Back

Patient digital twins: an introduction based on a scoping review

Drummond, D.; Gonsard, A.

2024-02-21 health informatics
10.1101/2024.02.20.24303096 medRxiv
Show abstract

The concept of digital twins, widely adopted in industry, is entering healthcare. In this scoping review, we analysed definitions and characteristics of patient digital twins being developed for clinical use. Searching for studies claiming digital twin development/evaluation until August 2023, we identified 86 articles representing 80 unique claimed digital twins, nearly all (98%) in preclinical phases. From the analysis of definitions and characteristics, we propose to define patient digital twin as "a viewable digital replica of a patient, organ, or biological system that contains multidimensional, patient-specific information". Two main forms were found: simulation digital twins using computational modelling of patient anatomy/physiology to run personalised outcome predictions and therapy evaluations, mostly for one-time assessments; and monitoring digital twins harnessing aggregated patient data for continuous risk/outcome forecasting over time and care optimisation. As patient digital twins rapidly emerge, the proposed definitions and subtypes offer a framework to guide research into realising the potential of these personalised, integrative technologies to advance clinical care.

Matching journals

The top 1 journal accounts for 50% of the predicted probability mass.

1
npj Digital Medicine
97 papers in training set
Top 0.1%
61.7%
50% of probability mass above
2
Journal of Medical Internet Research
85 papers in training set
Top 2%
2.8%
3
Frontiers in Digital Health
20 papers in training set
Top 0.4%
2.4%
4
PLOS Digital Health
91 papers in training set
Top 1%
2.1%
5
Scientific Reports
3102 papers in training set
Top 55%
1.8%
6
JMIR Medical Informatics
17 papers in training set
Top 0.7%
1.8%
7
Journal of Biomedical Informatics
45 papers in training set
Top 0.8%
1.7%
8
Computer Methods and Programs in Biomedicine
27 papers in training set
Top 0.4%
1.7%
9
Journal of Personalized Medicine
28 papers in training set
Top 0.4%
1.5%
10
The Lancet Digital Health
25 papers in training set
Top 0.5%
1.3%
11
BMJ Open
554 papers in training set
Top 10%
1.3%
12
Journal of the American Medical Informatics Association
61 papers in training set
Top 2%
1.2%
13
Computers in Biology and Medicine
120 papers in training set
Top 3%
1.2%
14
BMJ Health & Care Informatics
13 papers in training set
Top 0.6%
1.1%
15
DIGITAL HEALTH
12 papers in training set
Top 0.5%
1.0%
16
Scientific Data
174 papers in training set
Top 2%
0.9%
17
BMC Medical Research Methodology
43 papers in training set
Top 1%
0.8%
18
Nature Communications
4913 papers in training set
Top 62%
0.8%
19
Clinical and Translational Science
21 papers in training set
Top 1%
0.8%
20
iScience
1063 papers in training set
Top 34%
0.7%
21
Healthcare
16 papers in training set
Top 2%
0.6%
22
JCO Clinical Cancer Informatics
18 papers in training set
Top 1.0%
0.6%
23
Informatics in Medicine Unlocked
21 papers in training set
Top 1%
0.6%
24
Nature Medicine
117 papers in training set
Top 6%
0.6%
25
PLOS ONE
4510 papers in training set
Top 71%
0.6%
26
Patterns
70 papers in training set
Top 3%
0.5%
27
Science Advances
1098 papers in training set
Top 34%
0.5%