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Issue 7, 2026
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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 (95) ↓ Similar articles (20)

  1. Kaur M, Kumar V, Upadhyay R Soft Comput 30 (4) 2321 (2026)
  2. Sharova E V, Vigasina K D et al Neurosci Behav Physi 56 (2) 357 (2026)
  3. Zhou L, Xie Y et al Eur. Phys. J. Spec. Top. 234 (28) 8355 (2026)
  4. Pisarchik A N Applied Sciences 16 (2) 789 (2026)
  5. Li L, Zhang F et al J Comput Neurosci (2026)
  6. Adushkina V V, Trofimov A O et al Eur. Phys. J. Spec. Top. (2026)
  7. Stoyanova K, Stoyanov D et al Eur. Phys. J. Spec. Top. (2026)
  8. Khorev V, Mayorova L et al Eur. Phys. J. Spec. Top. (2026)
  9. Andreev A, Daraselya L et al AND (2026)
  10. Badarin A, Antipov V et al Eur. Phys. J. Spec. Top. (2026)
  11. Pitsik E N, Kurkin S A, Hramov A E Chaos, Solitons & Fractals 210 118675 (2026)
  12. Adushkina V V, Pavlov A N Eur. Phys. J. Spec. Top. (2026)
  13. Guyo G A, Trofimov A O et al Eur. Phys. J. Spec. Top. (2026)
  14. Kurkin S A, Pisarchik A N et al Physics Reports 1174 1 (2026)
  15. Gordleeva S, Grigorev N et al Ageing Research Reviews 113 102923 (2026)
  16. Guyo G A, Pavlova O N, Pavlov A N Eur. Phys. J. Spec. Top. 234 (15) 4437 (2025)
  17. Badarin A, Klinshov V et al Eur. Phys. J. Spec. Top. 234 (15) 4497 (2025)
  18. Khorev V, Kurkin S et al J. Integr. Neurosci. 24 (1) (2025)
  19. Li Yu, Zou Wan-tong et al Journal of Brain-Computer Interface 1 (1) 26 (2025)
  20. Adushkina V V, Pavlov A N Eur. Phys. J. Spec. Top. 234 (15) 4445 (2025)
  21. Pitsik E Eur. Phys. J. Spec. Top. 234 (15) 4329 (2025)
  22. Piljugin O V, Badarin A A Bull. Russ. Acad. Sci. Phys. 89 (3) 482 (2025)
  23. Khorev V, Kiselev A et al Eur. Phys. J. Spec. Top. 234 (15) 4139 (2025)
  24. Pisarchik A N, Peña S N et al Applied Sciences 15 (7) 3833 (2025)
  25. Guyo G A, Adushkina V V et al Eur. Phys. J. Spec. Top. 234 (15) 4773 (2025)
  26. Kurkin S A, Mayorova L A et al Chaos, Solitons & Fractals 200 117008 (2025)
  27. Dai Zh-P, Wen Q et al Military Med Res 12 (1) (2025)
  28. Saranskaia I, Gutkin B, Zakharov D Eur. Phys. J. Spec. Top. 234 (15) 4159 (2025)
  29. Hramov A E 2025 9th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2025) p. 45
  30. Badarin A A, Antipov V M et al IEEE Trans. Cogn. Dev. Syst. 17 (2) 303 (2025)
  31. Wei L, Qiu T et al Biomedical Signal Processing And Control 103 107498 (2025)
  32. Guyo G A, Trofimov A O et al Chaos: An Interdisciplinary Journal of Nonlinear Science 35 (10) (2025)
  33. Pitsik E, Kurkin S et al Chaos: An Interdisciplinary Journal of Nonlinear Science 35 (7) (2025)
  34. Pavlov A N, Pavlova O N Eur. Phys. J. Spec. Top. 234 (15) 3973 (2025)
  35. Zhu G, Zhang G et al Medicine In Novel Technology And Devices 28 100389 (2025)
  36. Khorev V, Portnova G et al Eur. Phys. J. Spec. Top. 234 (15) 4025 (2025)
  37. Smirnov N M, Stoyanov D 2025 9th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2025) p. 104
  38. Mayorova L A, Kurkin S A et al Radiophys Quantum El 68 (5-6) 416 (2025)
  39. Boronina A, Maksimenko V et al Eur. Phys. J. Spec. Top. 234 (15) 3585 (2025)
  40. Kalitin K Yu, Mukha O Yu, Spasov A A Farm. Farmakol. (Pâtigorsk) 13 (2) 98 (2025)
  41. Khanadeev V, Zhuravlev M et al Eur. Phys. J. Spec. Top. (2025)
  42. Khorev V, Kurkin S et al 2024 8th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2024) p. 115
  43. Khorev V, Kurkin S et al 2024 8th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2024) p. 119
  44. Ezhov D M, Ponomarenko V I, Prokhorov M D ISUP 24 (4) 429 (2024)
  45. Shusharina N N ISUP 24 (3) 239 (2024)
  46. Kurkin S A, Smirnov N M et al IEEE Access 12 197168 (2024)
  47. Kurkin S, Chepurova A et al Eur. Phys. J. Spec. Top. 233 (3) 489 (2024)
  48. Kabir M S, Kurkin S et al Chaos, Solitons & Fractals 185 115123 (2024)
  49. Peña S N, Jaimes-Reátegui R, Pisarchik A N Applied Sciences 14 (6) 2343 (2024)
  50. Shevchenko O I Med. Tr. Prom. èkol. 64 (3) 172 (2024)
  51. Ansarinasab Sh, Ghassemi F et al Int. J. Mod. Phys. C 35 (02) (2024)
  52. Fu R, Du Yu et al IEEE Sensors J. 24 (5) 6515 (2024)
  53. Kurkin S, Khorev V et al Eur. Phys. J. Spec. Top. 233 (3) 499 (2024)
  54. Khorev V S, Kurkin S A et al Chaos, Solitons & Fractals 188 115566 (2024)
  55. Drapkina O, Savosenkov A et al Eur. Phys. J. Spec. Top. 233 (3) 479 (2024)
  56. Gao Ch, Huang H et al IEEE Trans. Neural Syst. Rehabil. Eng. 32 2749 (2024)
  57. Vigasina K D, Sharova E V et al Fiziologiâ čeloveka 49 (5) 5 (2023)
  58. Boronina A, Maksimenko V, Hramov A E Mathematics 11 (11) 2515 (2023)
  59. Kurkin S, Smirnov N et al Eur. Phys. J. Spec. Top. 232 (5) 683 (2023)
  60. Pitsik E, Grubov V, Zakharov A 2023 7th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2023) p. 221
  61. Dolgov A, Kurkin S 2023 7th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2023) p. 72
  62. Vigasina K D, Proshina E A et al Neurosci Behav Physi 53 (3) 381 (2023)
  63. Khorev V, Kurkin S A et al 2023 7th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2023) p. 123
  64. 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)]
  65. Grover N, Chharia A et al IEEE Trans. Neural Syst. Rehabil. Eng. 31 464 (2023)
  66. Khorev V, Kurkin S et al 2023 7th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2023) p. 126
  67. Pisarchik A N, Andreev A V et al Chaos: An Interdisciplinary Journal of Nonlinear Science 33 (9) (2023)
  68. Hramov A E, Pisarchik A N Applied Sciences 13 (4) 2060 (2023)
  69. Pitsik E N, Maximenko V A et al Chaos, Solitons & Fractals 167 113041 (2023)
  70. Vigasina K D, Sharova E V et al Hum Physiol 49 (5) 453 (2023)
  71. Andreev A V, Kurkin S A et al Chaos: An Interdisciplinary Journal of Nonlinear Science 33 (6) (2023)
  72. Frolov N, Pitsik E et al Sensors 23 (14) 6420 (2023)
  73. Khanadeev V A, Moskalenko O I Bull. Russ. Acad. Sci. Phys. 86 (2) 226 (2022)
  74. Pisarchik A N, Hramov A E Multistability in Physical and Living Systems Springer Series In Synergetics Chapter 6 (2022) p. 255
  75. Pitsik N E Bull. Russ. Acad. Sci. Phys. 86 (2) 211 (2022)
  76. Pitsik E, Kurkin S et al 2022 6th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2022) p. 223
  77. Stoyanov D, Khorev V et al IJERPH 19 (21) 14045 (2022)
  78. Badarin A A, Antipov V M et al Computational Biophysics and Nanobiophotonics, (2022) p. 34
  79. Pitsik E N, Frolov N S et al Sensors 22 (7) 2537 (2022)
  80. Andreev A V, Badarin A A et al Chaos: An Interdisciplinary Journal of Nonlinear Science 32 (10) (2022)
  81. Antipov V M, Badarin A A et al Computational Biophysics and Nanobiophotonics, (2022) p. 35
  82. Smirnov N, Kurkin S A et al Computational Biophysics and Nanobiophotonics, (2022) p. 41
  83. Andreev A V, Maksimenko V A et al Computational Biophysics and Nanobiophotonics, (2022) p. 33
  84. Oganesyan T N Proceedings Of NAS RA. Physics 57 (2) 265 (2022)
  85. Kurkin S A, Hramov A et al Computational Biophysics and Nanobiophotonics, (2022) p. 42
  86. Pisarchik A N, Hramov A E Multistability in Physical and Living Systems Springer Series In Synergetics Chapter 8 (2022) p. 327
  87. Hovhannisyan T N J. Contemp. Phys. 57 (2) 182 (2022)
  88. Chholak P, Kurkin S A et al Applied Sciences 11 (1) 375 (2021)
  89. Frolov N, Kabir M S et al Chaos: An Interdisciplinary Journal of Nonlinear Science 31 (10) (2021)
  90. Makarov V, Grubov V et al 2021 5th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2021) p. 129
  91. Andreev A, Badarin A 2021 5th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2021) p. 19
  92. Rabinovich M I, Varona P Uspekhi Fizicheskikh Nauk 191 (08) 846 (2021)
  93. Khorev V, Kazantsev V B 2021 5th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2021) p. 95
  94. Andreev A, Maksimenko V 2021 5th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2021) p. 22
  95. Smirnov N M, Kurkin S 2021 5th Scientific School Dynamics of Complex Networks and their Applications (DCNA), (2021) p. 190
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