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image of Association Between Serum Lipid Traits and Cognitive Function in Middle-aged and Elderly Adults: A Longitudinal Study

Abstract

Background

It is debatable whether demographic factors alter the relationship between serum lipid traits and cognitive function. Few data have examined the effects of non-traditional lipid metrics on the lipid-cognition relationship. We aim to test the generality of relationships between lipid traits and cognitive function in Chinese adults.

Methods

Data from 5,959 participants were obtained from the China Health and Retirement Longitudinal Study (2011–2020). The cognitive function was assessed the Mini-Mental State Examination. Effects of traditional lipid metrics (Total Cholesterol, TC, Triglycerides, TG, Low-Density Lipoprotein, LDL, High-Density Lipoprotein, HDL) and non-traditional lipid metrics (TC/HDL, LDL/HDL) were analyzed. We employed mixed-effect models, Group-Based Trajectory Models (GBTM), and logistic regression to examine the associations between baseline serum lipid traits and cognitive function.

Results

As continuous variables, higher TG levels were correlated with higher cognitive scores ( = 0.036), and similar patterns were found in TC/HDL ( 0.01) and LDL/HDL ( 0.01). In contrast, higher HDL levels were associated with lower cognitive scores. Similar trends were observed when lipid traits were analyzed as categorical quartiles, and grouped by gender and age. Non-traditional lipid metrics (LDL/HDL, TC/HDL) had higher contributions to the variation of cognitive scores than traditional lipid metrics (TC, TG, LDL, HDL).

Discussion

Results of this study further supported the protective effect of TG and negative effect of HDL in elderly adults, though confounding factors like baseline cognitive heterogeneity warrant future investigation. Notably, non-traditional lipid ratios demonstrated stronger predictive value for cognitive variation than individual lipid metrics.

Conclusion

Our study provided evidence for the generality of a significant association between traditional/non-traditional lipid metrics and cognitive function in middle-aged and elderly adults. The factors that vary with genders and age groups do not appear to significantly alter the lipid-cognition relationship.

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/content/journals/car/10.2174/0115672050370810250430112549
2025-05-15
2025-09-09
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References

  1. Zhang M. Katzman R. Salmon D. Jin H. Cai G. Wang Z. Qu G. Grant I. Yu E. Levy P. Klauber M.R. Liu W.T. The prevalence of dementia and Alzheimer’s disease in Shanghai, China: Impact of age, gender, and education. Ann. Neurol. 1990 27 4 428 437 10.1002/ana.410270412 2353798
    [Google Scholar]
  2. Jia J. Wang F. Wei C. Zhou A. Jia X. Li F. Tang M. Chu L. Zhou Y. Zhou C. Cui Y. Wang Q. Wang W. Yin P. Hu N. Zuo X. Song H. Qin W. Wu L. Li D. Jia L. Song J. Han Y. Xing Y. Yang P. Li Y. Qiao Y. Tang Y. Lv J. Dong X. The prevalence of dementia in urban and rural areas of China. Alzheimers Dement. 2014 10 1 1 9 10.1016/j.jalz.2013.01.012 23871765
    [Google Scholar]
  3. Xue J. Li J. Liang J. Chen S. The prevalence of mild cognitive impairment in China: A systematic review. Aging Dis. 2018 9 4 706 715 10.14336/AD.2017.0928 30090658
    [Google Scholar]
  4. Chowdhary N. Barbui C. Anstey K.J. Reducing the risk of cognitive decline and dementia: WHO recommendations. Front Neurol 2022 12 765584 10.3389/fneur.2021.765584 35082745
    [Google Scholar]
  5. Vos T. Lim S.S. Abbafati C. Abbas K.M. Abbasi M. Abbasifard M. Abbasi-Kangevari M. Abbastabar H. Abd-Allah F. Abdelalim A. Abdollahi M. Abdollahpour I. Abolhassani H. Aboyans V. Abrams E.M. Abreu L.G. Abrigo M.R.M. Abu-Raddad L.J. Abushouk A.I. Acebedo A. Ackerman I.N. Adabi M. Adamu A.A. Adebayo O.M. Adekanmbi V. Adelson J.D. Adetokunboh O.O. Adham D. Afshari M. Afshin A. Agardh E.E. Agarwal G. Agesa K.M. Aghaali M. Aghamir S.M.K. Agrawal A. Ahmad T. Ahmadi A. Ahmadi M. Ahmadieh H. Ahmadpour E. Akalu T.Y. Akinyemi R.O. Akinyemiju T. Akombi B. Al-Aly Z. Alam K. Alam N. Alam S. Alam T. Alanzi T.M. Albertson S.B. Alcalde-Rabanal J.E. Alema N.M. Ali M. Ali S. Alicandro G. Alijanzadeh M. Alinia C. Alipour V. Aljunid S.M. Alla F. Allebeck P. Almasi-Hashiani A. Alonso J. Al-Raddadi R.M. Altirkawi K.A. Alvis-Guzman N. Alvis-Zakzuk N.J. Amini S. Amini-Rarani M. Aminorroaya A. Amiri F. Amit A.M.L. Amugsi D.A. Amul G.G.H. Anderlini D. Andrei C.L. Andrei T. Anjomshoa M. Ansari F. Ansari I. Ansari-Moghaddam A. Antonio C.A.T. Antony C.M. Antriyandarti E. Anvari D. Anwer R. Arabloo J. Arab-Zozani M. Aravkin A.Y. Ariani F. Ärnlöv J. Aryal K.K. Arzani A. Asadi-Aliabadi M. Asadi-Pooya A.A. Asghari B. Ashbaugh C. Atnafu D.D. Atre S.R. Ausloos F. Ausloos M. Ayala Quintanilla B.P. Ayano G. Ayanore M.A. Aynalem Y.A. Azari S. Azarian G. Azene Z.N. Babaee E. Badawi A. Bagherzadeh M. Bakhshaei M.H. Bakhtiari A. Balakrishnan S. Balalla S. Balassyano S. Banach M. Banik P.C. Bannick M.S. Bante A.B. Baraki A.G. Barboza M.A. Barker-Collo S.L. Barthelemy C.M. Barua L. Barzegar A. Basu S. Baune B.T. Bayati M. Bazmandegan G. Bedi N. Beghi E. Béjot Y. Bello A.K. Bender R.G. Bennett D.A. Bennitt F.B. Bensenor I.M. Benziger C.P. Berhe K. Bernabe E. Bertolacci G.J. Bhageerathy R. Bhala N. Bhandari D. Bhardwaj P. Bhattacharyya K. Bhutta Z.A. Bibi S. Biehl M.H. Bikbov B. Bin Sayeed M.S. Biondi A. Birihane B.M. Bisanzio D. Bisignano C. Biswas R.K. Bohlouli S. Bohluli M. Bolla S.R.R. Boloor A. Boon-Dooley A.S. Borges G. Borzì A.M. Bourne R. Brady O.J. Brauer M. Brayne C. Breitborde N.J.K. Brenner H. Briant P.S. Briggs A.M. Briko N.I. Britton G.B. Bryazka D. Buchbinder R. Bumgarner B.R. Busse R. Butt Z.A. Caetano dos Santos F.L. Cámera L.L.A.A. Campos-Nonato I.R. Car J. Cárdenas R. Carreras G. Carrero J.J. Carvalho F. Castaldelli-Maia J.M. Castañeda-Orjuela C.A. Castelpietra G. Castle C.D. Castro F. Catalá-López F. Causey K. Cederroth C.R. Cercy K.M. Cerin E. Chandan J.S. Chang A.R. Charlson F.J. Chattu V.K. Chaturvedi S. Chimed-Ochir O. Chin K.L. Cho D.Y. Christensen H. Chu D-T. Chung M.T. Cicuttini F.M. Ciobanu L.G. Cirillo M. Collins E.L. Compton K. Conti S. Cortesi P.A. Costa V.M. Cousin E. Cowden R.G. Cowie B.C. Cromwell E.A. Cross D.H. Crowe C.S. Cruz J.A. Cunningham M. Dahlawi S.M.A. Damiani G. Dandona L. Dandona R. Darwesh A.M. Daryani A. Das J.K. Das Gupta R. das Neves J. Dávila-Cervantes C.A. Davletov K. De Leo D. Dean F.E. DeCleene N.K. Deen A. Degenhardt L. Dellavalle R.P. Demeke F.M. Demsie D.G. Denova-Gutiérrez E. Dereje N.D. Dervenis N. Desai R. Desalew A. Dessie G.A. Dharmaratne S.D. Dhungana G.P. Dianatinasab M. Diaz D. Dibaji Forooshani Z.S. Dingels Z.V. Dirac M.A. Djalalinia S. Do H.T. Dokova K. Dorostkar F. Doshi C.P. Doshmangir L. Douiri A. Doxey M.C. Driscoll T.R. Dunachie S.J. Duncan B.B. Duraes A.R. Eagan A.W. Ebrahimi Kalan M. Edvardsson D. Ehrlich J.R. El Nahas N. El Sayed I. El Tantawi M. Elbarazi I. Elgendy I.Y. Elhabashy H.R. El-Jaafary S.I. Elyazar I.R.F. Emamian M.H. Emmons-Bell S. Erskine H.E. Eshrati B. Eskandarieh S. Esmaeilnejad S. Esmaeilzadeh F. Esteghamati A. Estep K. Etemadi A. Etisso A.E. Farahmand M. Faraj A. Fareed M. Faridnia R. Farinha C.S.S. Farioli A. Faro A. Faruque M. Farzadfar F. Fattahi N. Fazlzadeh M. Feigin V.L. Feldman R. Fereshtehnejad S-M. Fernandes E. Ferrari A.J. Ferreira M.L. Filip I. Fischer F. Fisher J.L. Fitzgerald R. Flohr C. Flor L.S. Foigt N.A. Folayan M.O. Force L.M. Fornari C. Foroutan M. Fox J.T. Freitas M. Fu W. Fukumoto T. Furtado J.M. Gad M.M. Gakidou E. Galles N.C. Gallus S. Gamkrelidze A. Garcia-Basteiro A.L. Gardner W.M. Geberemariyam B.S. Gebrehiwot A.M. Gebremedhin K.B. Gebreslassie A.A.A.A. Gershberg Hayoon A. Gething P.W. Ghadimi M. Ghadiri K. Ghafourifard M. Ghajar A. Ghamari F. Ghashghaee A. Ghiasvand H. Ghith N. Gholamian A. Gilani S.A. Gill P.S. Gitimoghaddam M. Giussani G. Goli S. Gomez R.S. Gopalani S.V. Gorini G. Gorman T.M. Gottlich H.C. Goudarzi H. Goulart A.C. Goulart B.N.G. Grada A. Grivna M. Grosso G. Gubari M.I.M. Gugnani H.C. Guimaraes A.L.S. Guimarães R.A. Guled R.A. Guo G. Guo Y. Gupta R. Haagsma J.A. Haddock B. Hafezi-Nejad N. Hafiz A. Hagins H. Haile L.M. Hall B.J. Halvaei I. Hamadeh R.R. Hamagharib Abdullah K. Hamilton E.B. Han C. Han H. Hankey G.J. Haro J.M. Harvey J.D. Hasaballah A.I. Hasanzadeh A. Hashemian M. Hassanipour S. Hassankhani H. Havmoeller R.J. Hay R.J. Hay S.I. Hayat K. Heidari B. Heidari G. Heidari-Soureshjani R. Hendrie D. Henrikson H.J. Henry N.J. Herteliu C. Heydarpour F. Hird T.R. Hoek H.W. Hole M.K. Holla R. Hoogar P. Hosgood H.D. Hosseinzadeh M. Hostiuc M. Hostiuc S. Househ M. Hoy D.G. Hsairi M. Hsieh V.C. Hu G. Huda T.M. Hugo F.N. Huynh C.K. Hwang B-F. Iannucci V.C. Ibitoye S.E. Ikuta K.S. Ilesanmi O.S. Ilic I.M. Ilic M.D. Inbaraj L.R. Ippolito H. Irvani S.S.N. Islam M.M. Islam M.M. Islam S.M.S. Islami F. Iso H. Ivers R.Q. Iwu C.C.D. Iyamu I.O. Jaafari J. Jacobsen K.H. Jadidi-Niaragh F. Jafari H. Jafarinia M. Jahagirdar D. Jahani M.A. Jahanmehr N. Jakovljevic M. Jalali A. Jalilian F. James S.L. Janjani H. Janodia M.D. Jayatilleke A.U. Jeemon P. Jenabi E. Jha R.P. Jha V. Ji J.S. Jia P. John O. John-Akinola Y.O. Johnson C.O. Johnson S.C. Jonas J.B. Joo T. Joshi A. Jozwiak J.J. Jürisson M. Kabir A. Kabir Z. Kalani H. Kalani R. Kalankesh L.R. Kalhor R. Kamiab Z. Kanchan T. Karami Matin B. Karch A. Karim M.A. Karimi S.E. Kassa G.M. Kassebaum N.J. Katikireddi S.V. Kawakami N. Kayode G.A. Keddie S.H. Keller C. Kereselidze M. Khafaie M.A. Khalid N. Khan M. Khatab K. Khater M.M. Khatib M.N. Khayamzadeh M. Khodayari M.T. Khundkar R. Kianipour N. Kieling C. Kim D. Kim Y-E. Kim Y.J. Kimokoti R.W. Kisa A. Kisa S. Kissimova-Skarbek K. Kivimäki M. Kneib C.J. Knudsen A.K.S. Kocarnik J.M. Kolola T. Kopec J.A. Kosen S. Koul P.A. Koyanagi A. Kravchenko M.A. Krishan K. Krohn K.J. Kuate Defo B. Kucuk Bicer B. Kumar G.A. Kumar M. Kumar P. Kumar V. Kumaresh G. Kurmi O.P. Kusuma D. Kyu H.H. La Vecchia C. Lacey B. Lal D.K. Lalloo R. Lam J.O. Lami F.H. Landires I. Lang J.J. Lansingh V.C. Larson S.L. Larsson A.O. Lasrado S. Lassi Z.S. Lau K.M-M. Lavados P.M. Lazarus J.V. Ledesma J.R. Lee P.H. Lee S.W.H. LeGrand K.E. Leigh J. Leonardi M. Lescinsky H. Leung J. Levi M. Lewington S. Li S. Lim L-L. Lin C. Lin R-T. Linehan C. Linn S. Liu H-C. Liu S. Liu Z. Looker K.J. Lopez A.D. Lopukhov P.D. Lorkowski S. Lotufo P.A. Lucas T.C.D. Lugo A. Lunevicius R. Lyons R.A. Ma J. MacLachlan J.H. Maddison E.R. Maddison R. Madotto F. Mahasha P.W. Mai H.T. Majeed A. Maled V. Maleki S. Malekzadeh R. Malta D.C. Mamun A.A. Manafi A. Manafi N. Manguerra H. Mansouri B. Mansournia M.A. Mantilla Herrera A.M. Maravilla J.C. Marks A. Martins-Melo F.R. Martopullo I. Masoumi S.Z. Massano J. Massenburg B.B. Mathur M.R. Maulik P.K. McAlinden C. McGrath J.J. McKee M. Mehndiratta M.M. Mehri F. Mehta K.M. Meitei W.B. Memiah P.T.N. Mendoza W. Menezes R.G. Mengesha E.W. Mengesha M.B. Mereke A. Meretoja A. Meretoja T.J. Mestrovic T. Miazgowski B. Miazgowski T. Michalek I.M. Mihretie K.M. Miller T.R. Mills E.J. Mirica A. Mirrakhimov E.M. Mirzaei H. Mirzaei M. Mirzaei-Alavijeh M. Misganaw A.T. Mithra P. Moazen B. Moghadaszadeh M. Mohamadi E. Mohammad D.K. Mohammad Y. Mohammad Gholi Mezerji N. Mohammadian-Hafshejani A. Mohammadifard N. Mohammadpourhodki R. Mohammed S. Mokdad A.H. Molokhia M. Momen N.C. Monasta L. Mondello S. Mooney M.D. Moosazadeh M. Moradi G. Moradi M. Moradi-Lakeh M. Moradzadeh R. Moraga P. Morales L. Morawska L. Moreno Velásquez I. Morgado-da-Costa J. Morrison S.D. Mosser J.F. Mouodi S. Mousavi S.M. Mousavi Khaneghah A. Mueller U.O. Munro S.B. Muriithi M.K. Musa K.I. Muthupandian S. Naderi M. Nagarajan A.J. Nagel G. Naghshtabrizi B. Nair S. Nandi A.K. Nangia V. Nansseu J.R. Nayak V.C. Nazari J. Negoi I. Negoi R.I. Netsere H.B.N. Ngunjiri J.W. Nguyen C.T. Nguyen J. Nguyen M. Nguyen M. Nichols E. Nigatu D. Nigatu Y.T. Nikbakhsh R. Nixon M.R. Nnaji C.A. Nomura S. Norrving B. Noubiap J.J. Nowak C. Nunez-Samudio V. Oţoiu A. Oancea B. Odell C.M. Ogbo F.A. Oh I-H. Okunga E.W. Oladnabi M. Olagunju A.T. Olusanya B.O. Olusanya J.O. Oluwasanu M.M. Omar Bali A. Omer M.O. Ong K.L. Onwujekwe O.E. Orji A.U. Orpana H.M. Ortiz A. Ostroff S.M. Otstavnov N. Otstavnov S.S. Øverland S. Owolabi M.O. P A M. Padubidri J.R. Pakhare A.P. Palladino R. Pana A. Panda-Jonas S. Pandey A. Park E-K. Parmar P.G.K. Pasupula D.K. Patel S.K. Paternina-Caicedo A.J. Pathak A. Pathak M. Patten S.B. Patton G.C. Paudel D. Pazoki Toroudi H. Peden A.E. Pennini A. Pepito V.C.F. Peprah E.K. Pereira A. Pereira D.M. Perico N. Pham H.Q. Phillips M.R. Pigott D.M. Pilgrim T. Pilz T.M. Pirsaheb M. Plana-Ripoll O. Plass D. Pokhrel K.N. Polibin R.V. Polinder S. Polkinghorne K.R. Postma M.J. Pourjafar H. Pourmalek F. Pourmirza Kalhori R. Pourshams A. Poznańska A. Prada S.I. Prakash V. Pribadi D.R.A. Pupillo E. Quazi Syed Z. Rabiee M. Rabiee N. Radfar A. Rafiee A. Rafiei A. Raggi A. Rahimi-Movaghar A. Rahman M.A. Rajabpour-Sanati A. Rajati F. Ramezanzadeh K. Ranabhat C.L. Rao P.C. Rao S.J. Rasella D. Rastogi P. Rathi P. Rawaf D.L. Rawaf S. Rawal L. Razo C. Redford S.B. Reiner R.C. Jr Reinig N. Reitsma M.B. Remuzzi G. Renjith V. Renzaho A.M.N. Resnikoff S. Rezaei N. Rezai M. Rezapour A. Rhinehart P-A. Riahi S.M. Ribeiro A.L.P. Ribeiro D.C. Ribeiro D. Rickard J. Roberts N.L.S. Roberts S. Robinson S.R. Roever L. Rolfe S. Ronfani L. Roshandel G. Roth G.A. Rubagotti E. Rumisha S.F. Sabour S. Sachdev P.S. Saddik B. Sadeghi E. Sadeghi M. Saeidi S. Safi S. Safiri S. Sagar R. Sahebkar A. Sahraian M.A. Sajadi S.M. Salahshoor M.R. Salamati P. Salehi Zahabi S. Salem H. Salem M.R.R. Salimzadeh H. Salomon J.A. Salz I. Samad Z. Samy A.M. Sanabria J. Santomauro D.F. Santos I.S. Santos J.V. Santric-Milicevic M.M. Saraswathy S.Y.I. Sarmiento-Suárez R. Sarrafzadegan N. Sartorius B. Sarveazad A. Sathian B. Sathish T. Sattin D. Sbarra A.N. Schaeffer L.E. Schiavolin S. Schmidt M.I. Schutte A.E. Schwebel D.C. Schwendicke F. Senbeta A.M. Senthilkumaran S. Sepanlou S.G. Shackelford K.A. Shadid J. Shahabi S. Shaheen A.A. Shaikh M.A. Shalash A.S. Shams-Beyranvand M. Shamsizadeh M. Shannawaz M. Sharafi K. Sharara F. Sheena B.S. Sheikhtaheri A. Shetty R.S. Shibuya K. Shiferaw W.S. Shigematsu M. Shin J.I. Shiri R. Shirkoohi R. Shrime M.G. Shuval K. Siabani S. Sigfusdottir I.D. Sigurvinsdottir R. Silva J.P. Simpson K.E. Singh A. Singh J.A. Skiadaresi E. Skou S.T. Skryabin V.Y. Sobngwi E. Sokhan A. Soltani S. Sorensen R.J.D. Soriano J.B. Sorrie M.B. Soyiri I.N. Sreeramareddy C.T. Stanaway J.D. Stark B.A. Ştefan S.C. Stein C. Steiner C. Steiner T.J. Stokes M.A. Stovner L.J. Stubbs J.L. Sudaryanto A. Sufiyan M.B. Sulo G. Sultan I. Sykes B.L. Sylte D.O. Szócska M. Tabarés-Seisdedos R. Tabb K.M. Tadakamadla S.K. Taherkhani A. Tajdini M. Takahashi K. Taveira N. Teagle W.L. Teame H. Tehrani-Banihashemi A. Teklehaimanot B.F. Terrason S. Tessema Z.T. Thankappan K.R. Thomson A.M. Tohidinik H.R. Tonelli M. Topor-Madry R. Torre A.E. Touvier M. Tovani-Palone M.R.R. Tran B.X. Travillian R. Troeger C.E. Truelsen T.C. Tsai A.C. Tsatsakis A. Tudor Car L. Tyrovolas S. Uddin R. Ullah S. Undurraga E.A. Unnikrishnan B. Vacante M. Vakilian A. Valdez P.R. Varughese S. Vasankari T.J. Vasseghian Y. Venketasubramanian N. Violante F.S. Vlassov V. Vollset S.E. Vongpradith A. Vukovic A. Vukovic R. Waheed Y. Walters M.K. Wang J. Wang Y. Wang Y-P. Ward J.L. Watson A. Wei J. Weintraub R.G. Weiss D.J. Weiss J. Westerman R. Whisnant J.L. Whiteford H.A. Wiangkham T. Wiens K.E. Wijeratne T. Wilner L.B. Wilson S. Wojtyniak B. Wolfe C.D.A. Wool E.E. Wu A-M. Wulf Hanson S. Wunrow H.Y. Xu G. Xu R. Yadgir S. Yahyazadeh Jabbari S.H. Yamagishi K. Yaminfirooz M. Yano Y. Yaya S. Yazdi-Feyzabadi V. Yearwood J.A. Yeheyis T.Y. Yeshitila Y.G. Yip P. Yonemoto N. Yoon S-J. Yoosefi Lebni J. Younis M.Z. Younker T.P. Yousefi Z. Yousefifard M. Yousefinezhadi T. Yousuf A.Y. Yu C. Yusefzadeh H. Zahirian Moghadam T. Zaki L. Zaman S.B. Zamani M. Zamanian M. Zandian H. Zangeneh A. Zastrozhin M.S. Zewdie K.A. Zhang Y. Zhang Z-J. Zhao J.T. Zhao Y. Zheng P. Zhou M. Ziapour A. Zimsen S.R.M. Naghavi M. Murray C.J.L. Global burden of 369 diseases and injuries in 204 countries and territories, 1990–2019: A systematic analysis for the Global Burden of Disease Study 2019. Lancet 2020 396 10258 1204 1222 10.1016/S0140‑6736(20)30925‑9 33069326
    [Google Scholar]
  6. Ferrari A.J. Santomauro D.F. Aali A. Abate Y.H. Abbafati C. Abbastabar H. Abd ElHafeez S. Abdelmasseh M. Abd-Elsalam S. Abdollahi A. Abdullahi A. Abegaz K.H. Abeldaño Zuñiga R.A. Aboagye R.G. Abolhassani H. Abreu L.G. Abualruz H. Abu-Gharbieh E. Abu-Rmeileh N.M.E. Ackerman I.N. Addo I.Y. Addolorato G. Adebiyi A.O. Adepoju A.V. Adewuyi H.O. Afyouni S. Afzal S. Afzal S. Agodi A. Ahmad A. Ahmad D. Ahmad F. Ahmad S. Ahmed A. Ahmed L.A. Ahmed M.B. Ajami M. Akinosoglou K. Akkaif M.A. Al Hasan S.M. Alalalmeh S.O. Al-Aly Z. Albashtawy M. Aldridge R.W. Alemu M.D. Alemu Y.M. Alene K.A. Al-Gheethi A.A.S. Alharrasi M. Alhassan R.K. Ali M.U. Ali R. Ali S.S.S. Alif S.M. Aljunid S.M. Al-Marwani S. Almazan J.U. Alomari M.A. Al-Omari B. Altaany Z. Alvis-Guzman N. Alvis-Zakzuk N.J. Alwafi H. Al-Wardat M.S. Al-Worafi Y.M. Aly S. Alzoubi K.H. Amare A.T. Amegbor P.M. Ameyaw E.K. Amin T.T. Amindarolzarbi A. Amiri S. Amugsi D.A. Ancuceanu R. Anderlini D. Anderson D.B. Andrade P.P. Andrei C.L. Ansari H. Antony C.M. Anwar S. Anwar S.L. Anwer R. Anyanwu P.E. Arab J.P. Arabloo J. Arafat M. Araki D.T. Aravkin A.Y. Arkew M. Armocida B. Arndt M.B. Arooj M. Artamonov A.A. Aruleba R.T. Arumugam A. Ashbaugh C. Ashemo M.Y. Ashraf M. Asika M.O. Askari E. Astell-Burt T. Athari S.S. Atorkey P. Atout M.M.W. Atreya A. Aujayeb A. Ausloos M. Avan A. Awotidebe A.W. Awuviry-Newton K. Ayala Quintanilla B.P. Ayuso-Mateos J.L. Azadnajafabad S. Azevedo R.M.S. Babu A.S. Badar M. Badiye A.D. Baghdadi S. Bagheri N. Bah S. Bai R. Baker J.L. Bakkannavar S.M. Bako A.T. Balakrishnan S. Bam K. Banik P.C. Barchitta M. Bardhan M. Bardideh E. Barker-Collo S.L. Barqawi H.J. Barrow A. Barteit S. Barua L. Bashiri Aliabadi S. Basiru A. Basu S. Basu S. Bathini P.P. Batra K. Baune B.T. Bayileyegn N.S. Behnam B. Behnoush A.H. Beiranvand M. Bejarano Ramirez D.F. Bell M.L. Bello O.O. Beloukas A. Bensenor I.M. Berezvai Z. Bernabe E. Bernstein R.S. Bettencourt P.J.G. Bhagavathula A.S. Bhala N. Bhandari D. Bhargava A. Bhaskar S. Bhat V. Bhatti G.K. Bhatti J.S. Bhatti M.S. Bhatti R. Bhutta Z.A. Bikbov B. Bishai J.D. Bisignano C. Bitra V.R. Bjørge T. Bodolica V. Bodunrin A.O. Bogale E.K. Bonakdar Hashemi M. Bonny A. Bora Basara B. Borhany H. Boxe C. Brady O.J. Bragazzi N.L. Braithwaite D. Brant L.C. Brauer M. Breitner S. Brenner H. Brown J. Brugha T. Bulamu N.B. Buonsenso D. Burkart K. Burns R.A. Busse R. Bustanji Y. Butt Z.A. Byun J. Caetano dos Santos F.L. Calina D. Cámera L.A. Campos-Nonato I.R. Cao C. Capodici A. Carr S. Carreras G. Carugno A. Carvalho M. Castaldelli-Maia J.M. Castañeda-Orjuela C.A. Castelpietra G. Catapano A.L. Cattaruzza M.S. Caye A. Cegolon L. Cembranel F. Cenderadewi M. Cerin E. Chakraborty P.A. Chan J.S.K. Chan R.N.C. Chandika R.M. Chandrasekar E.K. Charalampous P. Chattu V.K. Chatzimavridou-Grigoriadou V. Chen A.W. Chen A-T. Chen C.S. Chen H. Chen N.M. Cheng E.T.W. Chimed-Ochir O. Chimoriya R. Ching P.R. Cho W.C.S. Choi S. Chong B. Chong Y.Y. Choudhari S.G. Chowdhury R. Christensen S.W.M.P. Chu D-T. Chukwu I.S. Chung E. Chung E. Chutiyami M. Claassens M.M. Cogen R.M. Columbus A. Conde J. Cortesi P.A. Cousin E. Criqui M.H. Cruz-Martins N. Dadras O. Dai S. Dai X. Dai Z. Dalaba M.A. Damiani G. Das J.K. Das S. Dashti M. Dávila-Cervantes C.A. Davletov K. De Leo D. Debele A.T. Debopadhaya S. DeCleene N.K. Deeba F. Degenhardt L. Del Bo’ C. Delgado-Enciso I. Demetriades A.K. Denova-Gutiérrez E. Dervenis N. Desai H.D. Desai R. Deuba K. Dhama K. Dharmaratne S.D. Dhingra S. Dias da Silva D. Diaz D. Diaz L.A. Diaz M.J. Dima A. Ding D.D. Dirac M.A. Do T.H.P. do Prado C.B. Dohare S. Dominguez R-M.V. Dong W. Dongarwar D. D’Oria M. Dorsey E.R. Doshmangir L. Dowou R.K. Driscoll T.R. Dsouza H.L. Dsouza V. Dube J. Dumith S.C. Duncan B.B. Duraes A.R. Duraisamy S. Durojaiye O.C. Dzianach P.A. Dziedzic A.M. Eboreime E. Ebrahimi A. Edinur H.A. Edvardsson D. Eikemo T.A. Eini E. Ekholuenetale M. Ekundayo T.C. El Sayed I. El Tantawi M. Elbarazi I. Elemam N.M. ElGohary G.M.T. Elhadi M. Elmeligy O.A.A. ELNahas G. Elshaer M. Elsohaby I. Engelbert Bain L. Erkhembayar R. Eshrati B. Estep K. Fabin N. Fagbamigbe A.F. Falzone L. Fareed M. Farinha C.S.S. Faris M.A.I.E.M. Faro A. Farrokhi P. Fatehizadeh A. Fauk N.K. Feigin V.L. Feng X. Fereshtehnejad S-M. Feroze A.H. Ferreira N. Ferreira P.H. Fischer F. Flavel J. Flood D. Flor L.S. Foigt N.A. Folayan M.O. Force L.M. Fortuna D. Foschi M. Franklin R.C. Freitas A. Fukumoto T. Furtado J.M. Gaal P.A. Gadanya M.A. Gaidhane A.M. Gaihre S. Galali Y. Ganbat M. Gandhi A.P. Ganesan B. Ganie M.A. Ganiyani M.A. Gardner W.M. Gebi T.G. Gebregergis M.W. Gebrehiwot M. Gebremariam T.B.B. Gebremeskel T.G. Gela Y.Y. Georgescu S.R. Getachew Obsa A. Gething P.W. Getie M. Ghadiri K. Ghadirian F. Ghailan K.Y. Ghajar A. Ghasemi M.R. Ghasempour Dabaghi G. Ghasemzadeh A. Ghazy R.M. Gholamrezanezhad A. Ghorbani M. Ghotbi E. Gibson R.M. Gill T.K. Ginindza T.G. Girmay A. Glasbey J.C. Göbölös L. Godinho M.A. Goharinezhad S. Goldust M. Golechha M. Goleij P. Gona P.N. Gorini G. Goulart A.C. Grada A. Grivna M. Guan S-Y. Guarducci G. Gubari M.I.M. Gudeta M.D. Guha A. Guicciardi S. Gulati S. Gulisashvili D. Gunawardane D.A. Guo C. Gupta A.K. Gupta B. Gupta I. Gupta M. Gupta R. Gupta V.B. Gupta V.K. Gupta V.K. Gutiérrez R.A. Habibzadeh F. Habibzadeh P. Haddadi R. Hadi N.R. Haep N. Hafezi-Nejad N. Hafiz A. Hagins H. Halboub E.S. Halimi A. Haller S. Halwani R. Hamilton E.B. Hankey G.J. Hannan M.A. Haque M.N. Harapan H. Haro J.M. Hartvigsen J. Hasaballah A.I. Hasan I. Hasanian M. Hasnain M.S. Hassan A. Haubold J. Havmoeller R.J. Hay S.I. Hayat K. Hebert J.J. Hegazi O.E. Heidari G. Helfer B. Hemmati M. Hendrie D. Henson C.A. Hezam K. Hiraike Y. Hoan N.Q. Holla R. Hon J. Hossain M.M. Hosseinzadeh H. Hosseinzadeh M. Hostiuc M. Hostiuc S. Hsu J.M. Huang J. Hugo F.N. Hushmandi K. Hussain J. Hussein N.R. Huynh C.K. Huynh H-H. Hwang B-F. Iannucci V.C. Ihler A.L. Ikiroma A.I. Ikuta K.S. Ilesanmi O.S. Ilic I.M. Ilic M.D. Imam M.T. Immurana M. Irham L.M. Islam M.R. Islam S.M.S. Islami F. Ismail F. Ismail N.E. Isola G. Iwagami M. Iwu C.C.D. Iyer M. Jaafari J. Jacobsen K.H. Jadidi-Niaragh F. Jafarinia M. Jaggi K. Jahankhani K. Jahanmehr N. Jahrami H. Jain A. Jain N. Jairoun A.A. Jaiswal A. Jakovljevic M. Jatau A.I. Javadov S. Javaheri T. Jayapal S.K. Jayaram S. Jee S.H. Jeganathan J. Jeyakumar A. Jha A.K. Jiang H. Jin Y. Jonas J.B. Joo T. Joseph A. Joseph N. Joshua C.E. Jozwiak J.J. Jürisson M. K V. Kaambwa B. Kabir A. Kabir Z. Kadashetti V. Kalani R. Kalankesh L.R. Kaliyadan F. Kalra S. Kamenov K. Kamyari N. Kanagasabai T. Kandel H. Kanmanthareddy A.R. Kanmodi K.K. Kantar R.S. Karaye I.M. Karim A. Karimi S.E. Karimi Y. Kasraei H. Kassel M.B. Kauppila J.H. Kawakami N. Kayode G.A. Kazemi F. Kazemian S. Keikavoosi-Arani L. Keller C. Kempen J.H. Kerr J.A. Keshtkar K. Kesse-Guyot E. Keykhaei M. Khajuria H. Khalaji A. Khalid A. Khalid N. Khalilian A. Khamesipour F. Khan A. Khan I. Khan M. Khan M.A.B. Khanmohammadi S. Khatab K. Khatami F. Khatatbeh M.M. Khater A.M. Khayat Kashani H.R. Khidri F.F. Khodadoust E. Khormali M. Khorrami Z. Kifle Z.D. Kim M.S. Kimokoti R.W. Kisa A. Kisa S. Knudsen A.K.S. Kocarnik J.M. Kochhar S. Koh H.Y. Kolahi A-A. Kompani F. Koren G. Korzh O. Kosen S. Koulmane Laxminarayana S.L. Krishan K. Krishna V. Krishnamoorthy V. Kuate Defo B. Kuddus M.A. Kuddus M. Kuitunen I. Kulkarni V. Kumar M. Kumar N. Kumar R. Kurmi O.P. Kusuma D. Kyu H.H. La Vecchia C. Lacey B. Ladan M.A. Laflamme L. Lafranconi A. Lahariya C. Lai D.T.C. Lal D.K. Lalloo R. Lallukka T. Lám J. Lan Q. Lan T. Landires I. Lanfranchi F. Langguth B. Laplante-Lévesque A. Larijani B. Larsson A.O. Lasrado S. Lauriola P. Le H-H. Le L.K.D. Le N.H.H. Le T.D.T. Leasher J.L. Ledda C. Lee M. Lee P.H. Lee S. Lee S.W. Lee W-C. Lee Y.H. LeGrand K.E. Lenzi J. Leong E. Leung J. Li M-C. Li W. Li X. Li Y. Li Y. Lim L-L. Lim S.S. Lindstrom M. Linn S. Liu G. Liu R. Liu S. Liu W. Liu X. Liu X. Llanaj E. Lo C-H. López-Bueno R. Loreche A.M. Lorenzovici L. Lozano R. Lubinda J. Lucchetti G. Lunevicius R. Lusk J.B. lv Ma Z.F. Machairas N. Madureira-Carvalho Á.M. Magaña Gómez J.A. Maghazachi A.A. Maharjan P. Mahasha P.W. Maheri M. Mahjoub S. Mahmoud M.A. Mahmoudi E. Majeed A. Makris K.C. Malakan Rad E. Malhotra K. Malik A.A. Malik I. Malta D.C. Manla Y. Mansour A. Mansouri P. Mansournia M.A. Mantilla Herrera A.M. Mantovani L.G. Manu E. Marateb H.R. Mardi P. Martinez G. Martinez-Piedra R. Martini D. Martins-Melo F.R. Martorell M. Marx W. Maryam S. Marzo R.R. Mathangasinghe Y. Mathieson S. Mathioudakis A.G. Mattumpuram J. Maugeri A. Mayeli M. Mazidi M. Mazzotti A. McGrath J.J. McKee M. McKowen A.L.W. McPhail M.A. Mehrabani-Zeinabad K. Mehrabi Nasab E. Mekene Meto T. Mendoza W. Menezes R.G. Mensah G.A. Mentis A-F.A. Meo S.A. Meresa H.A. Meretoja A. Meretoja T.J. Mersha A.M. Mestrovic T. Mettananda K.C.D. Mettananda S. Michalek I.M. Miller P.A. Miller T.R. Mills E.J. Minh L.H.N. Mirijello A. Mirrakhimov E.M. Mirutse M.K. Mirza-Aghazadeh-Attari M. Mirzaei M. Mirzaei R. Misganaw A. Mishra A.K. Mitchell P.B. Mittal C. Moazen B. Moberg M.E. Mohamed J. Mohamed M.F.H. Mohamed N.S. Mohammadi E. Mohammadi S. Mohammed H. Mohammed S. Mohammed S. Mohr R.M. Mokdad A.H. Molinaro S. Momtazmanesh S. Monasta L. Mondello S. Moodi Ghalibaf A.A. Moradi M. Moradi Y. Moradi-Lakeh M. Moraga P. Morawska L. Moreira R.S. Morovatdar N. Morrison S.D. Morze J. Mosapour A. Mosser J.F. Mossialos E. Motappa R. Mougin V. Mouodi S. Mrejen M. Msherghi A. Mubarik S. Mueller U.O. Mulita F. Munjal K. Murillo-Zamora E. Murlimanju B.V. Mustafa G. Muthu S. Muzaffar M. Myung W. Nagarajan A.J. Naghavi P. Naik G.R. Nainu F. Nair S. Najmuldeen H.H.R. Nangia V. Naqvi A.A. Narayana A.I. Nargus S. Nascimento G.G. Nashwan A.J. Nasrollahizadeh A. Nasrollahizadeh A. Natto Z.S. Nayak B.P. Nayak V.C. Nduaguba S.O. Negash H. Negoi I. Negoi R.I. Nejadghaderi S.A. Nesbit O.D. Netsere H.B. Ng M. Nguefack-Tsague G. Ngunjiri J.W. Nguyen D.H. Nguyen H.Q. Niazi R.K. Nikolouzakis T.K. Nikoobar A. Nikoomanesh F. Nikpoor A.R. Nnaji C.A. Nnyanzi L.A. Noman E.A. Nomura S. Norrving B. Nri-Ezedi C.A. Ntaios G. Ntsekhe M. Nurrika D. Nzoputam C.I. Nzoputam O.J. Oancea B. Odetokun I.A. O’Donnell M.J. Oguntade A.S. Oguta J.O. Okati-Aliabad H. Okeke S.R. Okekunle A.P. Okonji O.C. Olagunju A.T. Olasupo O.O. Olatubi M.I. Oliveira G.M.M. Olufadewa I.I. Olusanya B.O. Olusanya J.O. Omar H.A. Omer G.L. Omonisi A.E.E. Onie S. Onwujekwe O.E. Ordak M. Orish V.N. Ortega-Altamirano D.V. Ortiz A. Ortiz-Brizuela E. Osman W.M.S. Ostroff S.M. Osuagwu U.L. Otoiu A. Otstavnov N. Otstavnov S.S. Ouyahia A. Ouyang G. Owolabi M.O. P A M.P. Padron-Monedero A. Padubidri J.R. Palicz T. Palladino C. Pan F. Pandi-Perumal S.R. Pangaribuan H.U. Panos G.D. Panos L.D. Pantea Stoian A.M. Pardhan S. Parikh R.R. Pashaei A. Pasovic M. Passera R. Patel J. Patel S.K. Patil S. Patoulias D. Patthipati V.S. Pawar S. Pazoki Toroudi H. Pease S.A. Peden A.E. Pedersini P. Peng M. Pensato U. Pepito V.C.F. Peprah E.K. Peprah P. Perdigão J. Pereira M.O. Perianayagam A. Perico N. Pesudovs K. Petermann-Rocha F.E. Petri W.A. Pham H.T. Philip A.K. Phillips M.R. Pigeolet M. Pigott D.M. Pillay J.D. Piracha Z.Z. Pirouzpanah S. Plass D. Plotnikov E. Poddighe D. Polinder S. Postma M.J. Pourtaheri N. Prada S.I. Pradhan P.M.S. Prakash V. Prasad M. Prates E.J.S. Priscilla T. Pritchett N. Puri P. Puvvula J. Qasim N.H. Qattea I. Qazi A.S. Qian G. Rabiee Rad M. Radhakrishnan R.A. Radhakrishnan V. Raeisi Shahraki H. Rafferty Q. Raggi A. Raghav P.R. Rahim M.J. Rahman M.M. Rahman M.H.U. Rahman M. Rahman M.A. Rahmani S. Rahmanian M. Rahmawaty S. Rajaa S. Ramadan M.M. Ramasamy S.K. Ramasubramani P. Ramazanu S. Rana K. Ranabhat C.L. Rancic N. Rane A. Rao C.R. Rao K. Rao M. Rao S.J. Rashidi M-M. Rathnaiah Babu G. Rauniyar S.K. Rawaf D.L. Rawaf S. Razo C. Reddy M.M.R.K. Redwan E.M.M. Reifels L. Reiner R.C. Jr Remuzzi G. Renzaho A.M.N. Reshmi B. Reyes L.F. Rezaei N. Rezaei N. Rezaei N. Rezaei Hachesu P. Rezaeian M. Rickard J. Rodrigues C.F. Rodriguez J.A.B. Roever L. Ronfani L. Roshandel G. Rotimi K. Rout H.S. Roy B. Roy N. Roy P. Rubagotti E. S N C. Saad A.M.A. Saber-Ayad M.M. Sabour S. Sacco S. Sachdev P.S. Saddik B. Saddler A. Sadee B.A. Sadeghi E. Sadeghi M. Saeb M.R. Saeed U. Safi S.Z. Sagar R. Sagoe D. Saif Z. Sajid M.R. Sakshaug J.W. Salam N. Salami A.A. Salaroli L.B. Saleh M.A. Salem M.R. Salem M.Z.Y. Sallam M. Samadzadeh S. Samargandy S. Samodra Y.L. Samy A.M. Sanabria J. Sanna F. Santos I.S. Santric-Milicevic M.M. Sarasmita M.A. Sarikhani Y. Sarmiento-Suárez R. Sarode G.S. Sarode S.C. Sarveazad A. Sathian B. Sathyanarayan A. Satpathy M. Sawhney M. Scarmeas N. Schaarschmidt B.M. Schmidt M.I. Schneider I.J.C. Schumacher A.E. Schwebel D.C. Schwendicke F. Sedighi M. Senapati S. Senthilkumaran S. Sepanlou S.G. Sethi Y. Setoguchi S. Seylani A. Shadid J. Shafie M. Shah H. Shah N.S. Shah P.A. Shahbandi A. Shahid S. Shahid W. Shahwan M.J. Shaikh M.A. Shakeri A. Shalash A.S. Sham S. Shamim M.A. Shamshirgaran M.A. Shamsi M.A. Shanawaz M. Shankar A. Shannawaz M. Sharath M. Sharifan A. Sharifi-Rad J. Sharma M. Sharma R. Sharma S. Sharma U. Sharma V. Shastry R.P. Shavandi A. Shayan A.M. Shayan M. Shehabeldine A.M.E. Shetty P.H. Shibuya K. Shifa J.E. Shiferaw D. Shiferaw W.S. Shigematsu M. Shiri R. Shitaye N.A. Shittu A. Shivakumar K.M. Shivarov V. Shokati Eshkiki Z. Shool S. Shrestha S. Shuval K. Sibhat M.M. Siddig E.E. Sigfusdottir I.D. Silva D.A.S. Silva J.P. Silva L.M.L.R. Silva S. Simpson C.R. Singal A. Singh A. Singh B.B. Singh H. Singh J.A. Singh M. Singh P. Skou S.T. Sleet D.A. Slepak E.L.N. Solanki R. Soliman S.S.M. Song S. Song Y. Sorensen R.J.D. Soriano J.B. Soyiri I.N. Spartalis M. Sreeramareddy C.T. Stark B.A. Starodubova A.V. Stein C. Stein D.J. Steiner C. Steiner T.J. Steinmetz J.D. Steiropoulos P. Stockfelt L. Stokes M.A. Subedi N.S. Subramaniyan V. Suemoto C.K. Suleman M. Suliankatchi Abdulkader R. Sultana A. Sundström J. Swain C.K. Szarpak L. Tabaee Damavandi P. Tabarés-Seisdedos R. Tabatabaei Malazy O. Tabatabaeizadeh S-A. Tabatabai S. Tabche C. Tabish M. Tadakamadla S.K. Taheri Abkenar Y. Taheri Soodejani M. Taherkhani A. Taiba J. Talaat I.M. Talukder A. Tampa M. Tamuzi J.L. Tan K-K. Tandukar S. Tang H. Tavakoli Oliaee R. Tavangar S.M. Teimoori M. Temsah M-H. Teramoto M. Thangaraju P. Thankappan K.R. Thapar R. Thayakaran R. Thirunavukkarasu S. Thomas N. Thomas N.K. Thum C.C.C. Tichopad A. Ticoalu J.H.V. Tillawi T. Tiruye T.Y. Tobe-Gai R. Tonelli M. Topor-Madry R. Torre A.E. Touvier M. Tovani-Palone M.R. Tran J.T. Tran M.T.N. Tran N.M. Tran N-H. Trico D. Tromans S.J. Truyen T.T.T.T. Tsatsakis A. Tsegay G.M. Tsermpini E.E. Tumurkhuu M. Tyrovolas S. Udoh A. Umair M. Umakanthan S. Umar T.P. Undurraga E.A. Unim B. Unnikrishnan B. Unsworth C.A. Upadhyay E. Urso D. Usman J.S. Vahabi S.M. Vaithinathan A.G. Van den Eynde J. Varga O. Varma R.P. Vart P. Vasankari T.J. Vasic M. Vaziri S. Vellingiri B. Venketasubramanian N. Veroux M. Verras G-I. Vervoort D. Villafañe J.H. Violante F.S. Vlassov V. Vollset S.E. Volovat S.R. Vongpradith A. Waheed Y. Wang C. Wang F. Wang N. Wang S. Wang Y. Wang Y-P. Ward P. Wassie E.G. Weaver M.R. Weerakoon K.G. Weintraub R.G. Weiss D.J. Weldemariam A.H. Wells K.M. Wen Y.F. Whisnant J.L. Whiteford H.A. Wiangkham T. Wickramasinghe D.P. Wickramasinghe N.D. Wilandika A. Wilkerson C. Willeit P. Wimo A. Woldegebreal D.H. Wolf A.W. Wong Y.J. Woolf A.D. Wu C. Wu F. Wu X. Wu Z. Wulf Hanson S. Xia Y. Xiao H. Xu X. Xu Y.Y. Yadav L. Yadollahpour A. Yaghoubi S. Yamagishi K. Yang L. Yano Y. Yao Y. Yaribeygi H. Yazdanpanah M.H. Ye P. Yehualashet S.S. Yesuf S.A. Yezli S. Yiğit A. Yiğit V. Yigzaw Z.A. Yismaw Y. Yon D.K. Yonemoto N. Younis M.Z. Yu C. Yu Y. Yusuf H. Zahid M.H. Zakham F. Zaki L. Zaki N. Zaman B.A. Zamora N. Zand R. Zandieh G.G.Z. Zar H.J. Zarrintan A. Zastrozhin M.S. Zhang H. Zhang N. Zhang Y. Zhao H. Zhong C. Zhong P. Zhou J. Zhu Z. Ziafati M. Zielińska M. Zimsen S.R.M. Zoladl M. Zumla A. Zyoud S.H. Vos T. Murray C.J.L. Global incidence, prevalence, years lived with disability (YLDs), disability-adjusted life-years (DALYs), and healthy life expectancy (HALE) for 371 diseases and injuries in 204 countries and territories and 811 subnational locations, 1990–2021: A systematic analysis for the global burden of disease study 2021. Lancet 2024 403 10440 2133 2161 10.1016/S0140‑6736(24)00757‑8 38642570
    [Google Scholar]
  7. Vos T. Abajobir A.A. Abate K.H. Abbafati C. Abbas K.M. Abd-Allah F. Abdulkader R.S. Abdulle A.M. Abebo T.A. Abera S.F. Aboyans V. Abu-Raddad L.J. Ackerman I.N. Adamu A.A. Adetokunboh O. Afarideh M. Afshin A. Agarwal S.K. Aggarwal R. Agrawal A. Agrawal S. Ahmadieh H. Ahmed M.B. Aichour M.T.E. Aichour A.N. Aichour I. Aiyar S. Akinyemi R.O. Akseer N. Al Lami F.H. Alahdab F. Al-Aly Z. Alam K. Alam N. Alam T. Alasfoor D. Alene K.A. Ali R. Alizadeh-Navaei R. Alkerwi A. Alla F. Allebeck P. Allen C. Al-Maskari F. Al-Raddadi R. Alsharif U. Alsowaidi S. Altirkawi K.A. Amare A.T. Amini E. Ammar W. Amoako Y.A. Andersen H.H. Antonio C.A.T. Anwari P. Ärnlöv J. Artaman A. Aryal K.K. Asayesh H. Asgedom S.W. Assadi R. Atey T.M. Atnafu N.T. Atre S.R. Avila-Burgos L. Avokphako E.F.G.A. Awasthi A. Bacha U. Badawi A. Balakrishnan K. Banerjee A. Bannick M.S. Barac A. Barber R.M. Barker-Collo S.L. Bärnighausen T. Barquera S. Barregard L. Barrero L.H. Basu S. Battista B. Battle K.E. Baune B.T. Bazargan-Hejazi S. Beardsley J. Bedi N. Beghi E. Béjot Y. Bekele B.B. Bell M.L. Bennett D.A. Bensenor I.M. Benson J. Berhane A. Berhe D.F. Bernabé E. Betsu B.D. Beuran M. Beyene A.S. Bhala N. Bhansali A. Bhatt S. Bhutta Z.A. Biadgilign S. Bicer B.K. Bienhoff K. Bikbov B. Birungi C. Biryukov S. Bisanzio D. Bizuayehu H.M. Boneya D.J. Boufous S. Bourne R.R.A. Brazinova A. Brugha T.S. Buchbinder R. Bulto L.N.B. Bumgarner B.R. Butt Z.A. Cahuana-Hurtado L. Cameron E. Car M. Carabin H. Carapetis J.R. Cárdenas R. Carpenter D.O. Carrero J.J. Carter A. Carvalho F. Casey D.C. Caso V. Castañeda-Orjuela C.A. Castle C.D. Catalá-López F. Chang H-Y. Chang J-C. Charlson F.J. Chen H. Chibalabala M. Chibueze C.E. Chisumpa V.H. Chitheer A.A. Christopher D.J. Ciobanu L.G. Cirillo M. Colombara D. Cooper C. Cortesi P.A. Criqui M.H. Crump J.A. Dadi A.F. Dalal K. Dandona L. Dandona R. das Neves J. Davitoiu D.V. de Courten B. De Leo D.D. Defo B.K. Degenhardt L. Deiparine S. Dellavalle R.P. Deribe K. Des Jarlais D.C. Dey S. Dharmaratne S.D. Dhillon P.K. Dicker D. Ding E.L. Djalalinia S. Do H.P. Dorsey E.R. dos Santos K.P.B. Douwes-Schultz D. Doyle K.E. Driscoll T.R. Dubey M. Duncan B.B. El-Khatib Z.Z. Ellerstrand J. Enayati A. Endries A.Y. Ermakov S.P. Erskine H.E. Eshrati B. Eskandarieh S. Esteghamati A. Estep K. Fanuel F.B.B. Farinha C.S.E.S. Faro A. Farzadfar F. Fazeli M.S. Feigin V.L. Fereshtehnejad S-M. Fernandes J.C. Ferrari A.J. Feyissa T.R. Filip I. Fischer F. Fitzmaurice C. Flaxman A.D. Flor L.S. Foigt N. Foreman K.J. Franklin R.C. Fullman N. Fürst T. Furtado J.M. Futran N.D. Gakidou E. Ganji M. Garcia-Basteiro A.L. Gebre T. Gebrehiwot T.T. Geleto A. Gemechu B.L. Gesesew H.A. Gething P.W. Ghajar A. Gibney K.B. Gill P.S. Gillum R.F. Ginawi I.A.M. Giref A.Z. Gishu M.D. Giussani G. Godwin W.W. Gold A.L. Goldberg E.M. Gona P.N. Goodridge A. Gopalani S.V. Goto A. Goulart A.C. Griswold M. Gugnani H.C. Gupta R. Gupta R. Gupta T. Gupta V. Hafezi-Nejad N. Hailu G.B. Hailu A.D. Hamadeh R.R. Hamidi S. Handal A.J. Hankey G.J. Hanson S.W. Hao Y. Harb H.L. Hareri H.A. Haro J.M. Harvey J. Hassanvand M.S. Havmoeller R. Hawley C. Hay S.I. Hay R.J. Henry N.J. Heredia-Pi I.B. Hernandez J.M. Heydarpour P. Hoek H.W. Hoffman H.J. Horita N. Hosgood H.D. Hostiuc S. Hotez P.J. Hoy D.G. Htet A.S. Hu G. Huang H. Huynh C. Iburg K.M. Igumbor E.U. Ikeda C. Irvine C.M.S. Jacobsen K.H. Jahanmehr N. Jakovljevic M.B. Jassal S.K. Javanbakht M. Jayaraman S.P. Jeemon P. Jensen P.N. Jha V. Jiang G. John D. Johnson S.C. Johnson C.O. Jonas J.B. Jürisson M. Kabir Z. Kadel R. Kahsay A. Kamal R. Kan H. Karam N.E. Karch A. Karema C.K. Kasaeian A. Kassa G.M. Kassaw N.A. Kassebaum N.J. Kastor A. Katikireddi S.V. Kaul A. Kawakami N. Keiyoro P.N. Kengne A.P. Keren A. Khader Y.S. Khalil I.A. Khan E.A. Khang Y-H. Khosravi A. Khubchandani J. Kiadaliri A.A. Kieling C. Kim Y.J. Kim D. Kim P. Kimokoti R.W. Kinfu Y. Kisa A. Kissimova-Skarbek K.A. Kivimaki M. Knudsen A.K. Kokubo Y. Kolte D. Kopec J.A. Kosen S. Koul P.A. Koyanagi A. Kravchenko M. Krishnaswami S. Krohn K.J. Kumar G.A. Kumar P. Kumar S. Kyu H.H. Lal D.K. Lalloo R. Lambert N. Lan Q. Larsson A. Lavados P.M. Leasher J.L. Lee P.H. Lee J-T. Leigh J. Leshargie C.T. Leung J. Leung R. Levi M. Li Y. Li Y. Li Kappe D. Liang X. Liben M.L. Lim S.S. Linn S. Liu P.Y. Liu A. Liu S. Liu Y. Lodha R. Logroscino G. London S.J. Looker K.J. Lopez A.D. Lorkowski S. Lotufo P.A. Low N. Lozano R. Lucas T.C.D. Macarayan E.R.K. Magdy Abd El Razek H. Magdy Abd El Razek M. Mahdavi M. Majdan M. Majdzadeh R. Majeed A. Malekzadeh R. Malhotra R. Malta D.C. Mamun A.A. Manguerra H. Manhertz T. Mantilla A. Mantovani L.G. Mapoma C.C. Marczak L.B. Martinez-Raga J. Martins-Melo F.R. Martopullo I. März W. Mathur M.R. Mazidi M. McAlinden C. McGaughey M. McGrath J.J. McKee M. McNellan C. Mehata S. Mehndiratta M.M. Mekonnen T.C. Memiah P. Memish Z.A. Mendoza W. Mengistie M.A. Mengistu D.T. Mensah G.A. Meretoja T.J. Meretoja A. Mezgebe H.B. Micha R. Millear A. Miller T.R. Mills E.J. Mirarefin M. Mirrakhimov E.M. Misganaw A. Mishra S.R. Mitchell P.B. Mohammad K.A. Mohammadi A. Mohammed K.E. Mohammed S. Mohanty S.K. Mokdad A.H. Mollenkopf S.K. Monasta L. Montico M. Moradi-Lakeh M. Moraga P. Mori R. Morozoff C. Morrison S.D. Moses M. Mountjoy-Venning C. Mruts K.B. Mueller U.O. Muller K. Murdoch M.E. Murthy G.V.S. Musa K.I. Nachega J.B. Nagel G. Naghavi M. Naheed A. Naidoo K.S. Naldi L. Nangia V. Natarajan G. Negasa D.E. Negoi R.I. Negoi I. Newton C.R. Ngunjiri J.W. Nguyen T.H. Nguyen Q.L. Nguyen C.T. Nguyen G. Nguyen M. Nichols E. Ningrum D.N.A. Nolte S. Nong V.M. Norrving B. Noubiap J.J.N. O’Donnell M.J. Ogbo F.A. Oh I-H. Okoro A. Oladimeji O. Olagunju T.O. Olagunju A.T. Olsen H.E. Olusanya B.O. Olusanya J.O. Ong K. Opio J.N. Oren E. Ortiz A. Osgood-Zimmerman A. Osman M. Owolabi M.O. Pa M. Pacella R.E. Pana A. Panda B.K. Papachristou C. Park E-K. Parry C.D. Parsaeian M. Patten S.B. Patton G.C. Paulson K. Pearce N. Pereira D.M. Perico N. Pesudovs K. Peterson C.B. Petzold M. Phillips M.R. Pigott D.M. Pillay J.D. Pinho C. Plass D. Pletcher M.A. Popova S. Poulton R.G. Pourmalek F. Prabhakaran D. Prasad N.M. Prasad N. Purcell C. Qorbani M. Quansah R. Quintanilla B.P.A. Rabiee R.H.S. Radfar A. Rafay A. Rahimi K. Rahimi-Movaghar A. Rahimi-Movaghar V. Rahman M.H.U. Rahman M. Rai R.K. Rajsic S. Ram U. Ranabhat C.L. Rankin Z. Rao P.C. Rao P.V. Rawaf S. Ray S.E. Reiner R.C. Reinig N. Reitsma M.B. Remuzzi G. Renzaho A.M.N. Resnikoff S. Rezaei S. Ribeiro A.L. Ronfani L. Roshandel G. Roth G.A. Roy A. Rubagotti E. Ruhago G.M. Saadat S. Sadat N. Safdarian M. Safi S. Safiri S. Sagar R. Sahathevan R. Salama J. Saleem H.O.B. Salomon J.A. Salvi S.S. Samy A.M. Sanabria J.R. Santomauro D. Santos I.S. Santos J.V. Santric Milicevic M.M. Sartorius B. Satpathy M. Sawhney M. Saxena S. Schmidt M.I. Schneider I.J.C. Schöttker B. Schwebel D.C. Schwendicke F. Seedat S. Sepanlou S.G. Servan-Mori E.E. Setegn T. Shackelford K.A. Shaheen A. Shaikh M.A. Shamsipour M. Shariful Islam S.M. Sharma J. Sharma R. She J. Shi P. Shields C. Shifa G.T. Shigematsu M. Shinohara Y. Shiri R. Shirkoohi R. Shirude S. Shishani K. Shrime M.G. Sibai A.M. Sigfusdottir I.D. Silva D.A.S. Silva J.P. Silveira D.G.A. Singh J.A. Singh N.P. Sinha D.N. Skiadaresi E. Skirbekk V. Slepak E.L. Sligar A. Smith D.L. Smith M. Sobaih B.H.A. Sobngwi E. Sorensen R.J.D. Sousa T.C.M. Sposato L.A. Sreeramareddy C.T. Srinivasan V. Stanaway J.D. Stathopoulou V. Steel N. Stein M.B. Stein D.J. Steiner T.J. Steiner C. Steinke S. Stokes M.A. Stovner L.J. Strub B. Subart M. Sufiyan M.B. Sunguya B.F. Sur P.J. Swaminathan S. Sykes B.L. Sylte D.O. Tabarés-Seisdedos R. Taffere G.R. Takala J.S. Tandon N. Tavakkoli M. Taveira N. Taylor H.R. Tehrani-Banihashemi A. Tekelab T. Terkawi A.S. Tesfaye D.J. Tesssema B. Thamsuwan O. Thomas K.E. Thrift A.G. Tiruye T.Y. Tobe-Gai R. Tollanes M.C. Tonelli M. Topor-Madry R. Tortajada M. Touvier M. Tran B.X. Tripathi S. Troeger C. Truelsen T. Tsoi D. Tuem K.B. Tuzcu E.M. Tyrovolas S. Ukwaja K.N. Undurraga E.A. Uneke C.J. Updike R. Uthman O.A. Uzochukwu B.S.C. van Boven J.F.M. Varughese S. Vasankari T. Venkatesh S. Venketasubramanian N. Vidavalur R. Violante F.S. Vladimirov S.K. Vlassov V.V. Vollset S.E. Wadilo F. Wakayo T. Wang Y-P. Weaver M. Weichenthal S. Weiderpass E. Weintraub R.G. Werdecker A. Westerman R. Whiteford H.A. Wijeratne T. Wiysonge C.S. Wolfe C.D.A. Woodbrook R. Woolf A.D. Workicho A. Xavier D. Xu G. Yadgir S. Yaghoubi M. Yakob B. Yan L.L. Yano Y. Ye P. Yimam H.H. Yip P. Yonemoto N. Yoon S-J. Yotebieng M. Younis M.Z. Zaidi Z. Zaki M.E.S. Zegeye E.A. Zenebe Z.M. Zhang X. Zhou M. Zipkin B. Zodpey S. Zuhlke L.J. Murray C.J.L. Global, regional, and national incidence, prevalence, and years lived with disability for 328 diseases and injuries for 195 countries, 1990–2016: A systematic analysis for the global burden of disease study 2016. Lancet 2017 390 10100 1211 1259 10.1016/S0140‑6736(17)32154‑2 28919117
    [Google Scholar]
  8. Gong J. Wang G. Wang Y. Chen X. Chen Y. Meng Q. Yang P. Yao Y. Zhao Y. Nowcasting and forecasting the care needs of the older population in China: Analysis of data from the China health and retirement longitudinal study (CHARLS). Lancet Public Health 2022 7 12 e1005 e1013 10.1016/S2468‑2667(22)00203‑1 36423656
    [Google Scholar]
  9. Jia L. Du Y. Chu L. Zhang Z. Li F. Lyu D. Li Y. Li Y. Zhu M. Jiao H. Song Y. Shi Y. Zhang H. Gong M. Wei C. Tang Y. Fang B. Guo D. Wang F. Zhou A. Chu C. Zuo X. Yu Y. Yuan Q. Wang W. Li F. Shi S. Yang H. Zhou C. Liao Z. Lv Y. Li Y. Kan M. Zhao H. Wang S. Yang S. Li H. Liu Z. Wang Q. Qin W. Jia J. Quan M. Wang Y. Li W. Cao S. Xu L. Han Y. Liang J. Qiao Y. Qin Q. Qiu Q. Prevalence, risk factors, and management of dementia and mild cognitive impairment in adults aged 60 years or older in China: A cross-sectional study. Lancet Public Health 2020 5 12 e661 e671 10.1016/S2468‑2667(20)30185‑7 33271079
    [Google Scholar]
  10. Iadecola C. Duering M. Hachinski V. Joutel A. Pendlebury S.T. Schneider J.A. Dichgans M. Vascular cognitive impairment and Dementia. J. Am. Coll. Cardiol. 2019 73 25 3326 3344 10.1016/j.jacc.2019.04.034 31248555
    [Google Scholar]
  11. van der Flier W.M. Skoog I. Schneider J.A. Vascular cognitive impairment. Nat Rev Dis Primers 2018 4 18003 10.1038/nrdp.2018.3 29446769
    [Google Scholar]
  12. Guo Y. Li P. Ma X. Huang X. Liu Z. Ren X. Yang Y. Halm-Lutterodt N.V. Yuan L. Association of circulating cholesterol level with cognitive function and mild cognitive impairment in the elderly: A community-based population study. Curr. Alzheimer Res. 2020 17 6 556 565 10.2174/1567205017666200810165758 32781960
    [Google Scholar]
  13. Power M.C. Rawlings A. Sharrett A.R. Bandeen-Roche K. Coresh J. Ballantyne C.M. Pokharel Y. Michos E.D. Penman A. Alonso A. Knopman D. Mosley T.H. Gottesman R.F. Association of midlife lipids with 20-year cognitive change: A cohort study. Alzheimers Dement. 2018 14 2 167 177 10.1016/j.jalz.2017.07.757 28916238
    [Google Scholar]
  14. Bates K.A. Sohrabi H.R. Rainey-Smith S.R. Weinborn M. Bucks R.S. Rodrigues M. Beilby J. Howard M. Taddei K. Martins G. Paton A. Shah T. Dhaliwal S.S. Foster J.K. Martins I.J. Lautenschlager N.T. Mastaglia F.L. Gandy S.E. Martins R.N. Serum high-density lipoprotein is associated with better cognitive function in a cross-sectional study of aging women. Int. J. Neurosci. 2017 127 3 243 252 10.1080/00207454.2016.1182527 27113638
    [Google Scholar]
  15. Gong J. Harris K. Peters S.A.E. Serum lipid traits and the risk of dementia: A cohort study of 254,575 women and 214,891 men in the UK Biobank. EClinicalMedicine 2022 54 101695 10.1016/j.eclinm.2022.101695 36247924
    [Google Scholar]
  16. Dimache A.M. Șalaru D.L. Sascău R. Stătescu C. The role of high triglycerides level in predicting cognitive impairment: A review of current evidence. Nutrients 2021 13 6 2118 10.3390/nu13062118 34203094
    [Google Scholar]
  17. Björkhem I. Meaney S. Brain cholesterol: Long secret life behind a barrier. Arterioscler. Thromb. Vasc. Biol. 2004 24 5 806 815 10.1161/01.ATV.0000120374.59826.1b 14764421
    [Google Scholar]
  18. Mehdi S.M.A. Costa A.P. Svob C. Pan L. Dartora W.J. Talati A. Gameroff M.J. Wickramaratne P.J. Weissman M.M. McIntire L.B.J. Depression and cognition are associated with lipid dysregulation in both a multigenerational study of depression and the national health and nutrition examination survey. Transl. Psychiatry 2024 14 1 142 10.1038/s41398‑024‑02847‑6 38467624
    [Google Scholar]
  19. Lauritzen L. Brambilla P. Mazzocchi A. Harsløf L. Ciappolino V. Agostoni C. DHA effects in brain development and function. Nutrients 2016 8 1 6 10.3390/nu8010006 26742060
    [Google Scholar]
  20. Pang K. Liu C. Tong J. Ouyang W. Hu S. Tang Y. Higher total cholesterol concentration may be associated with better cognitive performance among elderly females. Nutrients 2022 14 19 4198 10.3390/nu14194198 36235850
    [Google Scholar]
  21. Iwagami M. Qizilbash N. Gregson J. Douglas I. Johnson M. Pearce N. Evans S. Pocock S. Blood cholesterol and risk of dementia in more than 1·8 million people over two decades: A retrospective cohort study. Lancet Healthy Longev. 2021 2 8 e498 e506 10.1016/S2666‑7568(21)00150‑1 36097999
    [Google Scholar]
  22. Huang H. Yang B. Yu R. Ouyang W. Tong J. Le Y. Very high high-density lipoprotein cholesterol may be associated with higher risk of cognitive impairment in older adults. Nutr. J. 2024 23 1 79 10.1186/s12937‑024‑00983‑9 39020341
    [Google Scholar]
  23. Zeppelin T. Ladefoged L.K. Sinning S. Periole X. Schiøtt B. A direct interaction of cholesterol with the dopamine transporter prevents its out-to-inward transition. PLOS Comput. Biol. 2018 14 1 e1005907 10.1371/journal.pcbi.1005907 29329285
    [Google Scholar]
  24. Poliakova T. Wellington C.L. Roles of peripheral lipoproteins and cholesteryl ester transfer protein in the vascular contributions to cognitive impairment and dementia. Mol. Neurodegener. 2023 18 1 86 10.1186/s13024‑023‑00671‑y 37974180
    [Google Scholar]
  25. Robertson D.A. Savva G.M. Kenny R.A. Frailty and cognitive impairment—A review of the evidence and causal mechanisms. Ageing Res. Rev. 2013 12 4 840 851 10.1016/j.arr.2013.06.004 23831959
    [Google Scholar]
  26. Grasset L. Smit R.A.J. Caunca M.R. Elfassy T. Odden M.C. van der Grond J. van Buchem M.A. Stott D.J. Sattar N. Trompet S. Jukema J.W. Zeki Al Hazzouri A. Association of high-density lipoprotein cholesterol with cognitive function: Findings from the prospective study of pravastatin in the elderly at risk. J. Aging Health 2020 32 9 1267 1274 10.1177/0898264320916959 32456512
    [Google Scholar]
  27. Mefford M.T. Chen L. Lewis C.E. Muntner P. Sidney S. Launer L.J. Monda K.L. Ruzza A. Kassahun H. Rosenson R.S. Carson A.P. Long-term levels of LDL-C and cognitive function: The CARDIA study. J. Int. Neuropsychol. Soc. 2021 27 10 1048 1057 10.1017/S1355617721000059 33563358
    [Google Scholar]
  28. Anstey K.J. Ashby-Mitchell K. Peters R. Updating the evidence on the association between serum cholesterol and risk of late-life dementia: Review and meta-analysis. J. Alzheimers Dis. 2017 56 1 215 228 10.3233/JAD‑160826 27911314
    [Google Scholar]
  29. Komulainen P. Lakka T.A. Kivipelto M. Hassinen M. Helkala E.L. Haapala I. Nissinen A. Rauramaa R. Metabolic syndrome and cognitive function: A population-based follow-up study in elderly women. Dement. Geriatr. Cogn. Disord. 2007 23 1 29 34 10.1159/000096636 17068394
    [Google Scholar]
  30. Atzmon G. Gabriely I. Greiner W. Davidson D. Schechter C. Barzilai N. Plasma HDL levels highly correlate with cognitive function in exceptional longevity. J. Gerontol. A Biol. Sci. Med. Sci. 2002 57 11 M712 M715 10.1093/gerona/57.11.M712 12403798
    [Google Scholar]
  31. Huan S. Liu M. Liu Z. Gao J. Yin G. Association between dietary and serum cholesterol and cognitive function among the U.S. elderly from NHANES 2011-2014. J. Alzheimers Dis. 2023 95 2 625 640 10.3233/JAD‑230422 37574736
    [Google Scholar]
  32. Lv Y.B. Mao C. Gao X. Yin Z.X. Kraus V.B. Yuan J.Q. Zhang J. Luo J.S. Zeng Y. Shi X.M. Triglycerides paradox among the oldest old: “The Lower the better?”. J. Am. Geriatr. Soc. 2019 67 4 741 748 10.1111/jgs.15733 30628728
    [Google Scholar]
  33. Liu L. Yin P. Lu C. Association of LDL-C/HDL-C ratio with stroke outcomes within 1 year after onset: A hospital-based follow-up study. Front Neurol 2020 11 408 10.3389/fneur.2020.00408 32499753
    [Google Scholar]
  34. Zou Y. Zhong L. Hu C. Zhong M. Peng N. Sheng G. LDL/HDL cholesterol ratio is associated with new-onset NAFLD in Chinese non-obese people with normal lipids: A 5-year longitudinal cohort study. Lipids Health Dis. 2021 20 1 28 10.1186/s12944‑021‑01457‑1 33766067
    [Google Scholar]
  35. Calling S. Johansson S.E. Wolff M. Sundquist J. Sundquist K. Total cholesterol/HDL-C ratio versus non-HDL-C as predictors for ischemic heart disease: A 17-year follow-up study of women in southern Sweden. BMC Cardiovasc. Disord. 2021 21 1 163 10.1186/s12872‑021‑01971‑1 33820540
    [Google Scholar]
  36. Zaciragic A. Valjevac A. Dervisevic A. Fajkic A. Spahic S. Jadric R. Hasanbegovic I. Lepara O. Traditional and non-traditional lipid profiles in bosnian patients with probable Alzheimer’s disease and vascular Dementia. Med. Arh. 2022 76 4 267 272 10.5455/medarh.2022.76.267‑272 36313955
    [Google Scholar]
  37. Zhao Y. Hu Y. Smith J.P. Strauss J. Yang G. Cohort profile: The China health and retirement longitudinal study (CHARLS). Int. J. Epidemiol. 2014 43 1 61 68 10.1093/ije/dys203 23243115
    [Google Scholar]
  38. Zhao Y. China health and retirement longitudinal study wave 4 user's guide. National School of Development, Peking University 2020
    [Google Scholar]
  39. Zhao Y. China Health and Retirement Longitudinal Study: 2011-2012 National Baseline User's Guide. 2013 Available from: https://charls.pku.edu.cn/en/data/User2011.pdf
  40. Chen X. Crimmins E. Hu P.P. Kim J.K. Meng Q. Strauss J. Wang Y. Zeng J. Zhang Y. Zhao Y. Venous blood-based biomarkers in the China Health and retirement longitudinal study: Rationale, design, and results from the 2015 wave. Am. J. Epidemiol. 2019 188 11 1871 1877 10.1093/aje/kwz170 31364691
    [Google Scholar]
  41. Jung H.W. Hong S.P. Kim K.S. Comparison of apolipoprotein B/A1 ratio, TC/HDL-C, and lipoprotein (a) for predicting outcomes after PCI. PLoS One 2021 16 7 e0254677 10.1371/journal.pone.0254677 34255802
    [Google Scholar]
  42. Folstein M.F. Folstein S.E. McHugh P.R. “Mini-mental state”. J. Psychiatr. Res. 1975 12 3 189 198 10.1016/0022‑3956(75)90026‑6 1202204
    [Google Scholar]
  43. Zhang W. Chen Y. Chen N. Body mass index and trajectories of the cognition among Chinese middle and old-aged adults. BMC Geriatr. 2022 22 1 613 10.1186/s12877‑022‑03301‑2 35870889
    [Google Scholar]
  44. Xu X. Xu Y. Shi R. Association between obesity, physical activity, and cognitive decline in Chinese middle and old-aged adults: A mediation analysis. BMC Geriatr. 2024 24 1 54 10.1186/s12877‑024‑04664‑4 38212676
    [Google Scholar]
  45. Pan X. Luo Y. Zhao D. Zhang L. Associations among drinking water quality, dyslipidemia, and cognitive function for older adults in China: Evidence from CHARLS. BMC Geriatr. 2022 22 1 683 10.1186/s12877‑022‑03375‑y 35982405
    [Google Scholar]
  46. Kumle L. Võ M.L.H. Draschkow D. Estimating power in (generalized) linear mixed models: An open introduction and tutorial in R. Behav. Res. Methods 2021 53 6 2528 2543 10.3758/s13428‑021‑01546‑0 33954914
    [Google Scholar]
  47. DeBruine L.M. Barr D.J. Understanding mixed-effects models through data simulation. Adv. Methods Pract. Psychol. Sci. 2021 4 1 2515245920965119 10.1177/2515245920965119
    [Google Scholar]
  48. Herle M. Micali N. Abdulkadir M. Loos R. Bryant-Waugh R. Hübel C. Bulik C.M. De Stavola B.L. Identifying typical trajectories in longitudinal data: Modelling strategies and interpretations. Eur. J. Epidemiol. 2020 35 3 205 222 10.1007/s10654‑020‑00615‑6 32140937
    [Google Scholar]
  49. Laird N.M. Ware J.H. Random-effects models for longitudinal data. Biometrics 1982 38 4 963 974 10.2307/2529876 7168798
    [Google Scholar]
  50. Pusponegoro N.H. Rachmawati R.F.N. Notodiputro K.A. Linear mixed model for analyzing longitudinal data: A simulation study of children growth differences. Procedia Comput. Sci. 2017 116 284 291 10.1016/j.procs.2017.10.071
    [Google Scholar]
  51. Eisenlohr-Moul T.A. Kaiser G. Weise C. Schmalenberger K.M. Kiesner J. Ditzen B. Kleinstäuber M. Are there temporal subtypes of premenstrual dysphoric disorder?: Using group-based trajectory modeling to identify individual differences in symptom change. Psychol. Med. 2020 50 6 964 972 10.1017/S0033291719000849 31010447
    [Google Scholar]
  52. Mirza S.S. Wolters F.J. Swanson S.A. Koudstaal P.J. Hofman A. Tiemeier H. Ikram M.A. 10-year trajectories of depressive symptoms and risk of dementia: A population-based study. Lancet Psychiatry 2016 3 7 628 635 10.1016/S2215‑0366(16)00097‑3 27138970
    [Google Scholar]
  53. Mose A. Chen Y. Tan X. Association of social integration with cognitive function trajectories among Chinese older adults: Evidence from the China health and retirement longitudinal study (CHARLS). Front Aging Neurosci 2024 15 1322974 10.3389/fnagi.2023.1322974 38274988
    [Google Scholar]
  54. Tu L. Lv X. Yuan C. Zhang M. Fan Z. Xu X. Zeng Y. Yu X. Wang H. Trajectories of cognitive function and their determinants in older people: 12 years of follow-up in the Chinese longitudinal healthy longevity survey. Int. Psychogeriatr. 2020 32 6 765 775 10.1017/S1041610220000538 32336299
    [Google Scholar]
  55. Elsenburg L.K. Rieckmann A. Bengtsson J. Application of life course trajectory methods to public health data: A comparison of sequence analysis and group-based multi-trajectory modeling for modelling childhood adversity trajectories. Soc Sci Med 2024 340 116449 10.1016/j.socscimed.2023.116449 38091856
    [Google Scholar]
  56. Nagin D.S. Jones B.L. Passos V.L. Tremblay R.E. Group-based multi-trajectory modeling. Stat. Methods Med. Res. 2018 27 7 2015 2023 10.1177/0962280216673085 29846144
    [Google Scholar]
  57. Zhou Z. Ryan J. Tonkin A.M. Zoungas S. Lacaze P. Wolfe R. Orchard S.G. Murray A.M. McNeil J.J. Yu C. Watts G.F. Hussain S.M. Beilin L.J. Ernst M.E. Stocks N. Woods R.L. Zhu C. Reid C.M. Shah R.C. Chong T.T.J. Sood A. Sheets K.M. Nelson M.R. Association between triglycerides and risk of dementia in community-dwelling older adults. Neurology 2023 101 22 e2288 e2299 10.1212/WNL.0000000000207923 37879942
    [Google Scholar]
  58. Scarmeas N. Hooshmand B. Triglycerides and cognition. Neurology 2023 101 22 983 984 10.1212/WNL.0000000000208001 37827847
    [Google Scholar]
  59. Ancelin M.L. Ripoche E. Dupuy A.M. Barberger-Gateau P. Auriacombe S. Rouaud O. Berr C. Carrière I. Ritchie K. Sex differences in the associations between lipid levels and incident dementia. J. Alzheimers Dis. 2013 34 2 519 528 10.3233/JAD‑121228 23254630
    [Google Scholar]
  60. Banks W.A. Farr S.A. Salameh T.S. Niehoff M.L. Rhea E.M. Morley J.E. Hanson A.J. Hansen K.M. Craft S. Triglycerides cross the blood–brain barrier and induce central leptin and insulin receptor resistance. Int. J. Obes. 2018 42 3 391 397 10.1038/ijo.2017.231 28990588
    [Google Scholar]
  61. Bernath M.M. Bhattacharyya S. Nho K. Barupal D.K. Fiehn O. Baillie R. Risacher S.L. Arnold M. Jacobson T. Trojanowski J.Q. Shaw L.M. Weiner M.W. Doraiswamy P.M. Kaddurah-Daouk R. Saykin A.J. Serum triglycerides in Alzheimer disease. Neurology 2020 94 20 e2088 e2098 10.1212/WNL.0000000000009436 32358220
    [Google Scholar]
  62. Puglielli L. Tanzi R.E. Kovacs D.M. Alzheimer’s disease: The cholesterol connection. Nat. Neurosci. 2003 6 4 345 351 10.1038/nn0403‑345 12658281
    [Google Scholar]
  63. Amarenco P. Labreuche J. Touboul P.J. High-density lipoprotein-cholesterol and risk of stroke and carotid atherosclerosis: A systematic review. Atherosclerosis 2008 196 2 489 496 10.1016/j.atherosclerosis.2007.07.033 17923134
    [Google Scholar]
  64. Pendlebury S.T. Rothwell P.M. Prevalence, incidence, and factors associated with pre-stroke and post-stroke dementia: A systematic review and meta-analysis. Lancet Neurol. 2009 8 11 1006 1018 10.1016/S1474‑4422(09)70236‑4 19782001
    [Google Scholar]
  65. Kjeldsen E.W. Thomassen J.Q. Juul Rasmussen I. Nordestgaard B.G. Tybjærg-Hansen A. Frikke-Schmidt R. Plasma high-density lipoprotein cholesterol and risk of dementia: Observational and genetic studies. Cardiovasc. Res. 2022 118 5 1330 1343 10.1093/cvr/cvab164 33964140
    [Google Scholar]
  66. von Eckardstein A. Rohrer L. HDLs in crises. Curr. Opin. Lipidol. 2016 27 3 264 273 10.1097/MOL.0000000000000294 27031272
    [Google Scholar]
  67. Balazs Z. Panzenboeck U. Hammer A. Sovic A. Quehenberger O. Malle E. Sattler W. Uptake and transport of high-density lipoprotein (HDL) and HDL-associated α-tocopherol by an in vitro blood–brain barrier model. J. Neurochem. 2004 89 4 939 950 10.1111/j.1471‑4159.2004.02373.x 15140193
    [Google Scholar]
  68. Warstadt N.M. Dennis E.L. Jahanshad N. Kohannim O. Nir T.M. McMahon K.L. de Zubicaray G.I. Montgomery G.W. Henders A.K. Martin N.G. Whitfield J.B. Jack C.R. Jr Bernstein M.A. Weiner M.W. Toga A.W. Wright M.J. Thompson P.M. Serum cholesterol and variant in cholesterol-related gene CETP predict white matter microstructure. Neurobiol. Aging 2014 35 11 2504 2513 10.1016/j.neurobiolaging.2014.05.024 24997672
    [Google Scholar]
  69. Raffaitin C. Féart C. Le Goff M. Amieva H. Helmer C. Akbaraly T.N. Tzourio C. Gin H. Barberger-Gateau P. Metabolic syndrome and cognitive decline in French elders. Neurology 2011 76 6 518 525 10.1212/WNL.0b013e31820b7656 21288982
    [Google Scholar]
  70. Zanotti I. High-density lipoproteins in non-cardiovascular diseases. Int. J. Mol. Sci. 2022 23 16 9413 10.3390/ijms23169413 36012681
    [Google Scholar]
  71. Jomard A Osto E. High density lipoproteins: Metabolism, function, and therapeutic potential. Front Cardiovasc Med 2020 7 39 10.3389/fcvm.2020.00039 32296714
    [Google Scholar]
  72. Mauch D.H. Nägler K. Schumacher S. Göritz C. Müller E.C. Otto A. Pfrieger F.W. CNS synaptogenesis promoted by glia-derived cholesterol. Science 2001 294 5545 1354 1357 10.1126/science.294.5545.1354 11701931
    [Google Scholar]
  73. Yu Y. Li M. Huang X. Zhou W. Wang T. Zhu L. Ding C. Tao Y. Bao H. Cheng X. A U-shaped association between the LDL-cholesterol to HDL-cholesterol ratio and all-cause mortality in elderly hypertensive patients: A prospective cohort study. Lipids Health Dis. 2020 19 1 238 10.1186/s12944‑020‑01413‑5 33183311
    [Google Scholar]
  74. Wen J. Hao X. Jia Y. Wang B. Pang J. Liang F. Sex differences in the association between LDL/HDL with cognitive decline in older adults: National health and nutrition examination survey. J. Alzheimers Dis. 2024 98 4 1493 1502 10.3233/JAD‑231195 38578891
    [Google Scholar]
  75. Presecki P. Muck-Seler D. Mimica N. Serum lipid levels in patients with Alzheimer's disease. Coll Antropol 2011 35 Suppl 1 115 120 21648320
    [Google Scholar]
  76. Hua J. Qiao Y. Ke C. Shen Y. Higher visit-to-visit total cholesterol variability is associated with lower cognitive function among middle-aged and elderly Chinese men. Sci. Rep. 2020 10 1 15555 10.1038/s41598‑020‑72601‑7 32968174
    [Google Scholar]
  77. Stough C. Pipingas A. Camfield D. Nolidin K. Savage K. Deleuil S. Scholey A. Increases in total cholesterol and low density lipoprotein associated with decreased cognitive performance in healthy elderly adults. Metab. Brain Dis. 2019 34 2 477 484 10.1007/s11011‑018‑0373‑5 30649667
    [Google Scholar]
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