initial therapy · impact of imids on os and pfs with translocations. ... 9, 15, 16 . lenalidomide...

61
Initial Therapy Sagar Lonial, MD Chair and Professor Department of Hematology and Medical Oncology Chief Medical Officer, Winship Cancer Institute Emory University School of Medicine

Upload: nguyenhanh

Post on 02-Oct-2018

215 views

Category:

Documents


0 download

TRANSCRIPT

  • Initial Therapy

    Sagar Lonial, MDChair and Professor

    Department of Hematology and Medical OncologyChief Medical Officer, Winship Cancer Institute

    Emory University School of Medicine

  • Topics

    When to treat? Smoldering vs SymptomaticChoice of Induction regimenRole of HDTRole of consolidation/maintenance

  • Criteria for Diagnosis of Myeloma

    MGUS < 3 g M spike < 10% plasma cells

    AND

    SMM 3 g M spike 10% plasma cells

    Active MM 10% plasma cells M spike +

    AND

    No anemia, bone lesions,normal calcium, and

    kidney function

    MGUS = monoclonal gammopathy of unknown significance; SMM = smoldering multiple myeloma. Kyle et al, 2009.

    Anemia, bone lesions,high calcium, or

    abnormal kidney function

  • Kyle R et al. N Engl J Med 2007;356:2582-2590

    Not all Smoldering patients are the same

    27% will convert in 15 yearsRoughly 2% per year

  • Free Light is Useful for Risk Assessment in AMM

    Dispenzeri et al Blood 2008

  • Updated IMWG Criteria for Diagnosis of Multiple Myeloma

    C: Calcium elevation (> 11 mg/dL or > 1 mg/dL higher than ULN)R: Renal insufficiency (creatinine clearance < 40 mL/min or serum creatinine > 2 mg/dL)A: Anemia (Hb < 10 g/dL or 2 g/dL < normal)B: Bone disease ( 1 lytic lesions on skeletal radiography, CT, or PET-CT)

    Rajkumar SV, et al. Lancet Oncol. 2014;15:e538-e548.

    MGUS M-protein < 3 g/dL Clonal plasma cells in BM

    < 10% No myeloma defining events

    Smoldering Myeloma M-protein 3 g/dL (serum)

    or 500 mg/24 hrs (urine) Clonal plasma cells in BM

    10% - 60% No myeloma defining events

    Multiple Myeloma Underlying plasma cell

    proliferative disorder AND

    1 or more myeloma defining events including either:

    1 CRAB feature(s)OR

    1 Biomarker Driven

    Biomarker driven (1) Sixty-percent (60%) clonal PCs by BM; (2) serum free Light chain ratio involved:uninvolved 100; (3) >1 focal lesion detected by MRI

  • ECOG/SWOG: Phase III Asymptomatic Myeloma*(PI: SL)Lenalidomide vs. observation

    Observation

    Lenalidomide CR/PR/Stable

    Prog.anytime

    Continue therapytill prog. or toxicity

    Off Rx

    RANDOMIZATION

    Control/standard arm

    No Dex to isolate the effect of len

  • Ongoing Investigations

    RD + Dara RD+ Pembro/nivo Vaccine + len + Durva KRD auto transplant KRD KRD + Dara auto KRD Len

  • PETHEMA Cure with old Drugs

    Martinez-Lopez et al, Blood 2011

    Functional cure?

  • Survival outcomes in newly diagnosed myeloma patients with RVD induction among all patients

    (at a median follow up of 66 months)

    Nooka et al, unpublished

  • Three Drugs Are Better Than Two

    0

    10

    20

    30

    40

    50

    60

    70

    80

    90

    100

    TD RD VD VTD VCD RVD

    ORR

    VGPR

  • Nooka et al. Cancer 2013. DOI: 10.1002/cncr.28325

    Induction regimens in MM

    Progression Free Survival Overall Survival

  • Impact of IMIDs on OS and PFS with translocations

    Barwick et al

  • CR and VGPR rates in high risk subgroups of patients

    P

  • Randomized Trial VTD vs VCD Shows superiority of IMID/PI

    Moreau et al, Blood 2016

    VCD is no longer a reasonable induction choice

  • RVD is better than VCD

    Compass trial, IA9

  • SWOG S0777 Study Design (continued)

    VRd

    Rd

    After induction

    Rd Maintenance Until PD, Toxicity or Withdrawal

    Lenalidomide 25 mg PO days 1-21

    Dexamethasone 40 mg PO days 1, 8,15, 22

    All patients received Aspirin 325 mg/day VRd patients received HSV prophylaxis

    17

    Durie et al, Lancet 2017

  • Confirmed Response*: VRd versus Rd

    *Assessable patients

    VRd RdCR 15.7% 8.4%

    VGPR 27.8% 23.4%

    PR 38% 39.7%

    ORR (PR or better) 81.5% 71.5%

    SD 15.7% 24.3%

    SD or better 97.2% 95.8%

    PD or Death 2.8% 4.2%

    1818

    Durie et al, Lancet 2016

  • Progression-Free Survival By Assigned Treatment Arm

    Log-rank P value = 0.0018 (one sided)*

    *Stratified

    19

    HR = 0.712 (0.560, 0.906)*

    19Durie et al, ASH 2015*Assessable patients 1919D i t l ASH 2015

    Durie et al, Lancet 2016

  • Overall Survival By Assigned Treatment Arm

    Log-rank P value = 0.0250 (two sided)*

    HR = 0.709 (0.516, 0.973)*

    20

    *Stratified*Assessable patients

    2020

    Durie et al, Lancet 2016

  • Where are we?

    Risk stratify Smoldering IMID/PI combination is the standard of care Which PI?

  • KRD for newly diagnosed Myeloma

  • Frontline Therapy with Carfilzomib, Lenalidomide, and Dexamethasone(KRd) Induction Followed By Autologous Stem Cell Transplantation,

    KRd Consolidation and Lenalidomide Maintenance in Newly Diagnosed Multiple Myeloma (NDMM) Patients:

    Primary Results of the Intergroupe Francophonedu Mylome (IFM) KRd Phase II Study

    NCT02405364

    M. Roussel, V. Lauwers-Cances, N. Robillard, K. Belhadj, T. Facon, L. Garderet, M. Escoffre, B. Pegourie, L. Benboubker, D. Caillot, C. Fohrer, P. Moreau, X. Leleu,

    H. Avet-Loiseau, and M. Attal for the IFM

  • STUDY DESIGNOpen-label, multicenter, phase II study in frontline MM pts < 65 yrs

    Induction KRd 1-428-day cycles Carfilzomib/Len/Dex

    PBSC harvest:Cyclophosphamide high dose

    MaintenanceLenalidomide 10mg D1-21

    13 cycles (1 year)

    IntensificationHD Melphalan 200 mg/m2

    Consolidation KRd 5-828-day cycles Carfilzomib/Len/Dex

    KRd Induction

    Carfilzomib 20-36mg/m2 D1, 2, 8, 9, 15, 16

    Lenalidomide 25 mg D1-21Dexamethasone 20 mg1-2, 8-9, 15-16, 22-23

    KRd Consolidation

    Carfilzomib 36mg/m2 D1,2, 8, 9, 15, 16

    Lenalidomide 25 mg D1-21Dexamethasone 20 mg D1, D8, D15, D22

    Mandatory LMWH

    MRD evaluation for VGPR pts (CMF/NGS)

  • RESPONSE RATES at the completion of Consolidation

    MRD CMF 10-4/10-5MRD NGS clonoSEQ Adaptive 10-6

    N=46 n %

    sCR 26 57

    4 patients were not evaluable due to toxicities

    N=46 n %

    sCR 26 57

    MRD - CMF 32 70

    MRD - NGS 23/34 68

    N=46 n %

    sCR 26 57

    MRD - CMF 32 70

    MRD - NGS 23/34

    At least CR 28 61

    At least VGPR 39 85

    ORR 41 89

    PD 1 2

  • RESPONSE RATES

    Post Induction

    Post ASCT Post

    Consolidation Best Response

    n n n n %

    sCR 9 15 26 32 70

    CR+sCR 11 19 28 35 76

    VGPR 25 18 11 7 15

    VGPR or better 36 37 39 42 91

    PR 6 3 2

    ORR 42 40 41 46 100

    PD 1 1 1

  • CARDIO-VASCULAR + PULMONARY TOXICITIES all grades

    25 CARDIAC AND VASCULAR EVENTS Total No of events No of patients (%)

    Cardiac Failure 2 2 (4)Pulmonary Embolism 2 2 (4)Venous Thrombosis 2 2 (4)Intra Cardiac Thrombus 1 1 (2)Superfical Thrombosis 8 8 (17)Bradycardia 2 2 (4)Arrhythmia 1 1 (2)Atrial Fibrillation 1 1 (2)Tachycardia 1 1 (2)Hypertension 5 4 (9)

    Cough 11 9 (20)Dyspnea 5 5 (11)

  • IRD Response Rates

    Kumar SK, et al. Lancet Oncol. 2014;15(13):15031512

  • Ixazomib-Lenalidomide-Dexamethasone (IRd) combination before and after ASCT followed by

    Ixazomib maintenance in patients with newly diagnosed multiple myeloma:

    a phase 2 study from the Intergroupe Francophone du Mylome (IFM)

    P Moreau, C Hulin, D Caillot, G Marit, A Perrot, L Garderet, T Facon,L Benboubker, L Karlin, M Tiab, B Arnulf, JP Fermand, X Leleu,

    C Touzeau, M Roussel, L Planche, H Caillon, S Minvielle, MC Bn,H Avet-Loiseau, T Dejoie, M Attal

  • 1- Induction: 3 cycles of Ixazomib RD, every 28 days- Ixazomib 4 mg/d; D1, 8, 15- Lenalidomide 25 mg/d ; D1 to 21- Dexamethasone 40 mg/d; D1, 8, 15, 22

    2- PBSC harvestMobilization: Cyclophosphamide 3 g/m2 and G-CSF 5 g/kg

    3- Peripheral stem cell transplantationMelphalan 200 mg/m2

    4- Early consolidation : 2 cycles of Ixazomib/Len/Dex, every 28 days

    5- Late consolidation: 6 cycles of Ixazomib/Len (without Dex), every 28 days

    6 Maintenance therapy for 1 year (13 cycles) Ixazomib weekly 4 mg D1, 8, 15, every 28 days

    Study design

  • Responses intent-to-treatPost-induction

    N = 42Post-ASCT

    N = 42

    Post-earlyConsoN = 42

    Post-lateConsoN = 42

    sCR (%)CR (%)VGPR (%)PR (%)Stable (%)PD (%)NE (%)

    > PR (%)> VGPR (%)> CR (%)

    2.49.523.842.914.34.82.4

    8138.111.9

    10.88.1

    51.424.35.400

    94.670.318.9

    275.4

    43.221.6

    02.70

    97.375.732.4

    314.8

    26.214.3

    04.819

    76.261.935.7

  • During induction : 2 PD, 1 RashFeasibility ASCT: 37 / 42 (88%)

    ASCT: no toxic death, no PDFeasibility: 37 / 42

    Early consolidation : no SAE, 1 PDFeasibility: 37 / 42

    Late consolidation: 1 SAE (rash), 1 PDFeasibility 34 / 42 (81%)

    Maintenance ongoing : 1 thrombocytopenia precluding maintenance, 2 PD

    Intent-to-treat / feasibility

  • AEs leading to exclusion- During induction : 1 rash- Late consolidation: 1 rash- Before maintenance: 1 thrombocytopenia

    12 cases of non-hematologic grade 3-4 toxicities were reported:-infections (8 cases),-abdominal pain (2),-atrial fibrillation (1),-thrombosis (1)

    No cardiac failure, no ischemic heart disease, no renal impairment

    No grade 3-4 peripheral neuropathy

    Safety (excluding ASCT, and maintenance)

  • ELO+ RVD phase II study

    Newly Diagnosed

    Multiple Myeloma

    4 cycles Elo-RVD

    ASCT NO

    High Risk:Elotuzumab LenalidomideBortezomib Dexamethasone

    Low Risk:ElotuzumabLenalidomideDexamethasone

    Stem Cell Mobilization

    ASCT YES

    4 cycles Elo-RVD

    Autologous Stem Cell Transplantation

    Induction therapy and Transplant Maintenance28-day cycles

    Screening

    Follow Up Visits

    every 3 months

    Follow Up

    Laubach et al, ASH 2016

  • Response After 4 Cycles

    Laubach et al, ASH 2016

  • On-study death and treatment discontinuations due to AEs One patient died on study

    Hospitalized due to respiratory failure and sepsis during cycle 2 and subsequently died as a result of these AEs

    One patient died > 30 days after discontinuing study therapy Patient became acutely ill during cycle 1, hospitalized for febrile neutropenia and

    hypotension related to sepsis, then developed renal failure. Participant was removed from study and died more than 30 days later.

    Five additional patients discontinued from treatment due to the following AEs: Grade 3 peripheral neuropathy, discontinues treatment after cycle 3 Grade 3 mood disturbance, discontinues treatment after cycle 3 Grade 4 hyperglycemia, discontinues treatment after cycle 2 Grade 3 orthostatic hypotension and demyelinating polyneuropathy, d/cs treatment after

    cycle 4 Grade 3 lung infection, discontinues treatment after cycle 2

    Laubach et al, ASH 2016

  • Where are we?

    Risk stratify Smoldering IMID/PI combination is the standard of care Which PI?

    Bz has the most data, randomized trials in progress Role of HDT?

  • Registration

    RVD 1 Lenalidomide + Bortezomib + Dexamethasone

    25mg/d (d1 to 14) 1.3mg/m2 (d 1, 4, 8, 11) 20mg/d (d1,2,4,5,8,9,11,12)

    )

    Randomization (stratified on ISS and FISH)

    Arm A Arm BRVD 2 and 3

    PBSC Collection (cyclophosphamide 3g/m2 and G-CSF)

    10mcg/kg/d)ASCT

    HDM 200mg/m2 RVD 4 to 8

    RVD 4 and 5

    Lenalidomide Maintenance 12 months (10-15 mg/d)

    RVD 2 and 3

    PBSC Collection (cyclophosphamide 3g/m2 and G-CSF)

    IFM 2009 : Study Design.

    Lenalidomide Maintenance 12 months (10-15 mg/d)

  • IFM 2009: Best Response.

    RVD armN=350

    Transplant armN=350 p-value

    CR 49% 59%

    VGPR 29% 29% 0.02

    PR 20% 11%

  • IFM 2009: PFS (9/2015)

    P < 0 .0 01

    0

    10

    20

    30

    40

    50

    60

    70

    80

    90

    10 0

    Pa

    tie

    nts

    (%

    )

    3 5 0 296 2 28 12 8 24no H D T35 0 309 2 61 15 3 27H D T

    N a t risk

    0 12 24 36 48

    M o n th s o f f o l lo w -u p

    H D T

    no H D T

  • P N S

    0

    10

    20

    30

    40

    50

    60

    70

    80

    90

    10 0

    Pat

    ient

    s (%

    )

    3 5 0 33 8 3 20 24 4 56no H D T35 0 32 8 3 09 22 6 55H D T

    N a t risk

    0 12 24 36 48

    M o n th s o f f o l lo w -u p

    H D T

    no H D T

    IFM 2009: OS (9/2015)

  • KRD outcomes by Transplant Status

    Jakubowiak et al, EHA 2016

  • Getting to Minimal Residual Disease (MRD): New Definitions for CR

    S.S. Patient

    11012

    Stringent CR

    Molecular/Flow CR?Cure?

    Disease burden

    Newly diagnosed

    1108

    1104

    0.0

    AntibodiesMaintenance

    Therapy

    CR

    MRD

  • P-value (trend) : p

  • Where are we?

    Risk stratify Smoldering IMID/PI combination is the standard of care Which PI

    Bz has the most data, randomized trials in progress Role of HDT

    Continues to offer benefit in achievement of MRD- Role of consolidation/Maintenance

  • Up-front single versus double autologous stem cell transplantation

    for newly diagnosed multiple myeloma: an intergroup, multicenter, phase III study

    of the European Myeloma Network (EMN02/HO95 MM Trial)

    Michele Cavo*, Maria Teresa Petrucci, Francesco Di Raimondo, Elena Zamagni, Barbara Gamberi, Claudia Crippa, Giulia Marzocchi, Mariella Grasso, Stelvio

    Ballanti, Donatella Iolanda Vincelli, Paola Tacchetti, Massimo Offidani, Giampietro Semenzato, Anna Marina Liberati, Anna Pascarella, Giulia Benevolo,

    Rossella Troia, Angelo D. Palmas, Nicola Cantore, Rita Rizzi, Fortunato Morabito, Mario Boccadoro, and Pieter Sonneveld

    On behalf of EMN02/HO95 MM Trial participants* Seragnoli Institute of Hematology, Bologna University School of Medicine, Italy

  • 0.00

    0.50

    1.00

    % P

    roba

    bilit

    y

    208 171 132 50 9 0HDM1207 185 145 69 19 1HDM2

    Number at risk

    0 12 24 36 48 60months

    HDM2 HDM1

    PFS by randomization 1 (HDM-1 vs HDM-2)

    HDM-2 HDM-1PFS median, mos NR NRPFS at 3 yrs, % 73.6 62.2

    HR (95% CI): 0.70 (0.49-1.01); p = 0.05

    Median follow-up: 32 months (IQR 26-41)

  • PFS by high-risk cytogenetics

    0.00

    0.50

    1.00

    % P

    roba

    bilit

    y

    43 34 20 7 1 0HDM138 35 28 9 2 1HDM2

    Number at risk

    0 12 24 36 48 60months

    HDM2 HDM1

    HDM-2 HDM-1PFS median, mos 46.8 26.5PFS at 3 yrs, % 64.9 41.4

    HR (95% CI): 0.49 (0.24-0.99); p = 0.046

  • EMN02 / HOVON 95 MMA randomized phase III study to compare Bortezomib,

    Melphalan, Prednisone (VMP) with High Dose Melphalan followed by Bortezomib, Lenalidomide,

    Dexamethasone (VRD) consolidation and Lenalidomide maintenance in patients with newly

    diagnosed multiple myeloma

    (NTR2528, Eudract 2009-017903-28)

    The European Intergroup Trial of the European Myeloma Network EMN

  • Design of EMN02 trial

    4 VCD +Stem cell apheresis

    R1

    4 VMP HDM 1/2

    2 VRD None

    Lenalidomide Lenalidomide

    HDM/ASCT at 1st relapse

    RegistrationInduction

    Stem cell mobilization in all pts

    Consolidation

    Maintenanceuntil relapse

    R2 MRD

    Early or late ASCT, once or twice

    https://clinicaltrials.gov/ct2/show/NCT01208766 [Accessed March 2015]

    Sonneveld et al. ASH 2016

  • EMN02 / HO95 MM 51

    no consolidationVRDCox LR P=0.045 (adjusted for 1st random.)

    N435450

    F137115

    no consolidation

    VRD

    At risk:435450

    336371

    187196

    4952

    no consolidation

    VRD

    0

    25

    50

    75

    100

    Cum

    ulat

    ive

    perc

    enta

    ge

    months0 12 24 36

    Progression free survival

    HR = 0.78 (0.61-1.00)

    Progression-free survival

    Sonneveld et al. ASH 2016

  • Stadtmauer et al. ASH 2016

  • Stadtmauer et al. ASH 2016

  • Stadtmauer et al. ASH 2016

  • Where are we? Risk stratify Smoldering IMID/PI combination is the standard of care Which PI

    Bz has the most data, randomized trials in progress Role of HDT

    Continues to offer benefit in achievement of MRD- Role of consolidation

    Limited role, tandem transplant does not offer benefit Role of Maintenance

  • Overall Survival: Median Follow-Up of 80 Months

    0.00 10 20 30 40 50 60 70 80 90 100 110 120

    0.2

    0.4

    0.6

    0.8

    1.0

    There is a 26% reduction in risk of death, representing an estimated 2.5-year increase in median survivala

    605 578 555 509 474 431 385 282 200 95 20 1 0604 569 542 505 458 425 350 271 174 71 10 0

    Overall Survival, mos

    Surv

    ival

    Pro

    babi

    lity

    Patients at risk

    7-yr OS

    62%

    50%N = 1209 LENALIDOMIDE CONTROL

    Median OS(95% CI), mos

    NE(NE-NE)

    86.0(79.8-96.0)

    HR (95% CI)P value

    0.74 (0.62-0.89).001

    a Median for lenalidomide treatment arm was extrapolated to be 116 months based on median of the control arm and HR (median, 86 months; HR = 0.74). HR, hazard ratio; NE, not estimable; OS, overall survival.

  • 0 . 2 5 0 . 5 1 2

    5 0 m L / m i n

    < 5 0 m L / m i n

    N o

    Y e s

    N o n - L E N

    L E N

    P R / S D / P D

    C R / V G P R

    C R

    I I I

    I o r I I

    F e m a l e

    M a l e

    6 0 y r s

    < 6 0 y r s

    H R

    LENa CONTROLa HR (95% CI)

    Age372 375 0.68 (0.54-0.86)233 229 0.83 (0.63-1.10)

    Sex322 349 0.65 (0.52-0.83)283 255 0.91 (0.69-1.19)

    ISS stage411 440 0.65 (0.52-0.81) 113 90 1.04 (0.72-1.51)

    Response after ASCT66 80 0.63 (0.35-1.16)

    320 339 0.70 (0.54-0.90)218 210 0.86 (0.65-1.15)

    Prior induction therapy147 146 0.48 (0.31-0.75)458 458 0.82 (0.67-1.00)

    Adverse-risk cytogeneticsb56 36 1.18 (0.66-2.10)

    231 243 0.79 (0.59-1.06)

    CrCl after ASCTc33 25 0.73 (0.33-1.60)

    379 404 0.74 (0.59-0.92)

    Overall Survival: Subgroup Analysis

    Favors controlFavors LEN

  • Suggested Approach for Newly Diagnosed MM

    Transplant Eligible

    Yes No

    RVD

    High RIsk Std RIsk

    Early Transplant Early vs Delayed Transplant

    t(4:14)

    Bz Maintenance

    Del 17p Other high risk features

    RVD Maintenance

    Len Maintenance

    Std RIsk High RIsk

    RVD-liteMPV

    t(4:14)

    Bz Maintenance

    Del 17p Other high risk features

    RVD Maintenance

    Rd, Vd,

    Nooka et al, JOP 2016

    Failure to achieve VGPR

    Car/Pom/DexMaintenance

  • Emory OS by Genetics

    Nooka et al, Leukemia 2013

    N= 256 all patients received RVD

    High risk all received 3 drug maintenance

    Minimal exposure to alkylators

  • New directions

    IMID/PI is the standard of Care for Newly diagnosed MM, question on optimal PI remains the subject of trials

    Transplant continues to have an important role in quest to achieve MRD negativityTandem in US patients not standard

    Maintenance is not one size fits all 4 drug induction is on the way

  • Thanks to:Jonathan KaufmanCharise Gleason Danni CassabourneMelanie Watson Donald HarveyRenee SmithColleen LewisAmelia Langston L.T. Heffner Ebeneezer David Claire TorreS-Y Sun Jing Chen Fadlo Khuri Leon BernalLarry Boise

    IMSGolfers Against CancerT.J. Martell Foundation

    And Many Others who are part of the B-cell Team

    Initial TherapyTopicsCriteria for Diagnosis of MyelomaSlide Number 4Free Light is Useful for Risk Assessment in AMMUpdated IMWG Criteria for Diagnosis of Multiple MyelomaSlide Number 7Ongoing InvestigationsPETHEMA Cure with old DrugsSlide Number 10Three Drugs Are Better Than TwoSlide Number 12Impact of IMIDs on OS and PFS with translocationsSlide Number 14Randomized Trial VTD vs VCD Shows superiority of IMID/PI RVD is better than VCDSlide Number 17Slide Number 18Slide Number 19Slide Number 20Where are we?Slide Number 22Slide Number 23Slide Number 24Slide Number 25Slide Number 26Slide Number 27IRD Response RatesIxazomib-Lenalidomide-Dexamethasone (IRd) combination before and after ASCT followed by Ixazomib maintenance in patients with newly diagnosed multiple myeloma:a phase 2 study from the Intergroupe Francophone du Mylome (IFM)Study designSlide Number 31Intent-to-treat / feasibilitySafety (excluding ASCT, and maintenance)ELO+ RVD phase II studyResponse After 4 CyclesOn-study death and treatment discontinuations due to AEsWhere are we?Slide Number 38Slide Number 39Slide Number 40Slide Number 41Slide Number 42Getting to Minimal Residual Disease (MRD): New Definitions for CRSlide Number 44Where are we?Slide Number 46Slide Number 47Slide Number 48Slide Number 49Design of EMN02 trial Progression-free survivalSlide Number 52Slide Number 53Slide Number 54Where are we?Overall Survival: Median Follow-Up of 80 MonthsOverall Survival: Subgroup AnalysisSlide Number 58Slide Number 59New directionsSlide Number 61