Digital Therapeutics for Improving Effectiveness of Pharmaceutical Drugs and Biological Products: Preclinical and Clinical Studies Supporting Development of Drug + Digital Combination Therapies for Chronic Diseases.

Zack Biskupiak, Victor Vinh Ha, Aarushi Rohaj, Grzegorz Bulaj
Author Information
  1. Zack Biskupiak: Department of Medicinal Chemistry, College of Pharmacy, University of Utah, Salt Lake City, UT 84112, USA.
  2. Victor Vinh Ha: Department of Medicinal Chemistry, College of Pharmacy, University of Utah, Salt Lake City, UT 84112, USA.
  3. Aarushi Rohaj: Department of Medicinal Chemistry, College of Pharmacy, University of Utah, Salt Lake City, UT 84112, USA.
  4. Grzegorz Bulaj: Department of Medicinal Chemistry, College of Pharmacy, University of Utah, Salt Lake City, UT 84112, USA.

Abstract

Limitations of pharmaceutical drugs and biologics for chronic diseases (e.g., medication non-adherence, adverse effects, toxicity, or inadequate efficacy) can be mitigated by mobile medical apps, known as digital therapeutics (DTx). Authorization of adjunct DTx by the US Food and Drug Administration and draft guidelines on "prescription drug use-related software" illustrate opportunities to create drug + digital combination therapies, ultimately leading towards drug-device combination products (DTx has a status of medical devices). Digital interventions (mobile, web-based, virtual reality, and video game applications) demonstrate clinically meaningful benefits for people living with Alzheimer's disease, dementia, rheumatoid arthritis, cancer, chronic pain, epilepsy, depression, and anxiety. In the respective animal disease models, preclinical studies on environmental enrichment and other non-pharmacological modalities (physical activity, social interactions, learning, and music) as surrogates for DTx "active ingredients" also show improved outcomes. In this narrative review, we discuss how drug + digital combination therapies can impact translational research, drug discovery and development, generic drug repurposing, and gene therapies. Market-driven incentives to create drug-device combination products are illustrated by Humira (adalimumab) facing a "patent-cliff" competition with cheaper and more effective biosimilars seamlessly integrated with DTx. In conclusion, pharma and biotech companies, patients, and healthcare professionals will benefit from accelerating integration of digital interventions with pharmacotherapies.

Keywords

References

  1. RMD Open. 2021 Dec;7(3): [PMID: 34893537]
  2. Am Fam Physician. 2020 Oct 15;102(8):465-477 [PMID: 33064421]
  3. Neurol Clin. 2022 Nov;40(4):729-739 [PMID: 36270687]
  4. CNS Neurosci Ther. 2022 Feb;28(2):206-217 [PMID: 33644976]
  5. Neuromuscul Disord. 2018 Feb;28(2):103-115 [PMID: 29290580]
  6. Support Care Cancer. 2023 Apr 25;31(5):298 [PMID: 37097319]
  7. JMIR Mhealth Uhealth. 2022 Feb 7;10(2):e35042 [PMID: 35129454]
  8. Exp Neurol. 2015 Feb;264:121-6 [PMID: 25483395]
  9. JMIR Mhealth Uhealth. 2018 Oct 29;6(10):e12221 [PMID: 30373732]
  10. J Med Internet Res. 2023 Jul 25;25:e48000 [PMID: 37490322]
  11. CNS Neurosci Ther. 2018 Mar;24(3):202-211 [PMID: 29274291]
  12. Lancet Neurol. 2021 Dec;20(12):1038-1047 [PMID: 34710360]
  13. J Sport Health Sci. 2023 Nov;12(6):705-714 [PMID: 37467931]
  14. Epilepsy Behav. 2001 Oct;2(5):396-417 [PMID: 12609277]
  15. Healthcare (Basel). 2023 Aug 28;11(17): [PMID: 37685446]
  16. J Am Pharm Assoc (2003). 2023 Jul-Aug;63(4):1030-1034 [PMID: 37019379]
  17. Transl Behav Med. 2021 Aug 13;11(8):1481-1494 [PMID: 33677606]
  18. J Pain. 2022 Jul;23(7):1143-1150 [PMID: 35124251]
  19. Aust N Z J Psychiatry. 2017 Mar;51(3):260-269 [PMID: 27384752]
  20. Health Educ Res. 2009 Apr;24(2):185-97 [PMID: 18682382]
  21. Pain Physician. 2017 Nov;20(7):597-610 [PMID: 29149141]
  22. Int J Geriatr Psychiatry. 2023 Oct;38(10):e6014 [PMID: 37828681]
  23. J Clin Med. 2020 Nov 05;9(11): [PMID: 33167300]
  24. PLoS One. 2012;7(4):e35901 [PMID: 22558262]
  25. Int J Bipolar Disord. 2020 Dec 1;8(1):39 [PMID: 33259047]
  26. Epilepsy Behav. 2013 Mar;26(3):273-8 [PMID: 23099288]
  27. Int J Med Inform. 2022 Jul;163:104782 [PMID: 35525126]
  28. Pharmacol Biochem Behav. 2020 Oct;197:172997 [PMID: 32702399]
  29. J Alzheimers Dis. 2022;90(2):513-528 [PMID: 36120780]
  30. Epilepsy Res. 1999 Oct;37(1):45-52 [PMID: 10515174]
  31. Br J Clin Psychol. 2014 Nov;53(4):433-50 [PMID: 24831119]
  32. J Med Internet Res. 2020 Dec 21;22(12):e18655 [PMID: 33346738]
  33. NPJ Digit Med. 2023 Mar 6;6(1):34 [PMID: 36879025]
  34. J Clin Neurosci. 2018 Apr;50:214-220 [PMID: 29422360]
  35. JMIR Form Res. 2020 Oct 28;4(10):e17898 [PMID: 33112242]
  36. Osteoarthritis Cartilage. 2023 Sep;31(9):1257-1264 [PMID: 37268286]
  37. Clin Neurophysiol. 2020 Jul;131(7):1610-1620 [PMID: 32449680]
  38. J Psychiatr Res. 2018 Dec;107:73-78 [PMID: 30347316]
  39. PLoS One. 2012;7(10):e45303 [PMID: 23071510]
  40. Curr Drug Saf. 2018;13(3):176-186 [PMID: 29866014]
  41. Epilepsy Res. 2013 May;104(3):234-40 [PMID: 23395627]
  42. JMIR Mhealth Uhealth. 2022 Dec 5;10(12):e39881 [PMID: 36469397]
  43. Front Med (Lausanne). 2017 Apr 06;4:37 [PMID: 28428955]
  44. J Pain. 2006 Nov;7(11):843-50 [PMID: 17074626]
  45. J Affect Disord. 2014 Mar;156:1-7 [PMID: 24314926]
  46. Alzheimers Res Ther. 2023 May 24;15(1):98 [PMID: 37226162]
  47. Brain Res. 2010 Aug 6;1347:71-9 [PMID: 20515664]
  48. J Mol Neurosci. 2015 Jun;56(2):409-21 [PMID: 25946980]
  49. J Parkinsons Dis. 2021;11(s1):S95-S101 [PMID: 33646177]
  50. JMIR Mhealth Uhealth. 2019 Jan 10;7(1):e10321 [PMID: 30632972]
  51. Rheum Dis Clin North Am. 2019 May;45(2):197-209 [PMID: 30952393]
  52. Neurobiol Dis. 2011 Mar;41(3):678-87 [PMID: 21146610]
  53. Front Oncol. 2019 Feb 05;9:35 [PMID: 30805305]
  54. Biologics. 2021 Aug 12;15:343-352 [PMID: 34413630]
  55. PLoS One. 2013 Apr 30;8(4):e62226 [PMID: 23653679]
  56. J Affect Disord. 2018 Feb;227:455-462 [PMID: 29154168]
  57. J Prev Alzheimers Dis. 2022;9(2):236-240 [PMID: 35542995]
  58. Nat Rev Neurol. 2023 Oct;19(10):581-582 [PMID: 37658242]
  59. Prev Chronic Dis. 2009 Jan;6(1):A28 [PMID: 19080034]
  60. J Med Internet Res. 2023 Sep 22;25:e42786 [PMID: 37738092]
  61. J Pain. 2023 Mar;24(3):509-529 [PMID: 36283655]
  62. Epilepsy Behav. 2021 Mar;116:107794 [PMID: 33578224]
  63. J Pain Res. 2020 Jul 17;13:1823-1838 [PMID: 32765057]
  64. Am J Transl Res. 2023 May 15;15(5):3500-3510 [PMID: 37303618]
  65. J Alzheimers Dis Rep. 2021 Aug 27;5(1):681-692 [PMID: 34632304]
  66. Health Policy. 2019 Jan;123(1):45-50 [PMID: 30424886]
  67. Front Physiol. 2023 Jan 26;14:1057592 [PMID: 36776973]
  68. J Med Internet Res. 2009 May 11;11(2):e15 [PMID: 19632969]
  69. Epilepsy Behav. 2021 Mar;116:107735 [PMID: 33561767]
  70. Lancet Healthy Longev. 2022 Aug;3(8):e558-e571 [PMID: 36102765]
  71. J Neurol. 2022 Mar;269(3):1209-1224 [PMID: 34018047]
  72. Pain. 2000 Mar;85(1-2):305-9 [PMID: 10692634]
  73. Depress Anxiety. 2020 Dec;37(12):1168-1178 [PMID: 32725848]
  74. Behav Brain Res. 2021 Jan 15;397:112951 [PMID: 33027669]
  75. Epilepsia. 2002 May;43(5):539-49 [PMID: 12027917]
  76. Epilepsy Curr. 2017 May-Jun;17(3):180-187 [PMID: 28684957]
  77. JMIR Mhealth Uhealth. 2017 Jul 25;5(7):e108 [PMID: 28743681]
  78. Am J Psychiatry. 2005 Apr;162(4):711-7 [PMID: 15800143]
  79. PLoS One. 2020 Aug 12;15(8):e0236342 [PMID: 32785226]
  80. Epilepsia. 2017 Jul;58(7):1148-1158 [PMID: 28480502]
  81. Front Neurol. 2019 Mar 27;10:277 [PMID: 30972009]
  82. Ann Rheum Dis. 2020 Jun;79(6):744-759 [PMID: 32033937]
  83. Pain Manag Nurs. 2022 Jun;23(3):359-369 [PMID: 35491349]
  84. Am J Clin Oncol. 2017 Oct;40(5):464-469 [PMID: 25811297]
  85. Cancers (Basel). 2023 Sep 21;15(18): [PMID: 37760634]
  86. NPJ Digit Med. 2023 Mar 10;6(1):38 [PMID: 36899073]
  87. J Nurs Scholarsh. 2022 Jan;54(1):64-71 [PMID: 34741407]
  88. Healthcare (Basel). 2023 Aug 01;11(15): [PMID: 37570423]
  89. SAGE Open Nurs. 2020 Aug 27;6:2377960820936163 [PMID: 33415290]
  90. JMIR Mhealth Uhealth. 2017 Mar 14;5(3):e35 [PMID: 28292740]
  91. Front Public Health. 2016 Sep 30;4:217 [PMID: 27747209]
  92. Epilepsy Behav. 2019 Sep;98(Pt A):173-187 [PMID: 31377659]
  93. Cancer Med. 2023 Mar;12(5):6190-6199 [PMID: 36258654]
  94. Pain. 2015 Apr;156 Suppl 1:S42-S49 [PMID: 25789436]
  95. JMIR Mhealth Uhealth. 2020 Jan 17;8(1):e14694 [PMID: 31951217]
  96. Int J Environ Res Public Health. 2021 Jan 26;18(3): [PMID: 33530383]
  97. Front Psychiatry. 2019 Aug 23;10:599 [PMID: 31507467]
  98. JMIR Mhealth Uhealth. 2021 Mar 18;9(3):e25406 [PMID: 33621188]
  99. Ther Adv Musculoskelet Dis. 2020 Dec 16;12:1759720X20969261 [PMID: 33403021]
  100. Pain Pract. 2020 Apr;20(4):422-436 [PMID: 31785131]
  101. RMD Open. 2021 Jan;7(1): [PMID: 33419871]
  102. Pain Pract. 2018 Nov;18(8):1068-1082 [PMID: 29722923]
  103. J Pain Res. 2020 May 20;13:1121-1128 [PMID: 32547175]
  104. Front Digit Health. 2022 Nov 02;4:850601 [PMID: 36405414]
  105. JMIR Mhealth Uhealth. 2019 May 29;7(5):e12542 [PMID: 31144672]
  106. JAMA Neurol. 2018 Mar 1;75(3):279-286 [PMID: 29279892]
  107. Neurosci Lett. 2015 Jan 1;584:93-6 [PMID: 25316162]
  108. Biochem Biophys Rep. 2022 Nov 23;32:101392 [PMID: 36438603]
  109. Diabetes Care. 2016 Nov;39(11):2089-2095 [PMID: 27926892]
  110. Biomolecules. 2023 Mar 07;13(3): [PMID: 36979423]
  111. JMIR Mhealth Uhealth. 2022 Apr 7;10(4):e35462 [PMID: 35389367]
  112. Rheumatol Int. 2023 Apr;43(4):713-719 [PMID: 36543961]
  113. Ther Innov Regul Sci. 2018 May;52(3):374-382 [PMID: 29714532]
  114. Front Pain Res (Lausanne). 2023 Jul 20;4:1223172 [PMID: 37547824]
  115. Neurobiol Pain. 2017 Apr 17;1:6-15 [PMID: 31194049]
  116. JMIR Mhealth Uhealth. 2016 Jan 26;4(1):e8 [PMID: 26813737]
  117. Lancet Psychiatry. 2022 Feb;9(2):137-150 [PMID: 35026139]
  118. Pain. 2015 Apr;156(4):569-576 [PMID: 25785523]
  119. Front Pharmacol. 2022 Oct 21;13:1046406 [PMID: 36339576]
  120. Pain. 2019 Jan;160(1):19-27 [PMID: 30586067]
  121. JMIR Mhealth Uhealth. 2020 May 29;8(5):e17458 [PMID: 32348289]
  122. Curr Opin Neurol. 2018 Apr;31(2):192-197 [PMID: 29278548]
  123. Proc Annu Hawaii Int Conf Syst Sci. 2019 Jan 8;2019:3917-3925 [PMID: 30700971]
  124. Rheumatology (Oxford). 2021 Oct 2;60(10):4450-4462 [PMID: 34003970]
  125. Epilepsy Res. 2021 Nov 30;179:106830 [PMID: 34894619]
  126. Hypertension. 2022 Oct;79(10):2148-2158 [PMID: 35726619]
  127. Science. 2022 Jul 8;377(6602):198-204 [PMID: 35857536]
  128. Innov Clin Neurosci. 2020 Jul 1;17(7-9):21-25 [PMID: 33520400]
  129. JMIR Form Res. 2021 May 18;5(5):e25969 [PMID: 34003133]
  130. JMIR Cancer. 2021 Sep 20;7(3):e28852 [PMID: 34542415]
  131. Epilepsy Behav. 2018 Aug;85:227-233 [PMID: 30032812]
  132. Pain. 2022 Sep 1;163(9):1740-1750 [PMID: 35027516]
  133. Curr Med Res Opin. 2021 Feb;37(2):167-173 [PMID: 33140994]
  134. Neural Regen Res. 2023 Jul;18(7):1450-1456 [PMID: 36571341]
  135. J Clin Rheumatol. 2019 Apr;25(3):133-141 [PMID: 29933327]
  136. Epilepsy Behav. 2018 Jan;78:96-99 [PMID: 29179106]
  137. Hypertens Res. 2022 Oct;45(10):1538-1548 [PMID: 35726085]
  138. Hosp Pract (1995). 2021 Dec;49(5):348-355 [PMID: 34461801]
  139. JMIR Ment Health. 2021 Sep 23;8(9):e29681 [PMID: 34554097]
  140. Brain Plast. 2018 Dec 12;4(1):127-150 [PMID: 30564551]
  141. Drugs. 2022 Mar;82(4):357-373 [PMID: 35254645]
  142. J Med Internet Res. 2023 Jan 6;25:e38333 [PMID: 36607712]
  143. JMIR Mhealth Uhealth. 2019 Nov 26;7(11):e14730 [PMID: 31769758]
  144. Anaesthesia. 2021 May;76(5):695-704 [PMID: 32720308]
  145. Epilepsy Behav. 2013 Mar;26(3):352-62 [PMID: 23200771]
  146. Nat Rev Drug Discov. 2019 Jan;18(1):41-58 [PMID: 30310233]
  147. Front Pediatr. 2018 Apr 09;6:69 [PMID: 29686977]
  148. Epilepsy Behav. 2011 Nov;22(3):469-74 [PMID: 21889413]
  149. Nat Med. 2023 Jul;29(7):1623-1630 [PMID: 37464029]
  150. Br J Sports Med. 2022 Jun;56(12):701-709 [PMID: 35301183]
  151. Int J Environ Res Public Health. 2022 Nov 29;19(23): [PMID: 36497946]
  152. J Int AIDS Soc. 2021 Aug;24(8):e25741 [PMID: 34338417]
  153. Clin Pharmacol Ther. 2023 Sep;114(3):578-590 [PMID: 37392464]
  154. Comput Inform Nurs. 2021 Mar 3;39(7):347-354 [PMID: 33660628]
  155. Med Princ Pract. 2018;27(6):501-507 [PMID: 30173215]
  156. J Clin Rheumatol. 2015 Dec;21(8):398-404 [PMID: 26226612]
  157. Behav Brain Res. 2006 Nov 25;175(1):1-8 [PMID: 16970997]
  158. J Orthop Sports Phys Ther. 2022 Apr;52(4):207-216 [PMID: 35442752]
  159. Am J Manag Care. 2023 Feb;29(2):78-80 [PMID: 36811981]
  160. J Affect Disord. 2016 Mar 15;193:1-10 [PMID: 26748881]
  161. Exp Neurol. 2020 Oct;332:113390 [PMID: 32598929]
  162. Lancet. 2018 Nov 10;392(10159):1789-1858 [PMID: 30496104]
  163. Lancet Digit Health. 2023 May;5(5):e316-e327 [PMID: 37100545]
  164. Front Public Health. 2023 Jul 07;11:1203201 [PMID: 37483927]
  165. J Med Internet Res. 2017 Nov 03;19(11):e373 [PMID: 29101095]
  166. Lancet Neurol. 2016 Jan;15(1):106-15 [PMID: 26549780]
  167. Mol Psychiatry. 2017 Apr;22(4):552-561 [PMID: 26645631]
  168. JMIR Ment Health. 2023 Aug 23;10:e46949 [PMID: 37610818]
  169. Neurology. 2018 Mar 13;90(11):e963-e970 [PMID: 29444968]
  170. JAMA. 2018 Jul 24;320(4):337-338 [PMID: 29971339]
  171. JMIR Ment Health. 2022 Sep 20;9(9):e40924 [PMID: 36125880]
  172. Sci Transl Med. 2012 Sep 19;4(152):152ps16 [PMID: 22993292]
  173. Arthritis Rheum. 2005 Dec 15;53(6):950-7 [PMID: 16342084]
  174. Epilepsia. 2020 Jun;61(6):1062-1081 [PMID: 32396216]
  175. Integr Cancer Ther. 2019 Jan-Dec;18:1534735419871108 [PMID: 31441352]
  176. J Med Toxicol. 2017 Sep;13(3):249-254 [PMID: 28646359]
  177. J Neurovirol. 2013 Oct;19(5):418-31 [PMID: 23982957]
  178. Behav Brain Res. 2021 Jun 25;408:113256 [PMID: 33775780]
  179. Epilepsy Behav. 2017 Nov;76:24-31 [PMID: 28931473]
  180. JAMA. 2022 Apr 5;327(13):1269-1281 [PMID: 35380580]
  181. J Music Ther. 2016 Winter;53(4):430-477 [PMID: 27760797]
  182. Transl Psychiatry. 2023 Oct 12;13(1):317 [PMID: 37828015]
  183. JAMA. 2023 Aug 8;330(6):512-527 [PMID: 37459141]
  184. Int J Mol Sci. 2021 May 24;22(11): [PMID: 34074018]
  185. Psychol Med. 2013 May;43(5):897-910 [PMID: 22781489]
  186. Epilepsy Behav. 2021 Apr;117:107904 [PMID: 33740496]
  187. BMC Psychiatry. 2022 Nov 24;22(1):730 [PMID: 36424570]
  188. CNS Drugs. 2023 Aug;37(8):671-677 [PMID: 37470978]
  189. Curr Opin Neurol. 2020 Jun;33(3):397-404 [PMID: 32209807]
  190. Clin Interv Aging. 2018 Sep 04;13:1593-1603 [PMID: 30233156]
  191. Exerc Immunol Rev. 2020;26:100-115 [PMID: 32139351]
  192. Front Aging Neurosci. 2023 Aug 03;15:1206572 [PMID: 37600514]
  193. Exp Anim. 2019 Nov 6;68(4):569-576 [PMID: 31292307]
  194. Pain Pract. 2023 Apr;23(4):409-436 [PMID: 36565010]
  195. Curr Clin Pharmacol. 2016;11(2):128-45 [PMID: 27262323]
  196. Epilepsy Behav. 2021 Aug;121(Pt A):108079 [PMID: 34058490]
  197. Front Digit Health. 2022 Jun 13;4:884047 [PMID: 35770137]
  198. JMIR Mhealth Uhealth. 2020 Jan 23;8(1):e17055 [PMID: 32012088]
  199. Med J Aust. 2020 Apr;212(6):258-262 [PMID: 32092160]
  200. Transl Psychiatry. 2021 Dec 8;11(1):622 [PMID: 34880203]
  201. Diabetes Technol Ther. 2008 Jun;10(3):160-8 [PMID: 18473689]
  202. Front Hum Neurosci. 2018 May 01;12:171 [PMID: 29780310]
  203. J Clin Med. 2018 Jan 30;7(2): [PMID: 29385731]
  204. Curr Rheumatol Rep. 2020 Nov 26;23(1):2 [PMID: 33244621]
  205. Clin Diabetes. 2020 Dec;38(5):449-461 [PMID: 33384470]
  206. Sci Rep. 2018 May 18;8(1):7864 [PMID: 29777149]
  207. PLoS One. 2020 Jan 30;15(1):e0228100 [PMID: 31999743]
  208. Front Pharmacol. 2021 Apr 23;12:612602 [PMID: 33972825]
  209. J Physiother. 2021 Oct;67(4):252-262 [PMID: 34538747]
  210. J Pain. 2021 Jul;22(7):763-777 [PMID: 33636371]
  211. Front Behav Neurosci. 2019 Jul 09;13:150 [PMID: 31338030]
  212. Cancer Cell. 2022 Jul 11;40(7):720-737.e5 [PMID: 35660135]
  213. Front Neurosci. 2021 Mar 22;15:635187 [PMID: 33828447]
  214. Pain. 2012 Apr;153(4):876-884 [PMID: 22341563]
  215. JMIR Form Res. 2022 Mar 25;6(3):e33073 [PMID: 35333189]
  216. Nucleic Acid Ther. 2023 Aug;33(4):234-237 [PMID: 37581487]
  217. J Med Internet Res. 2023 Sep 22;25:e47350 [PMID: 37738076]
  218. Psychother Psychosom. 2021;90(4):233-242 [PMID: 33946072]
  219. Clin J Oncol Nurs. 2021 Aug 1;25(4):431-438 [PMID: 34269338]
  220. Mhealth. 2018 Aug 08;4:32 [PMID: 30225239]
  221. Epilepsy Behav. 2023 Aug;145:109323 [PMID: 37356223]
  222. Pain. 2019 May;160(5):989-993 [PMID: 30507782]
  223. Okajimas Folia Anat Jpn. 2016;93(3):81-88 [PMID: 28216540]
  224. Children (Basel). 2017 Jun 23;4(7): [PMID: 28644422]
  225. J Affect Disord. 2023 Oct 1;338:569-580 [PMID: 37392941]
  226. JMIR Mhealth Uhealth. 2020 Jul 21;8(7):e18495 [PMID: 32706727]
  227. Neurosci Biobehav Rev. 2022 Aug;139:104728 [PMID: 35691473]
  228. BMJ. 2012 Apr 18;344:e2598 [PMID: 22517917]
  229. J Music Ther. 2020 May 2;57(2):127-167 [PMID: 32249313]
  230. Cogn Neurodyn. 2016 Feb;10(1):23-30 [PMID: 26834859]
  231. Healthcare (Basel). 2023 May 18;11(10): [PMID: 37239755]
  232. Int J Mol Sci. 2022 Oct 09;23(19): [PMID: 36233282]
  233. J Clin Med. 2022 Jul 25;11(15): [PMID: 35893399]
  234. Diabetes Care. 2020 Jan;43(1):250-260 [PMID: 31806649]
  235. Nutrients. 2022 May 10;14(10): [PMID: 35631145]
  236. Clin Cancer Res. 2023 Nov 1;29(21):4430-4440 [PMID: 37651264]
  237. Neurobiol Learn Mem. 2016 Oct;134 Pt B:379-91 [PMID: 27555234]
  238. CNS Spectr. 2023 Dec;28(6):662-673 [PMID: 37042341]
  239. JMIR Cancer. 2015 Jun 26;1(1):e7 [PMID: 28410158]
  240. Games Health J. 2015 Oct;4(5):362-74 [PMID: 26287927]
  241. Biotechnol Adv. 2020 May - Jun;40:107502 [PMID: 31887345]
  242. Front Psychiatry. 2020 Nov 25;11:557571 [PMID: 33329097]
  243. Support Care Cancer. 2021 Oct;29(10):5741-5751 [PMID: 33738594]
  244. Neurosci Lett. 2020 Oct 15;737:135318 [PMID: 32846221]
  245. Am J Health Syst Pharm. 2023 Sep 7;80(18):1223-1233 [PMID: 37257054]
  246. Behav Pharmacol. 2021 Apr 1;32(2&3):142-152 [PMID: 33079736]
  247. JMIR Ment Health. 2023 Aug 22;10:e46925 [PMID: 37606990]
  248. Clin Pharmacol Ther. 2018 Jul;104(1):72-80 [PMID: 29377057]
  249. J Cancer Surviv. 2018 Aug;12(4):431-440 [PMID: 29492753]
  250. Mol Pain. 2023 Jan-Dec;19:17448069231197158 [PMID: 37606554]
  251. Front Digit Health. 2023 May 23;5:1062471 [PMID: 37323125]
  252. Life Sci. 2002 Jul 19;71(9):1047-57 [PMID: 12088764]
  253. World Psychiatry. 2021 Jun;20(2):283-293 [PMID: 34002502]
  254. Neurobiol Pain. 2023 Apr 25;13:100130 [PMID: 37179770]
  255. Neurobiol Stress. 2021 Sep 10;15:100392 [PMID: 34568521]
  256. Eur J Oncol Nurs. 2023 Dec;67:102424 [PMID: 37804753]
  257. Drug Discov Today Ther Strateg. 2011 Winter;8(3-4):61-69 [PMID: 22368688]
  258. J Alzheimers Dis. 2020;75(1):23-43 [PMID: 32280091]
  259. Neurochem Res. 2021 Aug;46(8):2112-2130 [PMID: 34008120]
  260. Cancer Cell Int. 2023 Feb 1;23(1):15 [PMID: 36726173]
  261. BMC Med. 2023 Sep 29;21(1):372 [PMID: 37775758]
  262. NPJ Digit Med. 2019 May 3;2:34 [PMID: 31304380]
  263. Games Health J. 2015 Jun;4(3):235-46 [PMID: 26182069]
  264. JMIR Form Res. 2022 Sep 12;6(9):e34450 [PMID: 36094804]
  265. JMIR Res Protoc. 2013 Feb 14;2(1):e12 [PMID: 23612053]
  266. Epilepsy Behav. 2021 Feb;115:107660 [PMID: 33328107]
  267. Healthcare (Basel). 2022 Jun 23;10(7): [PMID: 35885700]
  268. J Mark Access Health Policy. 2021 Aug 18;9(1):1966187 [PMID: 34434535]
  269. Nucleosides Nucleotides Nucleic Acids. 2022;41(5-6):463-473 [PMID: 35357273]
  270. Annu Int Conf IEEE Eng Med Biol Soc. 2010;2010:3875-8 [PMID: 21097072]
  271. Healthcare (Basel). 2022 Dec 22;11(1): [PMID: 36611492]
  272. Cancer Res. 2021 Oct 1;81(19):4889-4895 [PMID: 34215623]
  273. Sports Med. 2008;38(7):607-15 [PMID: 18557661]
  274. Pediatrics. 2008 Aug;122(2):e305-17 [PMID: 18676516]
  275. JMIR Form Res. 2021 Dec 17;5(12):e33452 [PMID: 34927591]
  276. Diabetes Technol Ther. 2019 Jun;21(S2):S252-S258 [PMID: 31169428]
  277. JMIR Hum Factors. 2021 Nov 9;8(4):e25453 [PMID: 34751664]
  278. Digit Health. 2022 Oct 11;8:20552076221129066 [PMID: 36249481]
  279. Ann Pharmacother. 2018 Sep;52(9):829-837 [PMID: 29577766]
  280. Epilepsy Behav. 2013 Oct;29(1):133-40 [PMID: 23948657]
  281. BMJ Open. 2022 Mar 17;12(3):e051808 [PMID: 35301201]
  282. Pharmacol Rev. 2020 Jul;72(3):606-638 [PMID: 32540959]
  283. J Pain. 2021 Dec;22(12):1646-1656 [PMID: 34157406]
  284. BMJ Open. 2022 Apr 26;12(4):e057174 [PMID: 35473742]
  285. Epilepsy Behav. 2021 Jan;114(Pt A):107177 [PMID: 32536440]
  286. JAMA. 2018 Oct 02;320(13):1360-1372 [PMID: 30285183]
  287. Front Med (Lausanne). 2022 Oct 25;9:1000668 [PMID: 36388899]
  288. Epilepsy Behav. 2017 Jul;72:28-34 [PMID: 28575763]
  289. JMIR Form Res. 2023 Apr 7;7:e43009 [PMID: 37027184]
  290. Clin Psychopharmacol Neurosci. 2020 Feb 29;18(1):10-24 [PMID: 31958901]
  291. Digit Health. 2022 Jul 3;8:20552076221104672 [PMID: 35811758]
  292. Am J Alzheimers Dis Other Demen. 2023 Jan-Dec;38:15333175231191022 [PMID: 37611012]
  293. JMIR Mhealth Uhealth. 2017 Feb 21;5(2):e7 [PMID: 28223263]
  294. Epilepsy Behav. 2018 Apr;81:62-69 [PMID: 29494935]
  295. Rheumatol Int. 2022 Dec;42(12):2177-2190 [PMID: 36112186]
  296. Psychopharmacology (Berl). 2019 Jul;236(7):1999-2014 [PMID: 30798405]
  297. Lancet. 2014 Jul 5;384(9937):45-52 [PMID: 24996589]
  298. Transl Psychiatry. 2023 Jun 26;13(1):227 [PMID: 37365183]
  299. Neurobiol Dis. 2016 Sep;93:129-36 [PMID: 27185593]
  300. Transl Pediatr. 2022 Aug;11(8):1398-1407 [PMID: 36072545]
  301. Pain Ther. 2018 Jun;7(1):13-21 [PMID: 29691801]
  302. Int J Environ Res Public Health. 2021 May 16;18(10): [PMID: 34065698]
  303. Epileptic Disord. 2022 Oct 1;24(5):751-764 [PMID: 35894673]
  304. Front Neurol. 2014 Jul 14;5:126 [PMID: 25071711]
  305. Epilepsia Open. 2020 May 27;5(2):285-294 [PMID: 32524054]
  306. Trials. 2021 Jun 24;22(1):413 [PMID: 34167566]
  307. Curr Oncol. 2023 Jul 25;30(8):7151-7166 [PMID: 37622999]
  308. Sci Rep. 2021 Sep 16;11(1):16490 [PMID: 34531410]
  309. Curr Neurol Neurosci Rep. 2014 Jan;14(1):420 [PMID: 24272274]
  310. Front Med (Lausanne). 2022 Aug 29;9:991677 [PMID: 36106320]
  311. J Neuroinflammation. 2022 Feb 5;19(1):34 [PMID: 35123512]
  312. Alzheimers Res Ther. 2023 Mar 27;15(1):65 [PMID: 36973733]
  313. Int Immunopharmacol. 2022 Jan;102:108386 [PMID: 34824037]
  314. Br J Pharmacol. 2018 Jan;175(2):168-180 [PMID: 28369768]
  315. Nat Med. 2023 Jan;29(1):203-208 [PMID: 36631592]
  316. J Prev Alzheimers Dis. 2023;10(3):362-377 [PMID: 37357276]
  317. NPJ Digit Med. 2020 Dec 11;3(1):159 [PMID: 33311567]
  318. J Appl Physiol (1985). 2021 Mar 1;130(3):853-864 [PMID: 33411638]
  319. Int J Environ Res Public Health. 2023 Jan 30;20(3): [PMID: 36767831]
  320. Epilepsia. 2014 Apr;55(4):475-82 [PMID: 24730690]
  321. Epilepsia. 2016 Mar;57(3):484-94 [PMID: 26786278]
  322. J Med Internet Res. 2021 May 25;23(5):e24190 [PMID: 34032583]
  323. Lancet. 2021 May 29;397(10289):2082-2097 [PMID: 34062143]
  324. Front Aging Neurosci. 2022 Aug 08;14:962475 [PMID: 36051308]
  325. Endocr Relat Cancer. 2019 May;26(5):483-495 [PMID: 30856610]
  326. JMIR Mhealth Uhealth. 2017 Jan 24;5(1):e3 [PMID: 28119278]
  327. J BUON. 2016 Mar-Apr;21(2):466-72 [PMID: 27273935]
  328. J Pain Palliat Care Pharmacother. 2021 Dec;35(4):291-299 [PMID: 34623946]
  329. JMIR Form Res. 2023 Feb 3;7:e41788 [PMID: 36735284]
  330. Mol Neurobiol. 2022 Dec;59(12):7095-7118 [PMID: 36083518]
  331. Cell Rep. 2017 Apr 25;19(4):760-773 [PMID: 28445727]
  332. Brain Sci. 2023 Jul 22;13(7): [PMID: 37509042]
  333. Behav Brain Res. 2011 Sep 12;222(1):246-64 [PMID: 21504762]
  334. Psychosom Med. 2015 Apr;77(3):333-41 [PMID: 25849129]
  335. Clin J Pain. 2008 May;24(4):299-304 [PMID: 18427228]
  336. Epilepsy Behav. 2012 Nov;25(3):323-8 [PMID: 23103304]
  337. Int J Environ Res Public Health. 2022 Mar 07;19(5): [PMID: 35270811]
  338. Ann Pharmacother. 2020 Oct;54(10):1001-1009 [PMID: 32204605]
  339. Epilepsia. 2011 Sep;52(9):e113-7 [PMID: 21762452]
  340. J Adolesc Health. 2007 Sep;41(3):263-70 [PMID: 17707296]
  341. J Neuroinflammation. 2018 Sep 12;15(1):262 [PMID: 30208926]
  342. JMIR Mhealth Uhealth. 2021 May 28;9(5):e22489 [PMID: 34047709]
  343. Behav Brain Res. 2019 Oct 17;372:112023 [PMID: 31212238]
  344. Pain. 2017 Feb;158(2):347-360 [PMID: 28092651]
  345. Neuroscience. 2022 Jul 15;495:97-114 [PMID: 35643246]
  346. J Med Internet Res. 2021 Feb 22;23(2):e26292 [PMID: 33484240]
  347. Neurosci Lett. 2020 Jul 27;732:135133 [PMID: 32522604]
  348. J Alzheimers Dis Rep. 2023 Aug 14;7(1):873-899 [PMID: 37662616]
  349. Psychopharmacology (Berl). 2021 Jun;238(6):1417-1436 [PMID: 33694032]
  350. Front Pain Res (Lausanne). 2022 Mar 07;3:856935 [PMID: 35295809]
  351. Med Sci Monit. 2017 Jan 13;23:207-215 [PMID: 28082734]
  352. JMIR Cancer. 2022 Jun 24;8(2):e36258 [PMID: 35749161]
  353. Sci Rep. 2015 Jan 19;5:7856 [PMID: 25598223]

Grants

  1. 35166/ALSAM Foundation

Word Cloud

Created with Highcharts 10.0.0drugsdigitalDTxdrugcombination+therapiesDigitalchronicmedicationcanmobilemedicalDrugcreatedrug-deviceproductsinterventionsdiseaseLimitationspharmaceuticalbiologicsdiseasesegnon-adherenceadverseeffectstoxicityinadequateefficacymitigatedappsknowntherapeuticsAuthorizationadjunctUSFoodAdministrationdraftguidelines"prescriptionuse-relatedsoftware"illustrateopportunitiesultimatelyleadingtowardsstatusdevicesweb-basedvirtualrealityvideogameapplicationsdemonstrateclinicallymeaningfulbenefitspeoplelivingAlzheimer'sdementiarheumatoidarthritiscancerpainepilepsydepressionanxietyrespectiveanimalmodelspreclinicalstudiesenvironmentalenrichmentnon-pharmacologicalmodalitiesphysicalactivitysocialinteractionslearningmusicsurrogates"activeingredients"alsoshowimprovedoutcomesnarrativereviewdiscussimpacttranslationalresearchdiscoverydevelopmentgenericrepurposinggeneMarket-drivenincentivesillustratedHumiraadalimumabfacing"patent-cliff"competitioncheapereffectivebiosimilarsseamlesslyintegratedconclusionpharmabiotechcompaniespatientshealthcareprofessionalswillbenefitacceleratingintegrationpharmacotherapiesTherapeuticsImprovingEffectivenessPharmaceuticalDrugsBiologicalProducts:PreclinicalClinicalStudiesSupportingDevelopmentCombinationTherapiesChronicDiseasesanalgesicanti-cancerantidepressantantiseizureanxiolytichealthmHealthself-efficacyself-managementsmartphoneapp

Similar Articles

Cited By