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Article detail · 2022

Cluster Analysis Revealed Two Hidden Phenotypes of Cluster Headache

Journal

Frontiers in Neurology

ISSN 1664-2295

YÖKSİS OpenAlex Open access · gold SJR Q2 JCR Q2 Citations 11 Percentile 78.1% FWCI 1.28
Year
2022
Type
article

Data source split

  • YÖKSİS YÖKSİS article record
  • YÖKSİS venue Frontiers in Neurology
  • Catalog match (ISSN) Frontiers in Neurology
  • OpenAlex OpenAlex enrichment (abstract, citations, topics)

Abstract

OpenAlex · English

Objective To investigate the possible subgroups of patients with Cluster Headache (CH) by using K-means cluster analysis. Methods A total of 209 individuals (mean (SD) age: 39.8 (11.3) years), diagnosed with CH by headache experts, participated in this cross-sectional multi-center study. All patients completed a semi-structured survey either face to face, preferably, or through phone interviews with a physician. The survey was composed of questions that addressed sociodemographic characteristics as well as detailed clinical features and treatment experiences. Results Cluster analysis revealed two subgroups. Cluster one patients (n = 81) had younger age at diagnosis (31.04 (9.68) vs. 35.05 (11.02) years; p = 0.009), a higher number of autonomic symptoms (3.28 (1.16) vs. 1.99(0.95); p < 0.001), and showed a better response to triptans (50.00% vs. 28.00; p < 0.001) during attacks, compared with the cluster two subgroup (n = 122). Cluster two patients had higher rates of current smoking (76.0 vs. 33.0%; p=0.002), higher rates of smoking at diagnosis (78.0 vs. 32.0%; p=0.006), higher rates of parental smoking/tobacco exposure during childhood (72.0 vs. 33.0%; p = 0.010), longer duration of attacks with (44.21 (34.44) min. vs. 34.51 (24.97) min; p=0.005) and without (97.50 (63.58) min. vs. (83.95 (49.07) min; p = 0.035) treatment and higher rates of emergency department visits in the last year (81.0 vs. 26.0%; p< 0.001). Conclusions Cluster one and cluster two patients had different phenotypic features, possibly indicating different underlying genetic mechanisms. The cluster 1 phenotype may suggest a genetic or biology-based etiology, whereas the cluster two phenotype may be related to epigenetic mechanisms. Toxic exposure to cigarettes, either personally or secondarily, seems to be an important factor in the cluster two subgroup, inducing drug resistance and longer attacks. We need more studies to elaborate the causal relationship and the missing links of neurobiological pathways of cigarette smoking regarding the identified distinct phenotypic classes of patients with CH.

Topics

Citations

OpenAlex cited_by_count. Not a WoS or Scopus citation count; those sources have no separate column here.

11 citations

OpenAlex cited_by_count (cache / database)

1 publications in the local catalog that cite this work (OpenAlex reference match; not the full global list).

  1. Smoking and cluster headache: clinical, gender, and treatment insights from a cross-sectional cluster analysis 2026 Citations 2 · OpenAlex

Authors

  1. PINAR YALINAY DİKMEN
  2. BUSE ÇAĞLA ARI SARIOĞLU
  3. ERDİ ŞAHİN
  4. MUSTAFA ERTAŞ
  5. SAİME FÜSUN DOMAÇ
  6. ELİF ILGAZ AYDINLAR
  7. AYŞENUR ŞAHİN MISIR
  8. AYNUR ÖZGE
  9. HİLAL ÖZGÜNER
  10. ÖMER KARADAŞ
  11. JAVİD SHAFİYEV
  12. DOĞA VURALLI GAZİ ÜNİVERSİTESİ
  13. ÇİLE AKTAN
  14. EMEL OĞUZ AKARSU BURSA ULUDAĞ ÜNİVERSİTESİ
  15. HAMDİ NECDET KARLI BURSA ULUDAĞ ÜNİVERSİTESİ
  16. MEHMET ZARİFOĞLU
  17. HAYRUNNİSA BOLAY BELEN
  18. ESME EKİZOĞLU TURGUT
  19. ELİF KOCASOY ORHAN
  20. BAHAR TAŞDELEN
  21. BETÜL BAYKAN