Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug...

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CELL-BASED SCREENS OF DRUG COMBINATIONS AT NCI SUSAN HOLBECK DEVELOPMENTAL THERAPEUTICS PROGRAM DIVISION OF CANCER TREATMENT AND DIAGNOSIS NATIONAL CANCER INSTITUTE

Transcript of Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug...

Page 1: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

CELL-BASED SCREENS OF DRUG COMBINATIONS AT NCI SUSAN HOLBECK DEVELOPMENTAL THERAPEUTICS PROGRAM DIVISION OF CANCER TREATMENT AND DIAGNOSIS NATIONAL CANCER INSTITUTE

Page 2: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

NEED FOR DRUG COMBINATIONS Single agents are rarely curative Even responding patients will relapse

Strategies "Rational" combinations hit multiple nodes in a pathway, or hit parallel pathways Comprehensive approaches to combination discovery

• siRNA • empiric screens

Page 3: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

TWO PARALLEL COMBINATION DRUG SCREENS AT NCI • Comprehensive screen of approved cancer drugs • Combination screening of investigational agents

Page 4: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

THE NCI ALMANAC TESTING ~ ALL PAIRWISE COMBINATIONS OF APPROVED CANCER DRUGS The NCI ALMANAC (A Large Matrix of AntiNeoplastic Agent Combinations) Currently just over 100 small molecule oncology drugs are FDA-approved. Test all possible pairwise combinations of these • ~5000 drug pairs

Test each drug pair in each of the cell lines in the NCI-60 panel. • ~300,000 experiments

• ~4.3 million wells

Screen run at 2 contract locations • ~$4 million over 2 years

Page 5: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

Approved drug pairs in clinicaltrials.gov

Search for “cancer” Parse out drug names Only about one quarter of approved drug pairs are found. Approx. 3700 approved drug pairs have no clinical trials. Can we discover beneficial pairs that can be put into clinical trials?

Drug A Drug Z

Drug A

Drug Z

Page 6: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

WHY THE NCI-60? Large database of drug action Large catalog of molecular characterization Most of the cell lines will grow as xenografts Molecular characterization of the xenografts derived from the NCI-60, at passages 1, 4 and 10 Possibility for predictive biomarker discovery

Page 7: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

MOLECULAR CHARACTERIZATION OF THE NCI-60

Larger scale projects • Exome sequencing • mRNA microarrays

• multiple platforms

• SNP arrays • CNV • Proteins by MS • Proteins by RPPA • miRNA • CpG methylation • Metabolomics

Smaller focused projects

• SNPs in cancer relevant genes

• Protein and phospho-proteins

• Activity measurements

• Karyotype

Page 8: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

COMBO DATA: EXAMPLE 3X3 CONCENTRATION MATRIX COMBO SCORE

microM agent 1

Agent 1 alone Agent 1 + low dose Agent 2 Agent 1 + med dose Agent 2 Agent 1 + high dose Agent 2 low dose Agent 2 alone med dose Agent 2 alone high dose Agent 2 alone

Page 9: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

COMBO DATA: EXAMPLE 3X3 CONCENTRATION MATRIX COMBO SCORE

microM agent 1

Agent 1 alone Agent 1 + med dose Agent 2 med dose Agent 2 alone

Expected if additive Increased over additive

Page 10: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

COMBO DATA: EXAMPLE 3X3 CONCENTRATION MATRIX COMBO SCORE

microM agent 1

Agent 1 alone Agent 1 + low dose Agent 2 Agent 1 + med dose Agent 2 Agent 1 + high dose Agent 2 low dose Agent 2 alone med dose Agent 2 alone high dose Agent 2 alone

Page 11: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

COMBO SCREEN RESULTS COMBOSCORE BASED ON BLISS INDEPENDENCE

Cell lines D

rug

Pai

rs

Red = Better than additive Blue = Worse than additive

Page 12: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

EXAMPLE 1: BORTEZOMIB + CLOFARABINE

Red arrows: Combo active in xenografts Blue arrows: no xenograft benefit over single agents

B

C

combo

Page 13: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,
Page 14: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

R P M I - 8 2 2 6O V C A R - 3H S 5 7 8 TM D A - M B - 4 6M O L T - 4C C R F - C E MR X F 3 9 3K - 5 6 2S F - 5 3 9U A C C - 6 2K M 1 2B T - 5 4 9O V C A R - 8H L - 6 0 ( T B )H T 2 9S N B - 7 5H C C - 2 9 9 8M D A - M B - 2 3D U - 1 4 5M D A - M B - 4 3N C I - H 5 2 2S RS K - M E L - 5N C I - H 2 3N C I - H 2 2 6S W - 6 2 0I G R O V 1A 4 9 8C O L O 2 0 5L O X I M V IU 2 5 1H C T - 1 1 6S N 1 2 CU A C C - 2 5 7S F - 2 9 5N C I / A D R - R EC A K I - 17 8 6 - 0A 5 4 9 / A T C CS K - O V - 3M C F 7H C T - 1 5N C I - H 4 6 0A C H NE K V XU O - 3 1O V C A R - 4P C - 3S K - M E L - 2 8O V C A R - 5S N B - 1 9M A L M E - 3 MM 1 4S F - 2 6 8T - 4 7 DT K - 1 0N C I - H 3 2 2 MH O P - 6 2H O P - 9 2S K - M E L - 2

R P M I - 8 2 2 6O V C A R - 3H S 5 7 8 TM D A - M B - 4 6M O L T - 4C C R F - C E MR X F 3 9 3K - 5 6 2S F - 5 3 9U A C C - 6 2K M 1 2B T - 5 4 9O V C A R - 8H L - 6 0 ( T B )H T 2 9S N B - 7 5H C C - 2 9 9 8M D A - M B - 2 3D U - 1 4 5M D A - M B - 4 3N C I - H 5 2 2S RS K - M E L - 5N C I - H 2 3N C I - H 2 2 6S W - 6 2 0I G R O V 1A 4 9 8C O L O 2 0 5L O X I M V IU 2 5 1H C T - 1 1 6S N 1 2 CU A C C - 2 5 7S F - 2 9 5N C I / A D R - R EC A K I - 17 8 6 - 0A 5 4 9 / A T C CS K - O V - 3M C F 7H C T - 1 5N C I - H 4 6 0A C H NE K V XU O - 3 1O V C A R - 4P C - 3S K - M E L - 2 8O V C A R - 5S N B - 1 9M A L M E - 3 MM 1 4S F - 2 6 8T - 4 7 DT K - 1 0N C I - H 3 2 2 MH O P - 6 2H O P - 9 2S K - M E L - 2

TNB

C

EXAMPLE 2: A DRUG PAIR THAT IS BENEFICIAL IN TRIPLE-NEGATIVE BREAST CANCER MODELS

combo

no drug

drug A

drug B

Tumor-free animals months after treatment completed

Period of drug treatment

Page 15: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

NCI ALMANAC DATA TO BE PUBLIC Manuscript in final stages Web site developed to • Browse the data • Display the data • Download the data

Page 16: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,
Page 17: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,
Page 18: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,
Page 19: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

TWO PARALLEL COMBINATION DRUG SCREENS AT NCI • Comprehensive screen of approved cancer drugs • Combination screening of investigational agents

Page 20: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

Com

bo S

et d

rugs

(~7

0)

Test agents (~130 tested)

cell line 1 2 3

cell line 1 2 3

cell line 1 2 3

cell line 1 2 3

cell line 1 2 3

cell line 1 2 3

cell line 1 2 3

~9000 drug pairs tested each in 3-5 cell lines ~27,000 total combination assays

COMBO TESTING OF INVESTIGATIONAL AGENTS

Page 21: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

INVESTIGATIONAL COMBO DATA

Com

bo S

et d

rugs

(~7

0)

Test agents (~130 tested) and cell lines (3-5)

Page 22: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

EXAMPLES FROM THE INVESTIGATIONAL COMBO SCREEN • Test agents with the same molecular target have

similar activity patterns • Patterns of combination benefit reveal a

potential new mechanism for an investigational agent

Page 23: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

AGENTS WITH SAME TARGET SIMILARITIES AND DIFFERENCES

Select 4 "hits" Test each of these drugs in the NCI-60 with Agent 1 with Agent 2

Drug 1

Drug 2 Drug 3

Drug 4

Page 24: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

DRUGS 1 & 2 COMBINED WELL WITH BOTH AGENTS

MDA-MB-468T-47D

BT-549HS 578T

MDA-MB-231/ATCCMCF7

DU-145PC-3

UO-31TK-10

SN12CRXF-393

CAKI-1ACHNA498786-0

SK-OV-3NCI/ADR-RES

OVCAR-8OVCAR-5OVCAR-4OVCAR-3

IGROV1UACC-62

UACC-257SK-MEL-5

SK-MEL-28SK-MEL-2

MDA-MB-435M14

LOX IMVIU251

SNB-19SNB-75SF-539SF-295SF-268

SW-620KM12HT29

HCT-15HCT-116

HCC-2998COLO 205NCI-H522NCI-H460

NCI-H322MNCI-H23

NCI-H226HOP-92HOP-62

EKVXA549/ATCC

SRRPMI-8226

MOLT-4K-562

HL-60(TB)CCRF-CEM

Agent 1 Agent 2

Drug 1

Drug 1

Drug 2 Drug 3

Drug 4

MDA-MB-468T-47D

BT-549HS 578T

MDA-MB-231/ATCCMCF7

DU-145PC-3

UO-31TK-10

SN12CRXF-393

CAKI-1ACHNA498786-0

SK-OV-3NCI/ADR-RES

OVCAR-8OVCAR-5OVCAR-4OVCAR-3

IGROV1UACC-62

UACC-257SK-MEL-5

SK-MEL-28SK-MEL-2

MDA-MB-435M14

LOX IMVIU251

SNB-19SNB-75SF-539SF-295SF-268

SW-620KM12HT29

HCT-15HCT-116

HCC-2998COLO 205NCI-H522NCI-H460

NCI-H322MNCI-H23

NCI-H226HOP-92HOP-62

EKVXA549/ATCC

SRRPMI-8226

MOLT-4K-562

HL-60(TB)CCRF-CEM

Agent 1 Agent 2

Drug 2

Page 25: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

DRUGS 3 & 4 COMBINED WELL WITH ONLY AGENT 2

Drug 1

Drug 2 Drug 3

Drug 4

MDA-MB-468T-47D

BT-549HS 578T

MDA-MB-231/ATCCMCF7

DU-145PC-3

UO-31TK-10

SN12CRXF-393

CAKI-1ACHNA498786-0

SK-OV-3NCI/ADR-RES

OVCAR-8OVCAR-5OVCAR-4OVCAR-3

IGROV1UACC-62

UACC-257SK-MEL-5

SK-MEL-28SK-MEL-2

MDA-MB-435M14

LOX IMVIU251

SNB-19SNB-75SF-539SF-295SF-268

SW-620KM12HT29

HCT-15HCT-116

HCC-2998COLO 205NCI-H522NCI-H460

NCI-H322MNCI-H23

NCI-H226HOP-92HOP-62

EKVXA549/ATCC

SRRPMI-8226

MOLT-4K-562

HL-60(TB)CCRF-CEM

MDA-MB-468T-47D

BT-549HS 578T

MDA-MB-231/ATCCMCF7

DU-145PC-3

UO-31TK-10

SN12CRXF-393

CAKI-1ACHNA498786-0

SK-OV-3NCI/ADR-RES

OVCAR-8OVCAR-5OVCAR-4OVCAR-3

IGROV1UACC-62

UACC-257SK-MEL-5

SK-MEL-28SK-MEL-2

MDA-MB-435M14

LOX IMVIU251

SNB-19SNB-75SF-539SF-295SF-268

SW-620KM12HT29

HCT-15HCT-116

HCC-2998COLO 205NCI-H522NCI-H460

NCI-H322MNCI-H23

NCI-H226HOP-92HOP-62

EKVXA549/ATCC

SRRPMI-8226

MOLT-4K-562

HL-60(TB)CCRF-CEM

Agent 1 Agent 1 Agent 2 Agent 2

Drug 3 Drug 4

Page 26: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

2 AGENTS WITH SAME TARGET ADDITIONAL TESTING WITH 4 HITS FROM THE SCREEN

MDA-MB-468T-47D

BT-549HS 578T

MDA-MB-231/ATCCMCF7

DU-145PC-3

UO-31TK-10

SN12CRXF-393

CAKI-1ACHNA498786-0

SK-OV-3NCI/ADR-RES

OVCAR-8OVCAR-5OVCAR-4OVCAR-3

IGROV1UACC-62

UACC-257SK-MEL-5

SK-MEL-28SK-MEL-2

MDA-MB-435M14

LOX IMVIU251

SNB-19SNB-75SF-539SF-295SF-268

SW-620KM12HT29

HCT-15HCT-116

HCC-2998COLO 205NCI-H522NCI-H460

NCI-H322MNCI-H23

NCI-H226HOP-92HOP-62

EKVXA549/ATCC

SRRPMI-8226

MOLT-4K-562

HL-60(TB)CCRF-CEM

MDA-MB-468T-47D

BT-549HS 578T

MDA-MB-231/ATCCMCF7

DU-145PC-3

UO-31TK-10

SN12CRXF-393

CAKI-1ACHNA498786-0

SK-OV-3NCI/ADR-RES

OVCAR-8OVCAR-5OVCAR-4OVCAR-3

IGROV1UACC-62

UACC-257SK-MEL-5

SK-MEL-28SK-MEL-2

MDA-MB-435M14

LOX IMVIU251

SNB-19SNB-75SF-539SF-295SF-268

SW-620KM12HT29

HCT-15HCT-116

HCC-2998COLO 205NCI-H522NCI-H460

NCI-H322MNCI-H23

NCI-H226HOP-92HOP-62

EKVXA549/ATCC

SRRPMI-8226

MOLT-4K-562

HL-60(TB)CCRF-CEM

MDA-MB-468T-47D

BT-549HS 578T

MDA-MB-231/ATCCMCF7

DU-145PC-3

UO-31TK-10

SN12CRXF-393

CAKI-1ACHNA498786-0

SK-OV-3NCI/ADR-RES

OVCAR-8OVCAR-5OVCAR-4OVCAR-3

IGROV1UACC-62

UACC-257SK-MEL-5

SK-MEL-28SK-MEL-2

MDA-MB-435M14

LOX IMVIU251

SNB-19SNB-75SF-539SF-295SF-268

SW-620KM12HT29

HCT-15HCT-116

HCC-2998COLO 205NCI-H522NCI-H460

NCI-H322MNCI-H23

NCI-H226HOP-92HOP-62

EKVXA549/ATCC

SRRPMI-8226

MOLT-4K-562

HL-60(TB)CCRF-CEM

MDA-MB-468T-47D

BT-549HS 578T

MDA-MB-231/ATCCMCF7

DU-145PC-3

UO-31TK-10

SN12CRXF-393

CAKI-1ACHNA498786-0

SK-OV-3NCI/ADR-RES

OVCAR-8OVCAR-5OVCAR-4OVCAR-3

IGROV1UACC-62

UACC-257SK-MEL-5

SK-MEL-28SK-MEL-2

MDA-MB-435M14

LOX IMVIU251

SNB-19SNB-75SF-539SF-295SF-268

SW-620KM12HT29

HCT-15HCT-116

HCC-2998COLO 205NCI-H522NCI-H460

NCI-H322MNCI-H23

NCI-H226HOP-92HOP-62

EKVXA549/ATCC

SRRPMI-8226

MOLT-4K-562

HL-60(TB)CCRF-CEM

Agent 1 Agent 1 Agent 1 Agent 1 Agent 2 Agent 2 Agent 2 Agent 2

Drug 1 Drug 2 Drug 3 Drug 4

Cell line profiles are similar between Agent 1 & Agent 2 Patterns of cell lines benefiting differ between the 4 drugs Possibility to think about "MATCH" style combo trials

Page 27: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

COMBO SCREEN: CLUES AS TO MECHANISM

Com

bo S

et d

rugs

(~7

0)

2 agents expected to sensitize cells to DNA damage 1 agent with completely different target -- or maybe not

Similar patterns of Combo Set drugs that give greater than additive activity with these 3 Test Agents

Page 28: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

COMBO SCREEN: CLUES AS TO MECHANISM

Com

bo S

et d

rugs

(~7

0)

2 agents expected to sensitize cells to DNA damage 1 agent with completely different target -- or maybe not

Similar patterns of cell lines with combo benefit

Page 29: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

TEST COMBINATION WITH 2 ADDITIONAL AGENTS

Agent 1: expected to synergize with Alkylating agents

Agent 2: Unexpected results

2 additional agents with similar mechanism to that reported for Agent 2

Page 30: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

SUMMARY NCI ALMANAC - tested ~ 5000 drug pairs of FDA-approved oncology drugs in 60 cell lines

• One novel combination has entered clinical trials • Trial design in progress for a second novel combination

NCI Investigational Combination Screen - tested ~ 9000 drug pairs in 3-5 cell lines

• Similarities and differences for agents with the same or overlapping mechanisms

• Surprising result suggests different mechanism for an investigational agent

Page 31: Cell-based screens of drug combinations at NCI - Holbeck.pdf · Cell-based screens of drug combinations at NCI Author: Holbeck, Susan (NIH/NCI) [E] Subject: CTAC Meeting Presentation,

PEOPLE Jim Doroshow Jerry Collins Dick Camalier Myrtle Davis Millin Melinda Hollingshead Marie Hose Shivaani Kummar Dianne Newton

Eric Polley Larry Rubinstein Karen Schweikart Penny Svetlik SRI International Univ of Pittsburgh