Decoding pain through facial expressions: a study of patients with migraine
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作者:
Chen, Wei-Ta
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Natl Yang Ming Chiao Tung Univ, Brain Res Ctr, 155,Linong St Sec 2, Taipei 112, Taiwan
Natl Yang Ming Chiao Tung Univ, Sch Med, Taipei, Taiwan
Taipei Vet Gen Hosp, Neurol Inst, Dept Neurol, Taipei, Taiwan
Keelung Hosp, Dept Neurol, Minist Hlth & Welf, Keelung, TaiwanNatl Yang Ming Chiao Tung Univ, Brain Res Ctr, 155,Linong St Sec 2, Taipei 112, Taiwan
Chen, Wei-Ta
[1
,2
,3
,4
]
Hsiao, Fu-Jung
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Natl Yang Ming Chiao Tung Univ, Brain Res Ctr, 155,Linong St Sec 2, Taipei 112, TaiwanNatl Yang Ming Chiao Tung Univ, Brain Res Ctr, 155,Linong St Sec 2, Taipei 112, Taiwan
Hsiao, Fu-Jung
[1
]
Coppola, Gianluca
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机构:
Sapienza Univ Rome Polo Pontino, Dept Med & Surg Sci & Biotechnol, Latina, ItalyNatl Yang Ming Chiao Tung Univ, Brain Res Ctr, 155,Linong St Sec 2, Taipei 112, Taiwan
Coppola, Gianluca
[5
]
Wang, Shuu-Jiun
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机构:
Natl Yang Ming Chiao Tung Univ, Brain Res Ctr, 155,Linong St Sec 2, Taipei 112, Taiwan
Natl Yang Ming Chiao Tung Univ, Sch Med, Taipei, Taiwan
Taipei Vet Gen Hosp, Neurol Inst, Dept Neurol, Taipei, TaiwanNatl Yang Ming Chiao Tung Univ, Brain Res Ctr, 155,Linong St Sec 2, Taipei 112, Taiwan
Wang, Shuu-Jiun
[1
,2
,3
]
机构:
[1] Natl Yang Ming Chiao Tung Univ, Brain Res Ctr, 155,Linong St Sec 2, Taipei 112, Taiwan
[2] Natl Yang Ming Chiao Tung Univ, Sch Med, Taipei, Taiwan
[3] Taipei Vet Gen Hosp, Neurol Inst, Dept Neurol, Taipei, Taiwan
Background The present study used the Facial Action Coding System (FACS) to analyse changes in facial activities in individuals with migraine during resting conditions to determine the potential of facial expressions to convey information about pain during headache episodes. Methods Facial activity was recorded in calm and resting conditions by using a camera for both healthy controls (HC) and patients with episodic migraine (EM) and chronic migraine (CM). The FACS was employed to analyse the collected facial images, and intensity scores for each of the 20 action units (AUs) representing expressions were generated. The groups and headache pain conditions were then examined for each AU. Results The study involved 304 participants, that is, 46 HCs, 174 patients with EM, and 84 patients with CM. Elevated headache pain levels were associated with increased lid tightener activity and reduced mouth stretch. In the CM group, moderate to severe headache attacks exhibited decreased activation in the mouth stretch, alongside increased activation in the lid tightener, nose wrinkle, and cheek raiser, compared to mild headache attacks (all corrected p < 0.05). Notably, lid tightener activation was positively correlated with the Numeric Rating Scale (NRS) level of headache (p = 0.012). Moreover, the lip corner depressor was identified to be indicative of emotional depression severity (p < 0.001). Conclusion Facial expressions, particularly lid tightener actions, served as inherent indicators of headache intensity in individuals with migraine, even during resting conditions. This indicates that the proposed approach holds promise for providing a subjective evaluation of headaches, offering the benefits of real-time assessment and convenience for patients with migraine.
机构:
Univ Autonoma Tamaulipas, Fac Med Vet & Zootecnia, Inst Ecol Aplicada, Victoria City, MexicoUniv Autonoma Metropolitana UAM, Neurophysiol Behav & Anim Welf Assessment, DPAA, Mexico City, Mexico
Martinez-Burnes, Julio
Mora-Medina, Patricia
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Univ Nacl Autonoma Mexico, Fac Estudios Super Cuautitlan, Cuautitlan, MexicoUniv Autonoma Metropolitana UAM, Neurophysiol Behav & Anim Welf Assessment, DPAA, Mexico City, Mexico
Mora-Medina, Patricia
Dominguez-Oliva, Adriana
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Univ Autonoma Metropolitana UAM, Neurophysiol Behav & Anim Welf Assessment, DPAA, Mexico City, MexicoUniv Autonoma Metropolitana UAM, Neurophysiol Behav & Anim Welf Assessment, DPAA, Mexico City, Mexico
Dominguez-Oliva, Adriana
Hernandez-Avalos, Ismael
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机构:
Univ Nacl Autonoma Mexico, Fac Estudios Super Cuautitlan, Cuautitlan, MexicoUniv Autonoma Metropolitana UAM, Neurophysiol Behav & Anim Welf Assessment, DPAA, Mexico City, Mexico
Hernandez-Avalos, Ismael
Olmos-Hernandez, Adriana
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h-index: 0
机构:
Inst Nacl Rehabil Luis Guillermo Ibarra Ibarra INR, Div Biotechnol Bioterio & Expt Surg, Mexico City, MexicoUniv Autonoma Metropolitana UAM, Neurophysiol Behav & Anim Welf Assessment, DPAA, Mexico City, Mexico
Olmos-Hernandez, Adriana
Verduzco-Mendoza, Antonio
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h-index: 0
机构:
Inst Nacl Rehabil Luis Guillermo Ibarra Ibarra INR, Div Biotechnol Bioterio & Expt Surg, Mexico City, MexicoUniv Autonoma Metropolitana UAM, Neurophysiol Behav & Anim Welf Assessment, DPAA, Mexico City, Mexico
Verduzco-Mendoza, Antonio
Casas-Alvarado, Alejandro
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Univ Autonoma Metropolitana UAM, Neurophysiol Behav & Anim Welf Assessment, DPAA, Mexico City, MexicoUniv Autonoma Metropolitana UAM, Neurophysiol Behav & Anim Welf Assessment, DPAA, Mexico City, Mexico
Casas-Alvarado, Alejandro
Grandin, Temple
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Colorado State Univ, Dept Anim Sci, Ft Collins, CO 80523 USAUniv Autonoma Metropolitana UAM, Neurophysiol Behav & Anim Welf Assessment, DPAA, Mexico City, Mexico
机构:
Univ Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, Brazil
Fac Israelita Ciencias Saude Albert Einstei, Sch Med, Sao Paulo, Brazil
Hosp & Maternidade SEPACO, Sao Paulo, BrazilUniv Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, Brazil
Bernardes, Lisandra S.
Carvalho, Mariana A.
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Univ Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, BrazilUniv Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, Brazil
Carvalho, Mariana A.
Harnik, Simone B.
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机构:
Univ Sao Paulo, Inst Matemat & Estat Univ, Sao Paulo, BrazilUniv Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, Brazil
Harnik, Simone B.
Teixeira, Manoel J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Minas Gerais, Computat Sci Dept, Belo Horizonte, MG, BrazilUniv Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, Brazil
Teixeira, Manoel J.
Ottolia, Juliana
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Univ Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, BrazilUniv Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, Brazil
Ottolia, Juliana
Castro, Daniella
论文数: 0引用数: 0
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机构:
Univ Sao Paulo, Dept Neurol, LIM 62, Pain Ctr, Sao Paulo, BrazilUniv Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, Brazil
Castro, Daniella
Velloso, Adriano
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机构:
Univ Sao Paulo, Dept Neurol, LIM 62, Pain Ctr, Sao Paulo, BrazilUniv Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, Brazil
Velloso, Adriano
Francisco, Rossana
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h-index: 0
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Univ Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, BrazilUniv Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, Brazil
Francisco, Rossana
Listik, Clarice
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机构:
Univ Fed Minas Gerais, Computat Sci Dept, Belo Horizonte, MG, BrazilUniv Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, Brazil
Listik, Clarice
Galhardoni, Ricardo
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Univ Fed Minas Gerais, Computat Sci Dept, Belo Horizonte, MG, BrazilUniv Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, Brazil
Galhardoni, Ricardo
da Silva, Valquiria Aparecida
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Univ Fed Minas Gerais, Computat Sci Dept, Belo Horizonte, MG, BrazilUniv Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, Brazil
da Silva, Valquiria Aparecida
Moreira, Larissa I.
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机构:
Univ Fed Minas Gerais, Computat Sci Dept, Belo Horizonte, MG, BrazilUniv Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, Brazil
Moreira, Larissa I.
Filho, Antonio G. de Amorim
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h-index: 0
机构:
Univ Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, BrazilUniv Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, Brazil
Filho, Antonio G. de Amorim
Fernandes, Ana M.
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机构:
Univ Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, Brazil
Univ Fed Minas Gerais, Computat Sci Dept, Belo Horizonte, MG, BrazilUniv Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, Brazil
Fernandes, Ana M.
de Andrade, Daniel Ciampi
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h-index: 0
机构:
Univ Fed Minas Gerais, Computat Sci Dept, Belo Horizonte, MG, Brazil
Univ Sao Paulo, Inst Canc Estado Sao Paulo Octavio Frias Oliveira, Sao Paulo, BrazilUniv Sao Paulo, Fac Med FMUSP, Dept Obstet & Ginecol, Disciplina Obstet, Sao Paulo, Brazil
机构:
Univ Calif San Diego, Machine Percept Lab, Inst Neural Computat, La Jolla, CA 92093 USAUniv Calif San Diego, Machine Percept Lab, Inst Neural Computat, La Jolla, CA 92093 USA
Littlewort, Gwen C.
Bartlett, Marian Stewart
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h-index: 0
机构:
Univ Calif San Diego, Machine Percept Lab, Inst Neural Computat, La Jolla, CA 92093 USAUniv Calif San Diego, Machine Percept Lab, Inst Neural Computat, La Jolla, CA 92093 USA
Bartlett, Marian Stewart
Lee, Kang
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Univ Toronto, Human Dev & Appl Psychol, Toronto, ON M5R 2X2, CanadaUniv Calif San Diego, Machine Percept Lab, Inst Neural Computat, La Jolla, CA 92093 USA
Lee, Kang
ICMI'07: PROCEEDINGS OF THE NINTH INTERNATIONAL CONFERENCE ON MULTIMODAL INTERFACES,
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