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DESTINY – an innovative platform for personalized
medicine from doctors for doctors & patients
Dubai, 16.12.2019
• Foundedin2008
• Network of 136 Neurologists/ Psychiatrists specialistsacross72
practices
• Distributed acrossGermany in 4 districts (North-East,North-West,
South-East, South-West)
• Standardised, fully digital, and ISO-certified office-based EMR
systemwith centralised cloud-based database - updated daily
• ~600,000 patients with neurological or psychiatric diseases**;
~25,000 MSpatients acrossdiseasesubtypes with back-data to
2008
• Cooperation with several universitiesin Germany and abroad
(Munich,Essen,Nuremberg, Basel,Zurich, Stanford)
• Approval by EthicsCommitteeof the Bavarian Medical Board as
well asEthicsCommitteeof the Medical BoardNorth-Rhine
NeuroTransData
Physiciannetworkneurology/psychiatry
2 NeuroTransData GmbH / NeuroTransConcept GmbH
Indication
3 NeuroTransData GmbH / NeuroTransConcept GmbH
Patientsin the network
Multiple Sclerosis 25,681
Dementia 33,146
Epilepsy 23,166
Depression 69,594
Schizophrenia 8,430
Parkinsonand motordisorders 20,972
Migraine 24,704
Indications & populations in the NTD network
4 NeuroTransData GmbH / NeuroTransConcept GmbH
Hard criteria (must-have)
5 NeuroTransData GmbH / NeuroTransConcept GmbH
• Certified according to ISO-Standard
• Authorization for post-graduate medical education in subject area
• Integrated standardised continuoustraining (e.g. via Virtual Classrooms)
for physicians and assistants(e.g. GCP,E-Diagnostics,Coaching)
• Utilisation of the NTD-Database
• Complete modern equipment, at least consistingof EEG,EMG/NCS,
CCDS(extracranial and evoked potentials)
Hard criteria (must-have)
6 NeuroTransData GmbH / NeuroTransConcept GmbH
• Fully digitalised practice with modern meansof communication(at least
T-DSLor the like)
• Consistentutilisation of theinternet
• Sufficient numberof physicians and medical personnel / healthcare
professionals
• Handicapped-suited accessand facilities
Furthercriteria (should-have)
7 NeuroTransData GmbH / NeuroTransConcept GmbH
• Neurologists at least
Nervenärzte at least
Psychiatristsatleast
900 panel patients/quarter/panel doctor
750 panel patients/quarter/panel doctor
450 panel patients/quarter/panel doctor
• Utilisation of a „positive list“ (medications)aswell asdiagnostics and therapy
conceptsin pre-defined indications
• Mustbe able to perform
• Lumbar puncture
• Infusion
• Observation room
• Conduct of clinical trials
Furthercriteria (should-have)
8 NeuroTransData GmbH / NeuroTransConcept GmbH
• Possibility to perform an MRTwithin 1-2 days (cooperation with a
radiologist or hospital), aswell asan on-site laboratory to assess
relevant parameters (e.g. CSF)or cooperation with a laboratory /
hospital
• Location, public transport, parking
• Publicrelations and development of a „Corporate Identity“ (outward
and inward)
DESTINY
DatabasE-assiStedTherapy decIsioN support sYstem
10
Theidea
Personalized medicine
‘Intuitive’ decisionby
physician
Studyresultsusedasbasis
Evidencebased
therapy
recommendation
Consideringindividual
patient characteristics
Currently, therapy decisionisbased mainlyonexperience ongut instinctfromdoctors.
Patientshave a desiretoget a second opinion onwhat therapy could work bestfor themselvesbased onthe experience from other patients with thesamedisease.
“Trial and error” iscostintensive.
‘Shotgun blast’ ‘Marksman’s shot’
NeuroTransData GmbH / NeuroTransConcept GmbH
DESTINY®– the patient-centered benefit model
DatabasE-assiSted Therapy decIsioN support sYstem
NTD Registry Database
External Registries/
Databases
Doctor Nurse
Patient Patient and doctor portal
My NTC Health Guide
PCTablet
Wearable App
External clinics, doctors
and healthcareproviders
Bidirectional
data transfer
Data entry & upload
Visualization and
eHealth application
Automatic MRI
evaluation & report
(via service provider)
Medication chart
Allergies and
intolerances
Findings and lab values
Vaccination and
vaccination plan
MRI images
Diagnosis and
clinical documentation
Treatment information
and implants
Medical reports
Modules for
therapy decisionsupport
PHREND
Therapy
optimization
Safety-Management
Tool
Biomarker
ELISPOT-test
Automated
Cognitive Platform
Drug Interactions
PGXperts
External systems
e.g.
powered by
“Fromdoctorsfor doctors& patients”
Upload
Module PHREND®
Predictive Healthcare with RealWorld Evidencefor Neurological Disorders
App providing personalized
comparisonsof treatment
effectiveness usingreal world
evidencedata (RWE)
Rollout to German doctor’s
offices starting early 2018
Pilot in NTDoffices launched
August 2017
Machinelearning and
statistical modelapplied for
clinical outcomes
Web-based tool providing
personalized comparisonsof
treatmenteffectivenessusingreal
world evidence (RWE)
Machinelearning / statistical
model used
RWEprovided by NTDcovering
20% of GermanMS patients
Currently 12 easy-to-enter input
variables for the doctor
Publishedinacademicliterature
(BMCMedical Research
Methodology)
CEcertified asmedical device
(classIapproved, classIIa in
progress)
12
Reasonsfor Prediction (doctor´s view)
13
Ethics committee
approvals
Quality Management
& RiskManagement
CECertification
(PHREND)
Privacy according to
EU-GDPRand German
PrivacyLaw
Quality standards & certifications
14 NeuroTransData GmbH | NeuroTransConceptGmbH
ISO 9001
ISO 14971
Awards
15 NeuroTransData GmbH | NeuroTransConceptGmbH
DESTINYfor doctors
16 NeuroTransData GmbH / NeuroTransConcept GmbH
17 Gesellschafterversammlung, Stuttgart28.09.2019
18 Gesellschafterversammlung, Stuttgart28.09.2019
Progress of
RWE data analytics
New
RWE Data use cases
• Propensity score:
• Theprobability of a patient
receiving thetreatment being tested
• Ina real world analysis, this
probability isunknownand ishence
estimated usinga logistic regression
model
Indication bias
DMT,diseasemodifying therapy; EDSS,expanded disability statusscore;MS,multiple sclerosis.Adapted from Kalincik TandButzkuevenH.Mult Scler. 2016;22:1642–8.
Covariates
characteristics that
predict subsequent
treatment success
Propensity score:0 1
TreatmentA TreatmentB
RecentMSactivity
(relapse / progression)
Previousimmunosuppressive treatment
Relapses(over last 12 months)
Numberof previous DMTs
Treatingcentre/ country
Disease duration
EDSS
Gender
Age
Multivariate
logistic regression
model
0.41
0.82
0.82
0.87
0.87
0.15
0.91
0.74
0.79
0.74
Propensity score matching
Mimics randomisation
in observationalstudies
Compares individuals who had a similar probability
(propensity score) of receiving the same treatment
but actually received differenttreatments
RWE data analytics: Indication bias
Propensity Score Matching (PSM) schafft vergleichbare
Patientenpopulationen (Reduktion des “Indication Bias”)
0.39398
0.82922 0.15441
0.79748
0.39758
0.79743
0.67654
0.75222 0.98011
0.91542
0.24591
0.33322
0.81951
0.48123
0.35998
0.22123
0.76720
0.39221
0.07739
0.00233
0.91924
0.28007
0.69792
0.74700
0.33386
0.42549
Patienten Therapie A Patienten Therapie B
Matching
nach
PSM score
10 0.5
▸Der Propensity Score (PS) gibt die Wahrscheinlichkeit an, mit der ein Patient die Therapie A erhält.
Er wird aus einem Set an Baseline-Charakteristiken berechnet.
VOR MATCHING NACH MATCHING
Extrahierte Paare
nach dem Matching
0.69792 0.67654 0.33386 0.33322
0.91542 0.91924 0.7607.75222
20
0.81951 0.82922 0.39758 0.39398
0.35998 0.22123 0.48123
0.28007 0.39221 0.79748
0.00233 0.07739 0.15441
Patienten
ohne Match
Patienten
ohne Match
Patienten Therapie A
Patienten Therapie B
10 0.5
0.98011
0.7974
3
0.74591
DMF,delayed-release dimethyl fumarate; NTD,NeuroTransData.
Matching NTD populations: DMF vs fingolimod
0.0
0.5
1.5
2.0
Density 1.0
0.00 0.25 0.75 1.000.50
Propensityscore
BEFORE 1:1 MATCHING
0.0
0.5
1.0
1.5
2.0
Density
0.00 0.25 0.75 1.000.50
Propensityscore
AFTER 1:1 MATCHING
Fingolimod
DMF
Resultsof prediction PHREND®vs.CONFIRM,DEFINE,REGARD,
TRANSFORMS(all outcomes)
24 NeuroTransData GmbH / NeuroTransConcept GmbH
DESTINYfor patients
25 NeuroTransData GmbH / NeuroTransConcept GmbH
Therapieplan.Plus
With individualized information, instructionsand medication schedulefor patients
Therapy plan Individual information Patient diary Medication schedule
26 NeuroTransData GmbH / NeuroTransConcept GmbH
Individualized information channelfor patients
Theright information for the
right patient at the right time.
27
• General information about disease&
treatmentoptions
• Information about therapy support
programs and services
• Product-specificinformation
• Special instructionsfor medication intake
Connectingall actors in the healthcare system
28 NeuroTransData GmbH / NeuroTransConcept GmbH
Individual Therapy Management
29 NeuroTransData GmbH / NeuroTransConcept GmbH
sConceptGmbH
Benefits for patients & doctors
Advantages for patients
• Platform tailored to individualpatient
characteristics
• Interaction with treating physician outside
of office hours, enhancement of
communication between doctor and
patient
• Bidirectional data exchange patient/doctor
• Visualization of clinical data, active
involvement of patients in treatment
process
• Improved control and coping with disease,
higher treatment success
• Information about new developments,
supportive measurements and services
Advantages for doctors
• Optimization of interaction between
doctor and patient
• Enhancement of patients‘ loyalty
• Improved therapy control
• Higher adherence, compliance and
treatment success
• Reputation as modern, state-of-the-art
practice
• Support of doctor and medical personnel
in daily practice
“New waysto improveyour health.”
30 NeuroTransData GmbH / NeuroTran
Futuremodel – value-based payment for healthcare systems
31 NeuroTransData GmbH / NeuroTransConcept GmbH
Leverage PwCand NTDexpertise to scaleDESTINYto other disease areas
Destiny
Other Disease Areas
32 NeuroTransData GmbH / NeuroTransConcept GmbH
DESTINY®– the patient-centered benefit model
DatabasE-assiSted Therapy decIsioN support sYstem
NTD Registry Database
External Registries/
Databases
Doctor Nurse
Patient Patient and doctor portal
My NTC Health Guide
PCTablet
External clinics, doctors
and healthcareproviders
Bidirectional
data transfer
Data entry & upload
Visualization and
eHealth application
Automatic MRI
evaluation & report
(via service provider)
Medication chart
Allergies and
intolerances
Findings and lab values
Vaccination and
vaccination plan
MRI images
Diagnosis and
clinical documentation
Treatment information
and implants
Medical reportsTherapy
optimization
Biomarker
ELISPOT-test
Drug Interactions
PGXperts
Modules for
therapy decisionsupport
PHREND
Automated
Cognitive Platform
Safety-
Management Tool
External systems
e.g.
powered by
Upload Wearable App
NeuroTransData GmbH / NeuroTransConcept GmbH
34 NeuroTransData GmbH / NeuroTransConcept GmbH

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DESTINY – An Innovative Platform for Personalized Medicine from Doctors for Doctors & Patients

  • 1. DESTINY – an innovative platform for personalized medicine from doctors for doctors & patients Dubai, 16.12.2019
  • 2. • Foundedin2008 • Network of 136 Neurologists/ Psychiatrists specialistsacross72 practices • Distributed acrossGermany in 4 districts (North-East,North-West, South-East, South-West) • Standardised, fully digital, and ISO-certified office-based EMR systemwith centralised cloud-based database - updated daily • ~600,000 patients with neurological or psychiatric diseases**; ~25,000 MSpatients acrossdiseasesubtypes with back-data to 2008 • Cooperation with several universitiesin Germany and abroad (Munich,Essen,Nuremberg, Basel,Zurich, Stanford) • Approval by EthicsCommitteeof the Bavarian Medical Board as well asEthicsCommitteeof the Medical BoardNorth-Rhine NeuroTransData Physiciannetworkneurology/psychiatry 2 NeuroTransData GmbH / NeuroTransConcept GmbH
  • 3. Indication 3 NeuroTransData GmbH / NeuroTransConcept GmbH Patientsin the network Multiple Sclerosis 25,681 Dementia 33,146 Epilepsy 23,166 Depression 69,594 Schizophrenia 8,430 Parkinsonand motordisorders 20,972 Migraine 24,704 Indications & populations in the NTD network
  • 4. 4 NeuroTransData GmbH / NeuroTransConcept GmbH
  • 5. Hard criteria (must-have) 5 NeuroTransData GmbH / NeuroTransConcept GmbH • Certified according to ISO-Standard • Authorization for post-graduate medical education in subject area • Integrated standardised continuoustraining (e.g. via Virtual Classrooms) for physicians and assistants(e.g. GCP,E-Diagnostics,Coaching) • Utilisation of the NTD-Database • Complete modern equipment, at least consistingof EEG,EMG/NCS, CCDS(extracranial and evoked potentials)
  • 6. Hard criteria (must-have) 6 NeuroTransData GmbH / NeuroTransConcept GmbH • Fully digitalised practice with modern meansof communication(at least T-DSLor the like) • Consistentutilisation of theinternet • Sufficient numberof physicians and medical personnel / healthcare professionals • Handicapped-suited accessand facilities
  • 7. Furthercriteria (should-have) 7 NeuroTransData GmbH / NeuroTransConcept GmbH • Neurologists at least Nervenärzte at least Psychiatristsatleast 900 panel patients/quarter/panel doctor 750 panel patients/quarter/panel doctor 450 panel patients/quarter/panel doctor • Utilisation of a „positive list“ (medications)aswell asdiagnostics and therapy conceptsin pre-defined indications • Mustbe able to perform • Lumbar puncture • Infusion • Observation room • Conduct of clinical trials
  • 8. Furthercriteria (should-have) 8 NeuroTransData GmbH / NeuroTransConcept GmbH • Possibility to perform an MRTwithin 1-2 days (cooperation with a radiologist or hospital), aswell asan on-site laboratory to assess relevant parameters (e.g. CSF)or cooperation with a laboratory / hospital • Location, public transport, parking • Publicrelations and development of a „Corporate Identity“ (outward and inward)
  • 10. 10 Theidea Personalized medicine ‘Intuitive’ decisionby physician Studyresultsusedasbasis Evidencebased therapy recommendation Consideringindividual patient characteristics Currently, therapy decisionisbased mainlyonexperience ongut instinctfromdoctors. Patientshave a desiretoget a second opinion onwhat therapy could work bestfor themselvesbased onthe experience from other patients with thesamedisease. “Trial and error” iscostintensive. ‘Shotgun blast’ ‘Marksman’s shot’ NeuroTransData GmbH / NeuroTransConcept GmbH
  • 11. DESTINY®– the patient-centered benefit model DatabasE-assiSted Therapy decIsioN support sYstem NTD Registry Database External Registries/ Databases Doctor Nurse Patient Patient and doctor portal My NTC Health Guide PCTablet Wearable App External clinics, doctors and healthcareproviders Bidirectional data transfer Data entry & upload Visualization and eHealth application Automatic MRI evaluation & report (via service provider) Medication chart Allergies and intolerances Findings and lab values Vaccination and vaccination plan MRI images Diagnosis and clinical documentation Treatment information and implants Medical reports Modules for therapy decisionsupport PHREND Therapy optimization Safety-Management Tool Biomarker ELISPOT-test Automated Cognitive Platform Drug Interactions PGXperts External systems e.g. powered by “Fromdoctorsfor doctors& patients” Upload
  • 12. Module PHREND® Predictive Healthcare with RealWorld Evidencefor Neurological Disorders App providing personalized comparisonsof treatment effectiveness usingreal world evidencedata (RWE) Rollout to German doctor’s offices starting early 2018 Pilot in NTDoffices launched August 2017 Machinelearning and statistical modelapplied for clinical outcomes Web-based tool providing personalized comparisonsof treatmenteffectivenessusingreal world evidence (RWE) Machinelearning / statistical model used RWEprovided by NTDcovering 20% of GermanMS patients Currently 12 easy-to-enter input variables for the doctor Publishedinacademicliterature (BMCMedical Research Methodology) CEcertified asmedical device (classIapproved, classIIa in progress) 12
  • 14. Ethics committee approvals Quality Management & RiskManagement CECertification (PHREND) Privacy according to EU-GDPRand German PrivacyLaw Quality standards & certifications 14 NeuroTransData GmbH | NeuroTransConceptGmbH ISO 9001 ISO 14971
  • 15. Awards 15 NeuroTransData GmbH | NeuroTransConceptGmbH
  • 16. DESTINYfor doctors 16 NeuroTransData GmbH / NeuroTransConcept GmbH
  • 19. Progress of RWE data analytics New RWE Data use cases
  • 20. • Propensity score: • Theprobability of a patient receiving thetreatment being tested • Ina real world analysis, this probability isunknownand ishence estimated usinga logistic regression model Indication bias DMT,diseasemodifying therapy; EDSS,expanded disability statusscore;MS,multiple sclerosis.Adapted from Kalincik TandButzkuevenH.Mult Scler. 2016;22:1642–8. Covariates characteristics that predict subsequent treatment success Propensity score:0 1 TreatmentA TreatmentB RecentMSactivity (relapse / progression) Previousimmunosuppressive treatment Relapses(over last 12 months) Numberof previous DMTs Treatingcentre/ country Disease duration EDSS Gender Age Multivariate logistic regression model 0.41
  • 21. 0.82 0.82 0.87 0.87 0.15 0.91 0.74 0.79 0.74 Propensity score matching Mimics randomisation in observationalstudies Compares individuals who had a similar probability (propensity score) of receiving the same treatment but actually received differenttreatments RWE data analytics: Indication bias
  • 22. Propensity Score Matching (PSM) schafft vergleichbare Patientenpopulationen (Reduktion des “Indication Bias”) 0.39398 0.82922 0.15441 0.79748 0.39758 0.79743 0.67654 0.75222 0.98011 0.91542 0.24591 0.33322 0.81951 0.48123 0.35998 0.22123 0.76720 0.39221 0.07739 0.00233 0.91924 0.28007 0.69792 0.74700 0.33386 0.42549 Patienten Therapie A Patienten Therapie B Matching nach PSM score 10 0.5 ▸Der Propensity Score (PS) gibt die Wahrscheinlichkeit an, mit der ein Patient die Therapie A erhält. Er wird aus einem Set an Baseline-Charakteristiken berechnet. VOR MATCHING NACH MATCHING Extrahierte Paare nach dem Matching 0.69792 0.67654 0.33386 0.33322 0.91542 0.91924 0.7607.75222 20 0.81951 0.82922 0.39758 0.39398 0.35998 0.22123 0.48123 0.28007 0.39221 0.79748 0.00233 0.07739 0.15441 Patienten ohne Match Patienten ohne Match Patienten Therapie A Patienten Therapie B 10 0.5 0.98011 0.7974 3 0.74591
  • 23. DMF,delayed-release dimethyl fumarate; NTD,NeuroTransData. Matching NTD populations: DMF vs fingolimod 0.0 0.5 1.5 2.0 Density 1.0 0.00 0.25 0.75 1.000.50 Propensityscore BEFORE 1:1 MATCHING 0.0 0.5 1.0 1.5 2.0 Density 0.00 0.25 0.75 1.000.50 Propensityscore AFTER 1:1 MATCHING Fingolimod DMF
  • 24. Resultsof prediction PHREND®vs.CONFIRM,DEFINE,REGARD, TRANSFORMS(all outcomes) 24 NeuroTransData GmbH / NeuroTransConcept GmbH
  • 25. DESTINYfor patients 25 NeuroTransData GmbH / NeuroTransConcept GmbH
  • 26. Therapieplan.Plus With individualized information, instructionsand medication schedulefor patients Therapy plan Individual information Patient diary Medication schedule 26 NeuroTransData GmbH / NeuroTransConcept GmbH
  • 27. Individualized information channelfor patients Theright information for the right patient at the right time. 27 • General information about disease& treatmentoptions • Information about therapy support programs and services • Product-specificinformation • Special instructionsfor medication intake
  • 28. Connectingall actors in the healthcare system 28 NeuroTransData GmbH / NeuroTransConcept GmbH
  • 29. Individual Therapy Management 29 NeuroTransData GmbH / NeuroTransConcept GmbH
  • 30. sConceptGmbH Benefits for patients & doctors Advantages for patients • Platform tailored to individualpatient characteristics • Interaction with treating physician outside of office hours, enhancement of communication between doctor and patient • Bidirectional data exchange patient/doctor • Visualization of clinical data, active involvement of patients in treatment process • Improved control and coping with disease, higher treatment success • Information about new developments, supportive measurements and services Advantages for doctors • Optimization of interaction between doctor and patient • Enhancement of patients‘ loyalty • Improved therapy control • Higher adherence, compliance and treatment success • Reputation as modern, state-of-the-art practice • Support of doctor and medical personnel in daily practice “New waysto improveyour health.” 30 NeuroTransData GmbH / NeuroTran
  • 31. Futuremodel – value-based payment for healthcare systems 31 NeuroTransData GmbH / NeuroTransConcept GmbH
  • 32. Leverage PwCand NTDexpertise to scaleDESTINYto other disease areas Destiny Other Disease Areas 32 NeuroTransData GmbH / NeuroTransConcept GmbH
  • 33. DESTINY®– the patient-centered benefit model DatabasE-assiSted Therapy decIsioN support sYstem NTD Registry Database External Registries/ Databases Doctor Nurse Patient Patient and doctor portal My NTC Health Guide PCTablet External clinics, doctors and healthcareproviders Bidirectional data transfer Data entry & upload Visualization and eHealth application Automatic MRI evaluation & report (via service provider) Medication chart Allergies and intolerances Findings and lab values Vaccination and vaccination plan MRI images Diagnosis and clinical documentation Treatment information and implants Medical reportsTherapy optimization Biomarker ELISPOT-test Drug Interactions PGXperts Modules for therapy decisionsupport PHREND Automated Cognitive Platform Safety- Management Tool External systems e.g. powered by Upload Wearable App NeuroTransData GmbH / NeuroTransConcept GmbH
  • 34. 34 NeuroTransData GmbH / NeuroTransConcept GmbH