Issues

 / 

2021

 / 

June

  

Reviews of topical problems


Functional networks of the brain: from connectivity restoration to dynamic integration

  a, b,  a,  a,  a,  a,  a, c
a Innopolis University, Universitetskaya Str. 1, Innopolis, Tatarstan, 420500, Russian Federation
b Saratov State Medical University named after V. I. Razumovsky, Bolshaya Kazachya str. 112, Saratov, 410012, Russian Federation
c Center for Biomedical Technology Technical University of Madrid, Campus Montegancedo, Pozuelo de Alarcón, Madrid, 28223, Spain

A review of physical and mathematical methods for reconstructing the functional networks of the brain based on recorded brain activity is presented. Various methods are considered, as are their advantages and disadvantages and limitations of the application. Problems applying the theory of complex networks to reconstructed functional networks of the brain to explain the effects of dynamic integration in the brain and their influence on the diverse functionality of the brain and consciousness, as well as processes leading to the pathological activity of the central nervous system, are examined. Questions concerning the application of these approaches are considered both to describe the functioning of the brain in various cognitive and pathological processes and to create new brain-computer interfaces based on the detection of changes in functional connections in the brain.

Fulltext pdf (1.5 MB)
Fulltext is also available at DOI: 10.3367/UFNe.2020.06.038807
Keywords: functional connectivity, synchronization, complex networks, neural networks, analysis of electroencephalograms and magnetoencephalograms
PACS: 05.45.−a, 05.45.Tp, 05.45.Xt, 64.60.aq, 87.85.dd, 87.85.dm (all)
DOI: 10.3367/UFNe.2020.06.038807
URL: https://ufn.ru/en/articles/2021/6/c/
000691293300003
2-s2.0-85114556792
2021PhyU...64..584H
Citation: Hramov A E, Frolov N S, Maksimenko V A, Kurkin S A, Kazantsev V B, Pisarchik A N "Functional networks of the brain: from connectivity restoration to dynamic integration" Phys. Usp. 64 584–616 (2021)
BibTexBibNote ® (generic)BibNote ® (RIS)MedlineRefWorks

Received: 29th, March 2020, revised: 28th, June 2020, 29th, June 2020

Оригинал: Храмов А Е, Фролов Н С, Максименко В А, Куркин С А, Казанцев В Б, Писарчик А Н «Функциональные сети головного мозга: от восстановления связей до динамической интеграции» УФН 191 614–650 (2021); DOI: 10.3367/UFNr.2020.06.038807

References (349) Cited by (77) ↓ Similar articles (20)

  1. Gordleeva S, Grigorev N et al Ageing Research Reviews 113 102923 (2026)
  2. Hramov A E 2025 9th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2025) p. 45
  3. Dai Zh-P, Wen Q et al Military Med Res 12 (1) (2025)
  4. Khorev V, Kurkin S et al J. Integr. Neurosci. 24 (1) (2025)
  5. Pisarchik A N, Peña S N et al Applied Sciences 15 (7) 3833 (2025)
  6. Guyo G A, Adushkina V V et al Eur. Phys. J. Spec. Top. 234 (15) 4773 (2025)
  7. Badarin A, Klinshov V et al Eur. Phys. J. Spec. Top. 234 (15) 4497 (2025)
  8. Kurkin S A, Mayorova L A et al Chaos, Solitons & Fractals 200 117008 (2025)
  9. Adushkina V V, Pavlov A N Eur. Phys. J. Spec. Top. 234 (15) 4445 (2025)
  10. Zhou L, Xie Y et al Eur. Phys. J. Spec. Top. (2025)
  11. Pitsik E Eur. Phys. J. Spec. Top. 234 (15) 4329 (2025)
  12. Pavlov A N, Pavlova O N Eur. Phys. J. Spec. Top. 234 (15) 3973 (2025)
  13. Wei L, Qiu T et al Biomedical Signal Processing And Control 103 107498 (2025)
  14. Piljugin O V, Badarin A A Bull. Russ. Acad. Sci. Phys. 89 (3) 482 (2025)
  15. Khorev V, Kiselev A et al Eur. Phys. J. Spec. Top. 234 (15) 4139 (2025)
  16. Guyo G A, Pavlova O N, Pavlov A N Eur. Phys. J. Spec. Top. 234 (15) 4437 (2025)
  17. Badarin A A, Antipov V M et al IEEE Trans. Cogn. Dev. Syst. 17 (2) 303 (2025)
  18. Boronina A, Maksimenko V et al Eur. Phys. J. Spec. Top. 234 (15) 3585 (2025)
  19. Pitsik E, Kurkin S et al Chaos: An Interdisciplinary Journal of Nonlinear Science 35 (7) (2025)
  20. Smirnov N M, Stoyanov D 2025 9th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2025) p. 104
  21. Kalitin K Yu, Mukha O Yu, Spasov A A Farm. Farmakol. (Pâtigorsk) 13 (2) 98 (2025)
  22. Khorev V, Portnova G et al Eur. Phys. J. Spec. Top. 234 (15) 4025 (2025)
  23. Zhu G, Zhang G et al Medicine In Novel Technology And Devices 28 100389 (2025)
  24. Guyo G A, Trofimov A O et al Chaos: An Interdisciplinary Journal of Nonlinear Science 35 (10) (2025)
  25. Saranskaia I, Gutkin B, Zakharov D Eur. Phys. J. Spec. Top. 234 (15) 4159 (2025)
  26. Khorev V S, Kurkin S A et al Chaos, Solitons & Fractals 188 115566 (2024)
  27. Khorev V, Kurkin S et al 2024 8th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2024) p. 119
  28. Kurkin S, Chepurova A et al Eur. Phys. J. Spec. Top. 233 (3) 489 (2024)
  29. Kabir M S, Kurkin S et al Chaos, Solitons & Fractals 185 115123 (2024)
  30. Peña S N, Jaimes-Reátegui R, Pisarchik A N Applied Sciences 14 (6) 2343 (2024)
  31. Khorev V, Kurkin S et al 2024 8th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2024) p. 115
  32. Drapkina O, Savosenkov A et al Eur. Phys. J. Spec. Top. 233 (3) 479 (2024)
  33. Kurkin S A, Smirnov N M et al IEEE Access 12 197168 (2024)
  34. Gao Ch, Huang H et al IEEE Trans. Neural Syst. Rehabil. Eng. 32 2749 (2024)
  35. Shevchenko O I Med. Tr. Prom. èkol. 64 (3) 172 (2024)
  36. Kurkin S, Khorev V et al Eur. Phys. J. Spec. Top. 233 (3) 499 (2024)
  37. Fu R, Du Yu et al IEEE Sensors J. 24 (5) 6515 (2024)
  38. Ansarinasab Sh, Ghassemi F et al Int. J. Mod. Phys. C 35 (02) (2024)
  39. Pisarchik A N, Hramov A E Uspekhi Fizicheskikh Nauk 193 (12) 1298 (2023) [Pisarchik A N, Hramov A E Phys. Usp. 66 (12) 1224 (2023)]
  40. Boronina A, Maksimenko V, Hramov A E Mathematics 11 (11) 2515 (2023)
  41. Vigasina K D, Sharova E V et al Fiziologiâ čeloveka 49 (5) 5 (2023)
  42. Dolgov A, Kurkin S 2023 7th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2023) p. 72
  43. Pitsik E, Grubov V, Zakharov A 2023 7th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2023) p. 221
  44. Kurkin S, Smirnov N et al Eur. Phys. J. Spec. Top. 232 (5) 683 (2023)
  45. Vigasina K D, Proshina E A et al Neurosci Behav Physi 53 (3) 381 (2023)
  46. Khorev V, Kurkin S et al 2023 7th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2023) p. 126
  47. Frolov N, Pitsik E et al Sensors 23 (14) 6420 (2023)
  48. Andreev A V, Kurkin S A et al Chaos: An Interdisciplinary Journal of Nonlinear Science 33 (6) (2023)
  49. Vigasina K D, Sharova E V et al Hum Physiol 49 (5) 453 (2023)
  50. Pitsik E N, Maximenko V A et al Chaos, Solitons & Fractals 167 113041 (2023)
  51. Hramov A E, Pisarchik A N Applied Sciences 13 (4) 2060 (2023)
  52. Grover N, Chharia A et al IEEE Trans. Neural Syst. Rehabil. Eng. 31 464 (2023)
  53. Pisarchik A N, Andreev A V et al Chaos: An Interdisciplinary Journal of Nonlinear Science 33 (9) (2023)
  54. Khorev V, Kurkin S A et al 2023 7th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2023) p. 123
  55. Hovhannisyan T N J. Contemp. Phys. 57 (2) 182 (2022)
  56. Pitsik N E Bull. Russ. Acad. Sci. Phys. 86 (2) 211 (2022)
  57. Pitsik E, Kurkin S et al 2022 6th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2022) p. 223
  58. Stoyanov D, Khorev V et al IJERPH 19 (21) 14045 (2022)
  59. Andreev A V, Badarin A A et al Chaos: An Interdisciplinary Journal of Nonlinear Science 32 (10) (2022)
  60. Badarin A A, Antipov V M et al Computational Biophysics and Nanobiophotonics, (2022) p. 34
  61. Smirnov N, Kurkin S A et al Computational Biophysics and Nanobiophotonics, (2022) p. 41
  62. Pitsik E N, Frolov N S et al Sensors 22 (7) 2537 (2022)
  63. Pisarchik A N, Hramov A E Multistability in Physical and Living Systems Springer Series In Synergetics Chapter 6 (2022) p. 255
  64. Andreev A V, Maksimenko V A et al Computational Biophysics and Nanobiophotonics, (2022) p. 33
  65. Kurkin S A, Hramov A et al Computational Biophysics and Nanobiophotonics, (2022) p. 42
  66. Pisarchik A N, Hramov A E Multistability in Physical and Living Systems Springer Series In Synergetics Chapter 8 (2022) p. 327
  67. Antipov V M, Badarin A A et al Computational Biophysics and Nanobiophotonics, (2022) p. 35
  68. Khanadeev V A, Moskalenko O I Bull. Russ. Acad. Sci. Phys. 86 (2) 226 (2022)
  69. Oganesyan T N Proceedings Of NAS RA. Physics 57 (2) 265 (2022)
  70. Chholak P, Kurkin S A et al Applied Sciences 11 (1) 375 (2021)
  71. Khorev V, Kazantsev V B 2021 5th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2021) p. 95
  72. Makarov V, Grubov V et al 2021 5th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2021) p. 129
  73. Andreev A, Badarin A 2021 5th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2021) p. 19
  74. Rabinovich M I, Varona P Uspekhi Fizicheskikh Nauk 191 (08) 846 (2021)
  75. Frolov N, Kabir M S et al Chaos: An Interdisciplinary Journal of Nonlinear Science 31 (10) (2021)
  76. Andreev A, Maksimenko V 2021 5th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2021) p. 22
  77. Smirnov N M, Kurkin S 2021 5th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2021) p. 190

© 1918–2025 Uspekhi Fizicheskikh Nauk
Email: ufn@ufn.ru Editorial office contacts About the journal Terms and conditions