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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
Correspondence should be addressed to
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)
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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 (96) ↓ Similar articles (20)

  1. Kurkin S A, Pisarchik A N et al Physics Reports 1174 1 (2026)
  2. Kralj L, Kurkin S et al Physics Of Life Reviews 59 19 (2026)
  3. Pisarchik A N Applied Sciences 16 (2) 789 (2026)
  4. Kaur M, Kumar V, Upadhyay R Soft Comput 30 (4) 2321 (2026)
  5. Badarin A, Antipov V et al Eur. Phys. J. Spec. Top. (2026)
  6. Khorev V, Mayorova L et al Eur. Phys. J. Spec. Top. (2026)
  7. Guyo G A, Trofimov A O et al Eur. Phys. J. Spec. Top. (2026)
  8. Adushkina V V, Pavlov A N Eur. Phys. J. Spec. Top. (2026)
  9. Gordleeva S, Grigorev N et al Ageing Research Reviews 113 102923 (2026)
  10. Andreev A, Daraselya L et al AND (2026)
  11. Stoyanova K, Stoyanov D et al Eur. Phys. J. Spec. Top. (2026)
  12. Adushkina V V, Trofimov A O et al Eur. Phys. J. Spec. Top. (2026)
  13. Zhou L, Xie Y et al Eur. Phys. J. Spec. Top. 234 (28) 8355 (2026)
  14. Li L, Zhang F et al J Comput Neurosci (2026)
  15. Pitsik E N, Kurkin S A, Hramov A E Chaos, Solitons & Fractals 210 118675 (2026)
  16. Sharova E V, Vigasina K D et al Neurosci Behav Physi 56 (2) 357 (2026)
  17. Khorev V, Kiselev A et al Eur. Phys. J. Spec. Top. 234 (15) 4139 (2025)
  18. Mayorova L A, Kurkin S A et al Radiophys Quantum El 68 (5-6) 416 (2025)
  19. Khorev V, Portnova G et al Eur. Phys. J. Spec. Top. 234 (15) 4025 (2025)
  20. Guyo G A, Trofimov A O et al Chaos: An Interdisciplinary Journal of Nonlinear Science 35 (10) (2025)
  21. Pitsik E, Kurkin S et al Chaos: An Interdisciplinary Journal of Nonlinear Science 35 (7) (2025)
  22. Boronina A, Maksimenko V et al Eur. Phys. J. Spec. Top. 234 (15) 3585 (2025)
  23. Khanadeev V, Zhuravlev M et al Eur. Phys. J. Spec. Top. (2025)
  24. Badarin A, Klinshov V et al Eur. Phys. J. Spec. Top. 234 (15) 4497 (2025)
  25. Adushkina V V, Pavlov A N Eur. Phys. J. Spec. Top. 234 (15) 4445 (2025)
  26. Pitsik E Eur. Phys. J. Spec. Top. 234 (15) 4329 (2025)
  27. Hramov A E 2025 9th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2025) p. 45
  28. Guyo G A, Pavlova O N, Pavlov A N Eur. Phys. J. Spec. Top. 234 (15) 4437 (2025)
  29. Saranskaia I, Gutkin B, Zakharov D Eur. Phys. J. Spec. Top. 234 (15) 4159 (2025)
  30. Da i Zh-P, Wen Q et al Military Med Res 12 (1) (2025)
  31. Piljugin O V, Badarin A A Bull. Russ. Acad. Sci. Phys. 89 (3) 482 (2025)
  32. Li Yu, Zou W-t et al Journal of Brain-Computer Interface 1 (1) 26 (2025)
  33. Wei L, Qiu T et al Biomedical Signal Processing And Control 103 107498 (2025)
  34. Pavlov A N, Pavlova O N Eur. Phys. J. Spec. Top. 234 (15) 3973 (2025)
  35. Kurkin S A, Mayorova L A et al Chaos, Solitons & Fractals 200 117008 (2025)
  36. Guyo G A, Adushkina V V et al Eur. Phys. J. Spec. Top. 234 (15) 4773 (2025)
  37. Pisarchik A N, Peña Serrano Natalia et al Applied Sciences 15 (7) 3833 (2025)
  38. Khorev V, Kurkin S et al J. Integr. Neurosci. 24 (1) (2025)
  39. Badarin A A, Antipov V M et al IEEE Trans. Cogn. Dev. Syst. 17 (2) 303 (2025)
  40. Smirnov N M, Stoyanov D 2025 9th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2025) p. 104
  41. Zhu G, Zhang G et al Medicine In Novel Technology And Devices 28 100389 (2025)
  42. Kalitin K Yu, Mukha O Yu, Spasov A A Farm. Farmakol. (P?ntigorsk) 13 (2) 98 (2025)
  43. Kurkin S, Chepurova A et al Eur. Phys. J. Spec. Top. 233 (3) 489 (2024)
  44. Ezhov D M, Ponomarenko V I, Prokhorov M D ISUP 24 (4) 429 (2024)
  45. Kurkin S A, Smirnov N M et al IEEE Access 12 197168 (2024)
  46. Ansarinasab Sh, Ghassemi F et al Int. J. Mod. Phys. C 35 (02) (2024)
  47. Kurkin S, Khorev V et al Eur. Phys. J. Spec. Top. 233 (3) 499 (2024)
  48. Khorev V S, Kurkin S A et al Chaos, Solitons & Fractals 188 115566 (2024)
  49. Drapkina O, Savosenkov A et al Eur. Phys. J. Spec. Top. 233 (3) 479 (2024)
  50. Peña Serrano Natalia, Jaimes-Re?ltegui Rider, Pisarchik A N Applied Sciences 14 (6) 2343 (2024)
  51. Kabir M S, Kurkin S et al Chaos, Solitons & Fractals 185 115123 (2024)
  52. Khorev V, Kurkin S et al 2024 8th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2024) p. 119
  53. Khorev V, Kurkin S et al 2024 8th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2024) p. 115
  54. Gao Ch, Huang H et al IEEE Trans. Neural Syst. Rehabil. Eng. 32 2749 (2024)
  55. Fu R, Du Yu et al IEEE Sensors J. 24 (5) 6515 (2024)
  56. Shevchenko O I Med. Tr. Prom. èkol. 64 (3) 172 (2024)
  57. Shusharina N N ISUP 24 (3) 239 (2024)
  58. Pitsik E N, Maximenko V A et al Chaos, Solitons & Fractals 167 113041 (2023)
  59. Grover N, Chharia A et al IEEE Trans. Neural Syst. Rehabil. Eng. 31 464 (2023)
  60. Khorev V, Kurkin S et al 2023 7th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2023) p. 126
  61. Khorev V, Kurkin S A et al 2023 7th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2023) p. 123
  62. Pisarchik A N, Andreev A V et al Chaos: An Interdisciplinary Journal of Nonlinear Science 33 (9) (2023)
  63. Hramov A E, Pisarchik A N Applied Sciences 13 (4) 2060 (2023)
  64. Pisarchik A N, Hramov A E ’pс’?’?kh’? ф’?’?’?ch’?с’?’?kh ’?’?у’? 193 (12) 1298 (2023) [Pisarchik A N, Hramov A E Phys. Usp. 66 (12) 1224 (2023)]
  65. Vigasina K D, Sharova E V et al Hum Physiol 49 (5) 453 (2023)
  66. Andreev A V, Kurkin S A et al Chaos: An Interdisciplinary Journal of Nonlinear Science 33 (6) (2023)
  67. Frolov N, Pitsik E et al Sensors 23 (14) 6420 (2023)
  68. Pitsik E, Grubov V, Zakharov A 2023 7th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2023) p. 221
  69. Dolgov A, Kurkin S 2023 7th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2023) p. 72
  70. Kurkin S, Smirnov N et al Eur. Phys. J. Spec. Top. 232 (5) 683 (2023)
  71. Boronina A, Maksimenko V, Hramov A E Mathematics 11 (11) 2515 (2023)
  72. Vigasina K D, Sharova E V et al Fiziologi?n čeloveka 49 (5) 5 (2023)
  73. Vigasina K D, Proshina E A et al Neurosci Behav Physi 53 (3) 381 (2023)
  74. Khanadeev V A, Moskalenko O I Bull. Russ. Acad. Sci. Phys. 86 (2) 226 (2022)
  75. Andreev A V, Maksimenko V A et al Computational Biophysics and Nanobiophotonics, (2022) p. 33
  76. Pitsik E, Kurkin S et al 2022 6th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2022) p. 223
  77. Pitsik N E Bull. Russ. Acad. Sci. Phys. 86 (2) 211 (2022)
  78. Stoyanov D, Khorev V et al IJERPH 19 (21) 14045 (2022)
  79. Badarin A A, Antipov V M et al Computational Biophysics and Nanobiophotonics, (2022) p. 34
  80. Smirnov N, Kurkin S A et al Computational Biophysics and Nanobiophotonics, (2022) p. 41
  81. Kurkin S A, Hramov A et al Computational Biophysics and Nanobiophotonics, (2022) p. 42
  82. Pisarchik A N, Hramov A E Multistability in Physical and Living Systems Springer Series In Synergetics Chapter 8 (2022) p. 327
  83. Antipov V M, Badarin A A et al Computational Biophysics and Nanobiophotonics, (2022) p. 35
  84. Pitsik E N, Frolov N S et al Sensors 22 (7) 2537 (2022)
  85. Hovhannisyan T N J. Contemp. Phys. 57 (2) 182 (2022)
  86. Andreev A V, Badarin A A et al Chaos: An Interdisciplinary Journal of Nonlinear Science 32 (10) (2022)
  87. Pisarchik A N, Hramov A E Multistability in Physical and Living Systems Springer Series In Synergetics Chapter 6 (2022) p. 255
  88. ’d’?’?’?’?сya’? ’n ’v Proceedings Of NAS RA. Physics 57 (2) 265 (2022)
  89. Smirnov N M, Kurkin S 2021 5th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2021) p. 190
  90. Andreev A, Badarin A 2021 5th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2021) p. 19
  91. Rabinovich M I, Varona P ’pс’?’?kh’? ф’?’?’?ch’?с’?’?kh ’?’?у’? 191 (08) 846 (2021)
  92. Khorev V, Kazantsev V B 2021 5th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2021) p. 95
  93. Andreev A, Maksimenko V 2021 5th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2021) p. 22
  94. Frolov N, Kabir M S et al Chaos: An Interdisciplinary Journal of Nonlinear Science 31 (10) (2021)
  95. Makarov V, Grubov V et al 2021 5th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2021) p. 129
  96. Chholak P, Kurkin S A et al Applied Sciences 11 (1) 375 (2021)

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