Draft:Virtual Population

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Draft:Virtual Population

"Project title NEUROMAN: Functionalized Anatomical Models for Studying EM-Neuronal Dynamic Interactions". ARAMIS. 17 July 2020. Retrieved 4 August 2026.

  • Comment: No solid evidence this particular computational model is notable. The sources are all discussing various research projects or applications of Virtual Population, not Virtual Population itself. Secondary coverage of the subject itself is needed. WeirdNAnnoyed (talk) 13:06, 17 August 2025 (UTC)

The Virtual Population (ViP) is a collection of anatomical computational models of humans and animals created developed collaboratively by the Foundation for Research on Information Technologies in Society (IT'IS), a research institute in Zurich, Switzerland and the United States Food and Drug Administration (US FDA).[1] The models – which are designed for use in computational simulations involving biological tissues, particularly for biomedical research and regulatory assessment – have been incorporated into the Sim4Life computational simulation platform developed by ZMT Zurich MedTech AG (ZMT) in partnership with IT'IS. The ViP models have also been integrated into the open-source o²S²PARC platform developed as part of the "Stimulating Peripheral Activity to Relieve Conditions" (SPARC)[2] program of the National Institutes of Health Common Fund to enable collaborative, reproducible, and sustainable computational neurosciences.

Overview

The Virtual Population (ViP) is a set of whole-body anatomical human phantoms used in computational simulations to study interactions between biological tissues and electromagnetic (EM) fields. Applications span wireless technology testing, medical device evaluation, radiology safety, and tissue engineering. The collection includes whole-body computational phantoms, specific organ phantoms, and whole-body models of animals and animal tissues from species used in preclinical studies.

As part of the ViP, the IT'IS Foundation maintains a database of tissue properties — such as EM, thermal, fluid, acoustic, and magnetic resonance imaging (MRI) characteristics — to support parameter assignment in simulations. The database is regularly updated and can be used with the Sim4Life simulation software platform.

Development

The first ViP models, referred to as the Virtual Family, included two adults and two children based on high-resolution magnetic resonance imaging (MRI) data.[3] These "Version 1.x" models have been made available to the scientific community free-of-charge.[4]

The ViP collection has grown to include a broader age and sex range and higher anatomical detail with the expansion of the Virtual Family into the Virtual Population, which includes models of both sexes ranging in age from 5 to 84 years old,[1] used to evaluate the safety of diagnostic and therapeutic applications,[5] including assessments of medical implant safety.[6]

Models of specific organs have been developed. The ViP hand library consists of 12 computational right-hand models of different sizes and ages extracted from the full-body ViP models. The Ella Breast Coil model is a modified version of the "Ella" model used in applications such as safety assessments and the design of specialized MRI coils for breast tissue scanning.[7]

Notable collaborative developments include:

  • The MIDA model of the head and neck[8] was co-developed with the US FDA and segmented from the IXI dataset.[9] These models offer detailed representations of eyes, deep brain structures, scalp layers, blood vessels, and salivary glands.
  • Korean Virtual Population models, made in collaboration between the IT'IS Foundation and Korean research teams using cryosection images to create models for neuronal interaction studies.

Posing, morphing, and variability

Methods for generation of unstructured meshes with geometrically and topologically compatible interfaces from the segmented cross-sections of the ViP models were developed for the purpose of large-scale whole-body simulations.[10] Finite element method (FEM) simulations, whereby the body is treated as a deformable hyperelastic material with rigid bones for variable posing, were used to enable adaptive posture adjustment. The models were also made morphable to allow simulation of weight gain or loss through changes in the distribution of subcutaneous adipose tissue (SAT) and enable variation in body mass index (BMI).[11] The introduction of combined morphing and posing of computational models may allow in silico methods to be used to improve the accuracy of estimating exposure to radiofrequency (RF) fields during MRI scanning.[12]

The ViP models have also been functionalized to account for physiology-related changes in shape[13]– e.g., breathing and blood flow[14] or aspects such as tissue thermoregulation.[15] Poseable ViP models were used, for example, in simulations to study the influence of anatomy and posture on exposure to induction cooktops,[16] with the conductivities of the human tissues exposed assigned according to the Tissue Properties database.[17]

Applications

Use cases of the ViP in computational life sciences (CLS) include:

  • Design and evaluation of medical imaging hardware, including the magnetic field gradient coils and RF transmitter and receiver coils used in MRI scanners[18]
  • Simulation of exposure of the human body to MRI-induced RF fields to predict how tissues near implanted metallic devices become heated[19]
  • Simulations to assess how the EM fields emitted by high risk active implanted medical devices (AIMDs) interact with biological tissues[20]
  • Simulation of human exposure to EM fields emitted wireless devices for evaluation of compliance with safety regulations[21]
  • Assessment of the interactions of EM fields emitted by telecommunication apparatus with biological tissues[22]
  • Simulations of internal deposition of EM energy in personalized anatomies[23]

The IT'IS Foundation maintains a list of papers in which the Virtual Population models have been used or cited, including publications by in house authors as well as from other research groups.[24] A selected list of research findings published by users of the ViP models is also available at the Sim4Life website.[25]

Hosted and derived human models

Korean Virtual Population models – male model "Jeduk" and female model "Yoon-sun" – were developed by the IT’IS Foundation and the Visible Korean Human (VKH) project[26] as part of the Swiss-Korean collaborative project NEUROMAN: Functionalized Anatomical Models for Studying EM-Neuronal Dynamic Interactions.[27] The ViP model "Eddie" is also based on high-resolution cryosection images obtained from the Visible Human Project of the US National Library of Medicine (NLM). Additional models hosted by the IT'IS Foundation include phantoms based on the Visible Human Project that cover various ages, sexes, and developmental stages.

Hosted models MARTIN and ATHENA were developed in cooperation with the Athinoula A. Martinos Center for Biomedical Imaging at Massachusetts General Hospital and Harvard Medical School. These models, the use of which is free-of-charge (aside from handling fees), are detailed computational models of a 29-month-old boy and a 3 1/2 year old girl.

The ViP project of the IT'IS Foundation hosts the Breast Tumor Patient Models (BTPM) Repository, containing 22 breast models developed at the Erasmus University Medical Center, segmented into 6 tissue types: skin, bone, muscle, tumor, fibroglandular tissue, and fat.[28] The generation of the 3D models of breast tissues contained in the repository was performed in Sim4Life.

Computational anatomical models developed by other researchers are also hosted.[29]

ViP human models

Image showing several of the Virtual Population (ViP) computational anatomical models, including morphed versions
Several of the Virtual Population (ViP) computational anatomical models, including morphed versions

The specifications of the full-body human models are listed here.

Model Sex Age (y) Height (m)1 Weight (kg)1 BMI (kg/m²)1
Duke male 34 1.77 70.2 22.4
Ella female 26 1.63 57.3 21.6
Billie female 11 1.49 34.0 15.3
Thelonious male 6 1.16 18.6 13.8
Glenn male 84 1.73 61.1 20.4
Fats male 37 1.82 119 36
Louis male 14 1.68 49.7 17.6
Eartha female 8 1.36 29.9 16.2
Dizzy male 8 1.37 25.3 13.5
Roberta female 5 1.09 17.8 14.9
Nina2 female 3 0.92 13.9 16.4
Charlie2 female 8 weeks N/A 4.3 N/A
Pregnant woman I2,3 N/A 3 months (in utero) N/A 0.015 N/A
Pregnant woman II2,3 N/A 7 months (in utero) N/A 1.4 N/A
Pregnant woman III2,3 female 9 months (in utero) N/A 2.7 N/A
Jeduk male 33 1.62 64.5 24.6
Yoon-sun female 26 1.52 54.6 23.6
Eddie male 38 1.81 106.0 32.4
MARTIN male 29 months 0.86 13.0 17.6
ATHENA female 3.5 0.95 14.7 16.3

1 Height, weight, and BMI values are based on the latest versions of the models and of the tissue properties database. 2 These models are available only as Version 1.x. 3 The pregnant woman models are based on the Ella model; the specifications listed are those of the fetus.

ViZoo animal models

Image showing ViZoo computational models of a laboratory rat and pig
ViZoo computational models of a laboratory rat and pig

In addition to human computational models, the IT'IS Foundation developed the Virtual Zoo (ViZoo) – a collection of high-resolution anatomical animal models created from MRI or cryosection image data. These computational animal phantoms are used in in silico biophysical simulations to reproduce and analyze results from in vivo animal experiments, with the aim to reduce the need to use laboratory animals. The ViZoo models include mouse and rat models of both sexes at various developmental stages, a male pig, and a female Rhesus macaque (developed as part of the NEUROMAN project). A special rat model with neuro-functionalized nerve trajectories – known as the "NeuroRat" – has also been released.

Name Sex Type Length (mm, without tail) Weight (g)
"Miss Able" Female Monkey female Rhesus macaque 740 4900
Male Pig male Domestic Pig 977 35000
NeuroRat male Dark Agouti 150 150
Big Male Rat male Sprague Dawley 260 567
Small Male Rat male Sprague Dawley 185 198
Female Rat with Tumors female Sprague Dawley 225 503
Pregnant Rat female Sprague Dawley 170 275
Rat Pup undefined Sprague Dawley 93 (with tail) 14.3
Male PIM1 Mouse male PIM1 98 44.7
Male OF1 Mouse male OF1 95 35.5
Female OF1 Mouse female OF1 78 17.3
Pregnant Mouse female B6C3F1 72 28.7
"Diggy" Male Nude Normal Mouse male Nude Normal 86 28
Pregnant Mouse female C57BL/6N 160 38
3 Week Male Mouse male B6C3F1 70 12.3
12 Week Female Mouse female B6C3F1 80 22.3
12 Week Male Mouse male B6C3F1 90 27.4

The ViP human phantoms and Virtual Zoo (ViZoo) animal phantoms are integrated in the Sim4Life computational simulation platform.

References

  1. ^ a b "Development of a new generation of high-resolution anatomical models for medical device evaluation: the Virtual Population 3.0". Physics in Medicine & Biology. 59 (18): 5287. 21 August 2014. Retrieved 10 July 2026.
  2. ^ "Stimulating Peripheral Activity to Relieve Conditions (SPARC)". National Institutes of Health. 26 May 2026. Retrieved 5 July 2026.{{cite web}}: CS1 maint: url-status (link)
  3. ^ "The Virtual Family—development of surface-based anatomical models of two adults and two children for dosimetric simulations". Physics in Medicine & Biology. 55 (2): N23. 17 December 2009. Retrieved 10 July 2026.
  4. ^ "The Virtual Family: A set of anatomically correct whole-body computational models". U. S. Food & Drug Administration. 8 August 2023. Retrieved 15 May 2025.
  5. ^ "From Image-Based Modeling to the Modeling of Imaging with the Virtual Population". Simulation and Synthesis in Medical Imaging. Cham: Springer International Publishing: 45–54. 2016. doi:10.1007/978-3-319-46630-9_5. ISBN 978-3-319-46630-9 – via Springer Nature Link.{{cite journal}}: CS1 maint: periodical has ISBN (link)
  6. ^ People with Implants: A Neglected Population by EM Exposure Regulation?. IEEE MTT-S International Microwave Bio Conference ((IMBIOC), Montreal, QC, Canada, 11–13 June 2024. 15 July 2024. Retrieved 10 July 2026 – via IEEE Xplore.
  7. ^ "Toward 7T breast MRI clinical study: safety assessment using simulation of heterogeneous breast models in RF exposure". Magnetic Resonance in Imaging. 81 (2): 1307–1321. 14 September 2018. Retrieved 10 July 2026 – via Wiley Online Librarry.
  8. ^ "MIDA: A Multimodal Imaging-Based Model of the Human Head and Neck". U.S. Food and Drug Administration. 8 August 2023. Retrieved 28 April 2026.
  9. ^ "IXI Dataset". Imperial College London. 8 May 2025. Retrieved 8 May 2025.
  10. ^ "Unstructured mesh generation from the Virtual Family models for whole body biomedical simulations". Procedia Computer Science. 1 (1): 837–844. 1 June 2010 – via ScienceDirect.
  11. ^ Lloyd, Bryn; Cherubini, Emilio; Farcito, Silvia; Neufeld, Esra; Baumgartner, Christian; Kuster, Niels (23 September 2016). "Covering Population Variability: Morphing of Computation Anatomical Models". Simulation and Synthesis in Medical Imaging. Lecture Notes in Computer Science. Vol. 9968. Springer Nature Link. pp. 13–22. doi:10.1007/978-3-319-46630-9_2. ISBN 978-3-319-46629-3. Retrieved 10 September 2025.
  12. ^ "Morphing and Posing of Computational Anatomical Models: Enhanced Patient-Specific MRI RF Exposure Prediction". ISMRM.org. 2017. Retrieved September 9, 2025.
  13. ^ "Functionalized Anatomical Models for Computational Life Sciences". Frontiers in Physiology. 9: 1594. 16 November 2018 – via Frontiers.
  14. ^ McCullough, J. W. S.; Richardson, R. A.; Patronis, A.; Halver, R.; Marshall, R.; Ruefenacht, M.; Wylie, B. J. N.; Odaker, T.; Wiedemann, M.; Lloyd, B.; Neufeld, E.; Sutmann, G.; Skjellum, A.; Kranzlmüller, D.; Coveney, P. V. (11 December 2020). "Towards blood flow in the virtual human: efficient self-coupling of HemeLB". Interface Focus. 11 (1): 1120190119. doi:10.1098/rsfs.2019.0119. PMC 7739917. PMID 33335704.
  15. ^ Murbach, Manuel; Neufeld, Esra; Cabot, Eugenia; Zastrow, Earl; Córcoles, Juan; Kainz, Wolfgang; Kuster, Niels (24 September 2015). "Virtual population-based assessment of the impact of 3 Tesla radiofrequency shimming and thermoregulation on safety and B1+ uniformity". Magnetic Resonance in Medicine. 76 (3): 986–997. doi:10.1002/mrm.25986. PMID 26400841 – via Wiley Online Library.
  16. ^ "Evaluation of Exposure Assessment Methods and Procedures for Induction Hobs". Bioelectromagnetics. 46 (7): e70024. 29 September 2025 – via Wiley Online Library.
  17. ^ Xi, Jingtian; Kühn, Sven; Fortunato, Cosimo; Ofli, Erdem; Kuster, Niels (29 September 2025). "Evaluation of Exposure Assessment Methods and Procedures for Induction Hobs". Bioelectromagnetics. 46 (7) e70024. doi:10.1002/bem.70024. PMC 12477752. PMID 41017749.
  18. ^ "A numerical investigation on the effect of RF coil feed variability on global and local electromagnetic field exposure in human body models at 64 MHz". Magnetic Resonance in Medicine. 79 (2): 1135–1144. 18 April 2017 – via Wiley Online Library.
  19. ^ "Assessing RF-Induced Heating of Active Implantable Medical Devices Near Orthopedic Implants During 1.5 T MRI". IEEE Transactions on Electromagnetic Compatibility. 67 (5): 1510–1519. 24 July 2025 – via IEEE Xplore.
  20. ^ "Dosimetry of electromagnetic field exposure of an active armlet and its electromagnetic interference to the cardiac pacemakers using adult, child and infant models". Electromagnetic Biology and Medicine. 35 (2): 120–125 – via Taylor & Francis Online.
  21. ^ "Numerical compliance testing of human exposure to electromagnetic radiation from smart-watches". Physics in Medicine & Biology. 61 (19): 6975. 19 September 2016 – via IOP Publishing.
  22. ^ "SAR Comparison of SAM Phantom and Anatomical Head Models for a Typical Bar-Type Phone Model". IEEE Transactions on Electromagnetic Compatibility. 57 (5): 1281–1284. 2 June 2015 – via IEEE Xplore.
  23. ^ "A framework for prediction of personalized pediatric nuclear medical dosimetry based on machine learning and Monte Carlo techniques". Physics in Medicine & Biology. 68 (8): 084004. 7 April 2023 – via IOPscience.
  24. ^ "Recent Publications Based on the Virtual Population Models". IT'IS Foundation. 8 May 2026. Retrieved 8 July 2026.
  25. ^ "Selected Publications from Sim4Life Users". Sim4Life.swiss. September 9, 2025. Retrieved September 9, 2025.
  26. ^ Park, Jin Seo; Chung, Min Suk; Hwang, Sung Bae; Shin, Byeong-Seok; Park, Hyung Seon (27 February 2006). "Visible Korean Human: Its techniques and applications". Clinical Anatomy. 19 (3): 216–224, DOI 10.1002/ca.20275. doi:10.1002/ca.20275. PMID 16506204 – via Wiley Online Library.
  27. ^ "ARAMIS". Schweizerische Eidgenossenschaft. 17 July 2020. Retrieved 13 May 2025.
  28. ^ Androulakis, Ioannis; Sumser, Kemal; Machielse, Melanie N. D.; Koppert, Linetta; Jager, Agnes; Nout, Remi; Franckena, Martine; Van Rhoon, Gerard C.; Curto, Sergio (14 September 2022). "Patient-derived breast model repository, a tool for hyperthermia treatment planning and applicator design". International Journal of Hyperthermia. 39 (1): 1213–1221, DOI 10.1080/02656736.2022.2121862. doi:10.1080/02656736.2022.2121862. PMID 36104074 – via Taylor & Francis Online.
  29. ^ "Hosted Models". IT'IS Foundation. 15 May 2025. Retrieved 15 May 2025.

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