Predicting melatonin suppression by light in humans: Unifying photoreceptor-based equivalent daylight illuminances, spectral composition, timing and duration of light exposure

被引:39
作者
Gimenez, Marina C. [1 ]
Stefani, Oliver [2 ,3 ]
Cajochen, Christian [2 ,3 ]
Lang, Dieter [4 ]
Deuring, Gunnar [5 ]
Schlangen, Luc J. M. [6 ,7 ]
机构
[1] Univ Groningen, Groningen Inst Evolutionary Life Sci, Chronobiol Unit, Groningen, Netherlands
[2] Univ Basel UPK, Ctr Chronobiol & Transfac Res Platform Mol & Cogn, Psychiat Hosp, Basel, Switzerland
[3] Univ Basel, Basel, Switzerland
[4] Ledvance, Munich, Germany
[5] Univ Psychiat Clin Basel, Forens Dept, Basel, Switzerland
[6] Eindhoven Univ Technol, Human Technol Interact Grp, Dept Ind Engn & Innovat Sci, Eindhoven, Netherlands
[7] Eindhoven Univ Technol, Intelligent Lighting Inst, Eindhoven, Netherlands
关键词
guidance to lighting practitioners; humans; light exposure duration; machine learning; melatonin suppression; alpha-opic EDI; BRIGHT LIGHT; CIRCADIAN PHASE; DIM LIGHT; POLYCHROMATIC-LIGHT; PLASMA MELATONIN; WAVELENGTH; RESPONSES; SENSITIVITY; MELANOPSIN; ADAPTATION;
D O I
10.1111/jpi.12786
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Light-induced melatonin suppression data from 29 peer-reviewed publications was analysed by means of a machine-learning approach to establish which light exposure characteristics (ie photopic illuminance, five alpha-opic equivalent daylight illuminances [EDIs], duration and timing of the light exposure, and the dichotomous variables pharmacological pupil dilation and narrowband light source) are the main determinants of melatonin suppression. Melatonin suppression in the data set was dominated by four light exposure characteristics: (1) melanopic EDI, (2) light exposure duration, (3) pupil dilation and (4) S-cone-opic EDI. A logistic model was used to evaluate the influence of each of these parameters on the melatonin suppression response. The final logistic model was only based on the first three parameters, since melanopic EDI was the best single (photoreceptor) predictor that was only outperformed by S-cone-opic EDI for (photopic) illuminances below 21 lux. This confirms and extends findings on the importance of the metric melanopic EDI for predicting biological effects of light in integrative (human-centric) lighting applications. The model provides initial and general guidance to lighting practitioners on how to combine spectrum, duration and amount of light exposure when controlling non-visual responses to light, especially melatonin suppression. The model is a starting tool for developing hypotheses on photoreceptors' contributions to light's non-visual responses and helps identifying areas where more data are needed, like on the S-cone contribution at low illuminances.
引用
收藏
页数:17
相关论文
共 65 条
[1]  
[Anonymous], 2018, S026E2018 CIE
[2]   SUPPRESSION OF NOCTURNAL PLASMA MELATONIN AND 6-SULFATOXYMELATONIN BY BRIGHT AND DIM LIGHT IN MAN [J].
BOJKOWSKI, CJ ;
ALDHOUS, ME ;
ENGLISH, J ;
FRANEY, C ;
POULTON, AL ;
SKENE, DJ ;
ARENDT, J .
HORMONE AND METABOLIC RESEARCH, 1987, 19 (09) :437-440
[3]   DOSE-RESPONSE RELATIONSHIP BETWEEN LIGHT IRRADIANCE AND THE SUPPRESSION OF PLASMA MELATONIN IN HUMAN VOLUNTEERS [J].
BRAINARD, GC ;
LEWY, AJ ;
MENAKER, M ;
FREDRICKSON, RH ;
MILLER, LS ;
WELEBER, RG ;
CASSONE, V ;
HUDSON, D .
BRAIN RESEARCH, 1988, 454 (1-2) :212-218
[4]  
Brainard GC, 2001, J NEUROSCI, V21, P6405
[5]   Sensitivity of the human circadian system to short-wavelength (420-nm) light [J].
Brainard, George C. ;
Sliney, David ;
Hanifin, John P. ;
Glickman, Gena ;
Byrne, Brenda ;
Greeson, Jeffrey N. ;
Jasser, Samar ;
Gerner, Edward ;
Rollag, Mark D. .
JOURNAL OF BIOLOGICAL RHYTHMS, 2008, 23 (05) :379-386
[6]   Short-wavelength enrichment of polychromatic light enhances human melatonin suppression potency [J].
Brainard, George C. ;
Hanifin, John P. ;
Warfield, Benjamin ;
Stone, Marielle K. ;
James, Mary E. ;
Ayers, Melissa ;
Kubey, Alan ;
Byrne, Brenda ;
Rollag, Mark .
JOURNAL OF PINEAL RESEARCH, 2015, 58 (03) :352-361
[7]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[8]  
Brown T, 2020, ROUTL RES TEACHER ED, P1
[9]   S-cone contribution to the acute melatonin suppression response in humans [J].
Brown, Timothy M. ;
Thapan, Kavita ;
Arendt, Josephine ;
Revell, Victoria L. ;
Skene, Debra J. .
JOURNAL OF PINEAL RESEARCH, 2021, 71 (01)
[10]   Melanopic illuminance defines the magnitude of human circadian light responses under a wide range of conditions [J].
Brown, Timothy M. .
JOURNAL OF PINEAL RESEARCH, 2020, 69 (01)