evaluated are added to

blank biological matrix at established concentration ranges

• Internal Standard is added to Standard, QC, and Test samples

• Standard, QC, and Test samples are then processed in an identical manner

• All of the samples are then analyzed and the standard and QC samples are used to assess assay performance in terms of accuracy and precision

Page 55: LC-MS in Drug Discovery - University of Connecticut

How do we assess variability of our analytical methods in drug discovery?Standard

Curve (ng/mL) Accuracy & Precision Over Linear Range

Six QCs at 5 Concentrations1000

500

200

100

10

50

20

1

5

2

Accuracy & Precision at

LOQ

Page 56: LC-MS in Drug Discovery - University of Connecticut

Assay Integrity

• Determined by Standard and QC results in conjunction with analytical requirements of the study

• Alternative method development is carried out, as needed– Modifications to MS parameters,

chromatography, sample preparation procedures, Internal Standard selection, assay dynamic range, etc.

• Goal to provide quality data in all analysis

Page 57: LC-MS in Drug Discovery - University of Connecticut
Page 58: LC-MS in Drug Discovery - University of Connecticut

Quality Control Data for ‘Compounds A and B’

Compound A (LOQ = 2.5 ng/mL)

Low (2.5 ng/mL)

Mid (5 ng/mL)

Mid (10 ng/mL)

Mid (50 ng/mL)

High (500 ng/mL)

Mean 2.74 5.32 9.84 50.44 507.75

S.D. 0.43 0.76 1.28 3.04 53.64

%CV 15.69 14.29 13.01 6.03 10.56

%Theoretical 109.6 106.4 98.4 100.9 101.6

n 6 6 6 6 6

Compound B (LOQ = 5.0 ng/mL)

Low (2.5

ng/mL)

Mid (5 ng/mL)

Mid (10 ng/mL)

Mid (50 ng/mL)

High (500

ng/mL) Mean 2.10 4.79 10.03 51.55 529.65

S.D. 1.07 0.82 1.36 1.93 22.99

%CV 50.95 17.12 13.56 3.74 4.34

%Theoretical

84.0 95.8 100.3 103.1 105.9

n 6 6 6 6 6

Page 59: LC-MS in Drug Discovery - University of Connecticut

‘Compound X’ Fails Quality Control Requirements

Run Date

Low (1ng/mL)

Mid (2 ng/mL)

Mid (5 ng/mL)

Mid (10 ng/mL)

Mid (50 ng/mL)

High (500 ng/mL)

Mean -1.31 1.19 3.44 8.29 61.83 543.21

S.D. 1.12 3.31 2.67 3.58 21.15 98.78

%CV -85.50 278.15 77.62 43.18 34.21 18.18

%Theoretical -131.0 59.5 68.8 82.9 123.7 108.6

n 6 6 5 4 5 5

Page 60: LC-MS in Drug Discovery - University of Connecticut

HPLC Analysis

0

meaningful data

4 min.

Gradient

Elution

Recondition

Peaks are sent to the MS for only 1/4 of the total run time,

leaving the MS idle for 3/4 of the time.

Page 61: LC-MS in Drug Discovery - University of Connecticut

System1

System2

System3

System4

System1

Staggered Parallel Analysis

Mass spectrometer data collection

Page 62: LC-MS in Drug Discovery - University of Connecticut

Aria LX4: Four HPLC Systems to One MS

PumpPump

PumpPump

PumpPump

PumpPump

Detector(MS)

Detector(MS)

AutosamplerAutosampler

HPLC

HPLC

HPLC

HPLC

Switchingvalve

0 4min

Page 63: LC-MS in Drug Discovery - University of Connecticut

BMS Bioanalytical Research

Wallingford:Deborah Barlow, Marc Browning, Daniel Morgan, Shelly Ren, Sarah Taylor, Kim Widmann

Lawrenceville:Hollie Booth, Chris Caporuscio, Cecilia Chi, Georgia Cornelius, Celia D'Arienzo, Lorell Discenza, Jacek Malinowski, Bogdan Sleczka, Asoka Ranasinghe, Jian Wang, Steven Wu, Hongwei Zhang

Hopewell:Pathanjali Kadiyala, Jim Smalley, Minjuan Wang, Baomin Xin, Carrie Xu, Joanna Zheng