Visual Analytics for Healthcare - Panel at AMIA 2012 in Chicago
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Transcript of Visual Analytics for Healthcare - Panel at AMIA 2012 in Chicago
Panel onVisual Analytics
for
Healthcare
AMIA 2012 - November 5, 2012Moderator: Adam Perer, IBM Research
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Visual analytics combines automated analysis with interactive visualizations
to understand, reason and make decisions from
big data
De!nition adapted from Daniel Keim, Jörn Kohlhammer,Geoffrey Ellis and Florian Mansmann’s Mastering the Information Age Solving Problems with Visual Analytics
Panelists• Ben
ShneidermanUniversity of Maryland
Pattern Finding in Point & Interval
Event Sequences
PanelistsYuval Shahar
Ben-Gurion University
Visual Analytics for Discovery of Time-Oriented
Clinical Knowledge
PanelistsDavid GotzIBM Research
Visual Analytics for Healthcare
PanelistsDiana MacleanStanford University
Finding What to Look For
Exploratory Visual Analytics for Online Health Communities
Pattern Finding in Point & Interval Event Sequences
!
Ben Shneiderman [email protected] @benbendc
Founding Director (1983-2000), Human-Computer Interaction Lab Professor, Department of Computer Science
Member, Institute for Advanced Computer Studies
University of Maryland College Park, MD 20742
Interdisciplinary research community - Computer Science & Info Studies - Psych, Socio, Poli Sci & MITH (www.cs.umd.edu/hcil)
Patient Histories: Our Research
www.cs.umd.edu/hcil/toolname
Tool Event Types
Records
Display
LifeLines Points, Intervals
One Individual
LifeLines2 Points Many Individual, Summary
Similan Points Many Individual LifeFlow Points Many Individual,
Aggregate EventFlow Points,
Intervals Many
Individual, Aggregate
LifeLines: Patient Histories
www.cs.umd.edu/hcil/lifelines
LifeLines2: Contrast+Creatine
www.cs.umd.edu/hcil/lifelines
LifeLines2: Align-Rank-Filter & Summarize
www.cs.umd.edu/hcil/lifelines
LifeLines2: Align-Rank-Filter & Summarize
www.cs.umd.edu/hcil/lifelines2
Similan: Search
www.cs.umd.edu/hcil/similan
LifeFlow: Aggregation Strategy
Temporal Categorical Data (4 records) LifeLines2 format Tree of Event Sequences LifeFlow Aggregation
www.cs.umd.edu/hcil/lifeflow
LifeFlow: Interface with User Controls
EventFlow: Original Dataset
LABA_ICSs Merged
SABAs Merged
Align by First LABA_ICS
Reduce Window Size
Overview + Details
Current Directions
- Motif Simplifications: Find & Replace - Query Features - Menus & Graphical Query - Absence for Points & Intervals - Flexible Temporal Patterns - Scalability - Event types, Events, Records, Query complexity - LP Algorithm - Long-term Case Studies
30th Annual Symposium May 22-23, 2013
www.cs.umd.edu/hcil
@benbendc
Visual Analytics for Discovery of Time-Oriented
Clinical Knowledge or:
You need to Know Something if You Want to Know More
Yuval Shahar, M.D., Ph.D.
Medical Informatics Research Center Department of Information Systems Engineering
Ben Gurion University, Beer Sheva,
Israel [email protected]
Declarative Knowledge in the Medical Domain
• Many medical tasks, especially those involving chronic patients, require extraction of clinically meaningful concepts from multiple sources of raw, longitudinal, time-oriented data
• Example: �Modify the standard dose of the drug, if during treatment, the
patient experiences a second episode of moderate anemia that has persisted for at least two weeks�
• Examples of clinical tasks that require temporal reasoning: – Therapy
• Following a treatment plan based on a clinical guideline – Monitoring and Diagnosis
• Searching for �a gradual increase of fasting blood-glucose level� – Quality assessment
• Comparing observed treatments with those recommended by a guideline – Research
• Discovery of hidden dependencies over time between clinical parameters
The Need for Intelligent Mediation: The Gap Between Raw Data and Meaningful Concepts
Clinical databases store raw, time-stamped data BUT: Clinicians and decision-support applications reason in
terms of abstract, clinically meaningful concepts, typically over time periods, AKA Temporal abstractions
! Automated computation of concepts or of temporal
patterns derivable from raw data, using knowledge, supports monitoring, interactive data mining, and automated discovery of meaningful temporal patterns
Bridging the Gap: Knowledge-Based
Monitoring, Exploration, and Discovery • A distributed architecture that caters for three needs:
– Automated means for monitoring and recognition of meaningful known patterns, in time-oriented data, by applying temporal-abstraction knowledge from multiple domain-specific knowledge sources to data from multiple data sources
– Interactive, human-operated means for dynamic visual exploration of a time-oriented data repository, using on-the-fly integration with domain-specific knowledge, to identify new meaningful patterns and add them to the knowledge base
– Automated analysis, enumeration, and discovery of new meaningful, significant temporal-abstraction patterns (relationships amongst temporal-abstraction intervals)
The Temporal-Abstraction Ontology (Shahar, Artif. Intell. 1997)
• Used by the Knowledge-Based Temporal-Abstraction Method; Includes: • Events (interventions) (e.g., insulin therapy; surgery; irradiation) - part-of, is-a relations • Parameters (measured raw data and derived [abstract] concepts) (e.g., hemoglobin values; anemia levels; liver toxicity grade) - abstracted-into, is-a relations • Patterns (e.g., crescendo angina; paradoxical hyperglycemia) - component-of, is-a relations • Abstraction goals (user views)(e.g., diabetes therapy) - is-a relations • Interpretation contexts (effect of regular insulin; pregnancy; infant) - subcontext, is-a relations • Interpretation contexts are induced by all other entities
Temporal-Abstraction Output Types
• State abstractions (LOW, HIGH) • Gradient abstractions (INC, DEC) • Rate Abstractions (SLOW, FAST) • Pattern Abstractions (CRESCENDO)
- Linear [one-time] patterns - Periodic [repeating] patterns - Fuzzy patterns (partial match)
Temporal-Abstraction Knowledge Types
• Structural (e.g., part-of, is-a relations) - mainly declarative/relational (BMI = ƒ(Wt,Ht))
• Classification (e.g., value ranges; patterns) - mainly functional (BMI = Wt/Ht^2) • Temporal-semantic (e.g., �concatenable��property) - mainly logical (anemia is concatenable; pregnancy is not) • Temporal-dynamic (e.g., interpolation functions) - mainly probabilistic (anemia periods can be bridged)
The IDAN Temporal-Abstraction Mediator [Boaz and Shahar, Artif. Intell. Med 2005]
Temporal- abstraction controller
Knowledge- acquisition tool
Standard medical vocabularies service
Decision support system
Medical knowledge service
Temporal- abstraction service
Medical data Access service
Medical expert
End user (care provider)
The GESHER Knowledge Structuring and Maintenance Tool: Creating a Declarative Knowledge Map from Medical Concepts
[Hatsek et al., OMIJ 2010]
Structured text description
A knowledge map
Constraints on concept values
Overall pattern
Raw clinical data
Intermediate interpretations
Medical knowledge browser
Concept search
The KNAVE-II Single-Subject Browsing and Exploration Interactive Interface [Shahar et al., Artif. Intell. Med 2006]
Evaluation of KNAVE-II (Palo Alto Veterans Administration Health Care System)
(Martins , Shahar, et al., Artif. Intell. Med. 2008)
! 14 clinicians with varying medical/computer use backgrounds ! Each user was given a brief demonstration of the interface ! DB: more than 1000 bone-marrow transplantation patients (2-4yrs) ! Each user asked to answer 10 queries common in oncology protocols ! A cross-over study design compared the KNAVE-II module versus two existing
methods: paper charts and an electronic spreadsheet (ESS) ! (The 2nd phase, using more difficult queries, compared only versus the ESS)
• Direct Ranking comparison: KNAVE-II ranked first in preference by all users • SUS Usability Scores: KNAVE-II 69, ESS 48, Paper 46 (P=0.006) • Time: In the first evaluation: Users were significantly faster using KNAVE-II,
up to a mean of 93 seconds difference versus paper, and 27 seconds versus the ESS, for the hardest query (p = 0.0006); In the second evaluation: The comparison with the ESS showed a similar trend for moderately difficult queries (P=0.007) and for hard queries (p=0.002); the two hardest queries were answered a mean of 277 seconds faster when using KNAVE-II rather than ESS
• Correctness: for KNAVE-II 92% [110/120]; for ESS 57% [69/120], in the second study; scores were significantly higher for all queries (p<0.0001)
Exploration of Subject Populations: The VISITORS System
[Klimov and Shahar, Artif. Intell. Med. 2010; J. Intell. Info. Sys. 2010]
• VISualizatIon and exploration of Time-Oriented raw data and abstracted concepts for multiple RecordS
– Knowledge-based time-oriented interpretations of the raw data – Graphical construction of subject-selection query expressions – Visual display and interactive exploration – Use of absolute time as well as relative time (from some event) – Multiple-record aggregation and association
• Evaluated for functionality and usability by clinicians and knowledge engineers, with encouraging results
A VISITORS �Select Subject� Query (1) • Demographic Constraints:
– Male subjects, who are Young (age≤20) or Old (age≥70)
Query is automatically and incrementally being created from the user�s graphical specification
OR relation
A VISITORS �Select Subjects� Query (2)
• Knowledge based constraints Hemoglobin state was abstracted as less than Normal, for at least seven days, starting at a time point that is at least two weeks after the allogenic BMT
WBC count was increasing during the same period
A VISITORS �Select Time Intervals� Query • Find time intervals (in a monthly resolution) during which the
HGB value state was considered lower than “normal” for more than 50% of the subjects
Multiple-subjects raw data
Medical knowledge browser
Subject groups
Distribution of derived patterns over time
Concept search
The VISITORS Multiple-Records Main Interactive-Display Interface
Temporal Association Charts [Klimov and Shahar, Meth. Info. Med. 2010]
The data of each subject are connected by a line
Abstractions for the same subject group are connected; support and confidence are indicated by width and hue
A Temporal-Mediation Application Example: The MobiGuide Project
• Coordinated by Mor Peleg, Haifa University, Israel • Funded by the EU; an FP7 Integrated Project • 13 partners from 5 countries • Monitoring of chronic patients through bodily sensors and a smart phone
– Cardiac arrhythmia patients in Italy – Diabetes and high blood pressure in high-risk pregnancy in Spain
• Provision of alerts to the patients through the mobile phone, and guideline-based decision support to their care providers through the Web
• Abstraction of raw time-oriented monitored and historical patient data, to support interpretation, alerting, decision support, quality assessment, and mining performed by a temporal mediator
Temporal Data Mining: Mining Temporal Interval Related Patterns
A Temporal Interval Related Pattern (TIRP) is a conjunction of temporal relations among symbolic time intervals (i.e., abstractions)
{A1 o B, A1 o D, A1 m C1, A1 b C2, A1 b A2, B o D, B c C1, B b C2, B b A2, C1 b C2, C1 b A2, C2 o A1 , D c C1,D o C2}
KarmaLego – Fast TIRP Mining [Moskovitch & Shahar, IDAMAP 2009, AMIA 2009]!
*Ri = {Before, After, During, Overlaps…}
A KarmaLego Example: Looking at a Diabetes Dataset
[Moskovitch & Shahar, AMIA 2009]!
• Contains 2038 diabetic patients� data accumulating over five years (2002-2007) , monitored by a large HMO
• Includes monthly measurements such as of HbA1c, Glucose, and Cholesterol values, and medications purchased, including diabetic (insulin-based) medications, statins, and beta-blockers, normalized by the Defined Daily Dose (DDD)
• The laboratory-test values were abstracted using the KBTA method, based on domain expert specifications
• The medication doses were abstracted, using the Equal- Width Discretization method, into three states!
0.26 0.18 0.22 0.28
0.25 0.23 0.33 0.42 0.29
Exploration of Diabetes TIRPs: An Example of discovered Patterns
[Moskovitch & Shahar, AMIA 2009]
Shown : Levels of [vertical] support; [No. cases/Horizontal support] D.inc, D.dec, De.stab: drug dose gradient; H.dec, H.inc, H.stab: HbA1C gradient F = Finishes; M = Meets; S = Starts (temporal relations)
The KarmaLego Visualization Tool (I)!
The KarmaLego Visualization Tool (II)!
Automated Classification: Using TIRPs as Features
[Moskovitch & Shahar, IDAMAP 2009]
• The TIRPs discovered by KarmaLego can be used as features for classification • Classification was rigorously evaluated in several medical domains
• Example: An ICU dataset of patients who underwent cardiac surgery at the Academic Medical Center in Amsterdam during April 2002-May 2004
• Static data include details such as age, gender, surgery type • Temporal data (HR, BP, FiO2…) measured each minute during first 12
hours • Classification task: Determine whether the patient was mechanically
ventilated more than 24 hours during her postoperative ICU stay • 664 patients; 196 patients were mechanically ventilated for more than
24hrs (29.5%) • Multiple aspects were investigated: The temporal-relations fuzziness
factor value, the discretization method, the feature selection method… • Overall accuracy: 79.6% for most combinations involving 5 discrete
states using a very simple equal-width discretization method
Summary: Intelligent Abstraction, Exploration, and Discovery
of Time-Oriented Data and Their Abstractions • It takes knowledge to obtain even more knowledge!
• Distributed integration of time-oriented clinical data and knowledge • Faster identification of new patterns
• Goal-directed: By supporting intelligent, interactive visual exploration, by a domain expert, of the contents of the accumulating time-oriented database
• Data-driven: by automated discovery of frequent temporal patterns • Quick adaptation to new patterns, by enabling human experts to easily
modify the knowledge base • Visualization provides concise, meaningful summaries of large amounts of
time-oriented data in terms familiar to the clinicians • Temporal abstractions can also be used for generation of natural language summaries
• Suggests an iterative process in which new discovered and validated knowledge is added to the knowledge base and is exploited for the discovery of further medical knowledge
VISUAL'ANALYTICS'FOR'HEALTHCARE'
David&Gotz&Healthcare&Analy4cs&Research&Group&IBM&T.J.&Watson&Research&Center&
n Making'healthcare'smarter'
My&Team&at&IBM&Research&
Data'Mining'
Visual'AnalyBcs'
StaBsBcs'
Clinical'Medicine'
Healthcare'AnalyBcs'Research'Group'IBM'T.J.'Watson'Research'Center'Yorktown'Heights,'New'York''hMp://www.research.ibm.com/healthcare/'
n Making'healthcare'smarter'
Personalized&EvidenceDBased&Medicine&
Pa4ent& Clinician&
Search'and
'An
alysis'
Tens'of'Thousands'to'10+'Million'Pa9ents'• Several'Years'of'Data'Per'Pa/ent'• Thousands'of'Features'
• Demographics'• Diagnoses'• Labs'• Procedures'• Claims'
• Unstructured'Physician'Notes'
n Making'healthcare'smarter'
Personalized&EvidenceDBased&Medicine&
Pa4ent& Clinician&
n Making'healthcare'smarter'
Many&Opportuni4es&for&Visualiza4on&
? Clinically similar to
Visual cohort refinement
?
Visual outcome analysis
Patient population
?
Query patient
Patient similarity assessment in clinical factor/feature space
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n Making'healthcare'smarter'
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n Making'healthcare'smarter'
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&&&• Icons&are&interac4ve&
– Compare&– Merge&– Split&
n Making'healthcare'smarter'
DICON&Demonstra4on&
n Making'healthcare'smarter'
Visual&Outcome&Analysis&
n Making'healthcare'smarter'
OuTlow:'A&Temporal&Pathway&Visualiza4on&Patient Outcome Time-stamped Events
[A,B,C]&
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[A]&
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Average outcome = 0.4 Average time = 10 days Number of patients = 10
Aggregate'
n Making'healthcare'smarter'
OuTlow:&Visual&Encoding& NOW Future Past
C
A
B
D
E
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n Making'healthcare'smarter'
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• However,&cohort&analysis&is¬&always&a&oneDway&process&
Persisted Cohorts
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Conclusion&
? Clinically similar to
Visual cohort refinement
?
Visual outcome analysis
Patient population
?
Query patient
Patient similarity assessment in clinical factor/feature space
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Similarity Analysis
1'
2'
3'
Finding What to Look For Exploratory Visual Analytics for
Online Health Communities
Diana MacLean, PhD Candidate
Advised by Je!rey Heer Computer Science Dept.
Stanford University [email protected]
Exploratory Visual Analytics
• Start of research cycle (rinse, repeat) • Goals • Create a mental map of the data • Drive hypotheses generation
• Useful for • Big(ish) data • Researchers with partial/full domain expertise
FORUM CONTENT
What do users talk about? Do forums contain novel, useful information? Can online health forum participation help patients?
The Raw Data
Creating a Co-Occurrence Graph
Wgat allergy that might trigger asthma? And she has had allergy and asthma problems since birth. It could be asthma, or you could have a heart condition.
Creating a Co-Occurrence Graph
Wgat allergy that might trigger asthma? And she has had allergy and asthma problems since birth. It could be asthma, or you could have a heart condition.
asthma allergy
Creating a Co-Occurrence Graph
Wgat allergy that might trigger asthma? And she has had allergy and asthma problems since birth. It could be asthma, or you could have a heart condition.
asthma allergy
Creating a Co-Occurrence Graph
Wgat allergy that might trigger asthma? And she has had allergy and asthma problems since birth. It could be asthma, or you could have a heart condition.
asthma allergy
Creating a Co-Occurrence Graph
Wgat allergy that might trigger asthma? And she has had allergy and asthma problems since birth. It could be asthma, or you could have a heart condition.
asthma allergy
Creating a Co-Occurrence Graph
Wgat allergy that might trigger asthma? And she has had allergy and asthma problems since birth. It could be asthma, or you could have a heart condition.
asthma allergy
heart condition
Pain Forum
Pain Forum
Pain Forum
Pain Forum
Hypothesis: A common discussion pattern in the Pain Management forum is, “I took [DRUG X] after having surgery on [BODY PART Y].”
Pain Forum : Body Parts
Pain Forum : Body Parts
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Summary
• First: figure out what to look for • Exploratory visual analytics can help us
marshal hypotheses – Quickly – Even with big (ish) data – But without accuracy /completeness guarantees
• Visualizations can be playful – Fun/accuracy trade-o! – Can we engage non-experts (users), too?