| Literature DB >> 34206528 |
Diana Barsasella1,2,3, Shabbir Syed-Abdul1,2,4, Shwetambara Malwade2, Terry B J Kuo5, Ming-Jen Chien5, Francisco J Núñez-Benjumea6, Gi-Ming Lai7, Ruey-Ho Kao7, Hung-Jen Shih8, Yu-Ching Wen8, Yu-Chuan (Jack) Li1,2,9, Iván Palomares Carrascosa10,11, Kuan-Jen Bai12, Youri C. B. Broekhuizen2,13, Monique W. M. Jaspers2,13.
Abstract
Breast and prostate cancer patients may experience physical and psychological distress, and a possible decrease in sleep quality. Subjective and objective methods measure different aspects of sleep quality. Our study attempted to determine differences between objective and subjective measurements of sleep quality using bivariate and Pearson's correlation data analysis. Forty breast (n = 20) and prostate (n = 20) cancer patients were recruited in this observational study. Participants were given an actigraphy device (ACT) and asked to continuously wear it for seven consecutive days, for objective data collection. Following this period, they filled out the Pittsburgh Sleep Quality Index Questionnaire (PSQI) to collect subjective data on sleep quality. The correlation results showed that, for breast cancer patients, PSQI sleep duration was moderately correlated with ACT total sleeping time (TST) (r = -0.534, p < 0.05), and PSQI daytime dysfunction was related to ACT efficiency (r = 0.521, p < 0.05). For prostate cancer patients, PSQI sleep disturbances were related to ACT TST (r = 0.626, p < 0.05). Both objective and subjective measurements are important in validating and determining details of sleep quality, with combined results being more insightful, and can also help in personalized care to further improve quality of life among cancer patients.Entities:
Keywords: PSQI; actigraphy device; breast cancer; medical aid systems; medical data analysis; prostate cancer; sleep quality; wearable sensors
Year: 2021 PMID: 34206528 PMCID: PMC8304123 DOI: 10.3390/healthcare9070785
Source DB: PubMed Journal: Healthcare (Basel) ISSN: 2227-9032
Figure 1Movement data during sleep.
Figure 2Step-by-step pipeline from data collection to obtaining results for correlation analysis. Segment 1: Dataset consisted of variables that included the characteristics of patients, sleep indices measured by PSQI, and sleep indices measured by actigraphy. The collected data was divided into breast cancer and prostate cancer datasets. Segment 2: We conducted bivariate Pearson correlation and partial correlation for each dataset. Segment 3: Bivariate Pearson correlation analysis resulted in the bivariate correlation between sleep indices and covariates, and correlation of PSQI measures with actigraphy measures. R—Result, after variables selection or statistical analysis.
Descriptive statistics for the study variables in breast and prostate cancer.
| Breast Cancer ( | Prostate Cancer ( | |||
|---|---|---|---|---|
| Variable | Mean (SD) | Range | Mean (SD) | Range |
| Age (years) | 60.0000 (8.79) | 45.00–76.00 | 75.13(12.65) | 59.00–99.00 |
| Height (cm) | 156.2125 (5.26) | 148.20–163.00 | 165.23 (8.43) | 141.00–180.00 |
| Weight (kg) | 60.17 (9.83) | 49.00–85.00 | 70.84 (6.39) | 59.00–80.00 |
| (PSQI) What time to bed (time in hh:mm) | 21:54 (5:10) | 20:00–2:30 | 22:24 (1:12) | 20:00–24:00 |
| (PSQI) What time out of bed (time in h:mm) | 6:58 (1:05) | 5:00–8:30 | 6:09 (0:53) | 4:30–8:00 |
| (PSQI) Subjective sleep quality (score, 0–3) | 1.13 (0.72) | 0–3 | 1 (0.854) | 0–2 |
| (PSQI) Sleep latency score (score, 0–3) | 0.73 (1.03) | 0–3 | 1.00 (0.85) | 0–2 |
| (PSQI) Sleep duration (score, 0–3) | 0.56 (0.63) | 0–2 | 1.13 (1.19) | 0–3 |
| (PSQI) Habitual sleep efficiency (score, 0–3) | 0.13 (0.34) | 0–1 | 0.60 (0.91) | 0–3 |
| (PSQI) Sleep disturbances (score, 0–3) | 1.38 (0.50) | 1–2 | 0.40 (0.63) | 0–2 |
| (PSQI) Use of medication (score, 0–3) | 0.31 (0.79) | 0–3 | 1.60 (0.63) | 1–3 |
| (PSQI) Daytime dysfunction (score, 0–3) | 0.38 (0.81) | 0–3 | 0.93 (1.22) | 0–3 |
| (PSQI) Total hours of sleep (time in h:mm) | 7:33 (1:29) | 5:00–10:30 | 7:14 (1:29) | 4:00–10:00 |
| PSQI Total (score, 0–21) | 4.88 (2.28) | 2–9 | 5.93 (1.62) | 4–10 |
| ACT efficiency (score, 0–100) | 71.4475 (9.23) | 55.82–85.90 | 62.26 (12.32) | 41.57–84.94 |
| ACT TST (time in h:mm:ss) | 5:46:33 (1:20:30) | 3:17:21–7:35:22 | 4:50:13 (1:14:37) | 2:43:20–6:49:54 |
| ACT Latency (time in h:mm:ss) | 0:32:21 (0:26:06) | 0:03:44–1:44:18 | 0:30:15 (0:26:51) | 0:02:05–1:50:32 |
| ACT NAW (number of awakenings) | 12.80 (4.34) | 6.60–20.86 | 13.06(3.30) | 7.86–20.43 |
| ACT WASO (time in h:mm:ss) | 1:52:22 (0:49:40) | 0:51:16–3:17:16 | 2:07:37 (0:36:45) | 1:05:41–3:35:25 |
Bivariate correlation between sleep indices and covariates in breast cancer and prostate cancer patients.
| Breast Cancer | Prostate Cancer | |||||
|---|---|---|---|---|---|---|
| Sleep Indices | Covariates | Covariates | ||||
| Age | Height | Weight | Age | Height | Weight | |
| Subjective sleep quality (PSQI) | −0.042 | −0.145 | −0.232 | 0.087 | 0.185 | −0.088 |
| Sleep latency score (PSQI) | −0.319 | −0.357 | −0.475 | 0.251 | 0.070 | 0.235 |
| Sleep duration (PSQI) | 0.193 | −0.004 | −0.148 | −0.231 | 0.007 | 0.116 |
| Habitual sleep efficiency (PSQI) | 0.333 | 0.121 | −0.170 | −0.382 | 0.033 | 0.359 |
| Sleep disturbances (PSQI) | 0.091 | 0.366 | 0.119 | 0.096 | −0.020 | 0.024 |
| Use of medication (PSQI) | 0.105 | −0.384 | −0.178 | 0.250 | 0.192 | 0.011 |
| Daytime dysfunction (PSQI) | −0.122 | 0.310 | 0.336 | 0.154 | 0.057 | −0.497 |
| PSQI Total | −0.070 | −0.319 | −0.416 | 0.219 | 0.318 | 0.209 |
| ACT efficiency | −0.238 | 0.062 | −0.059 | 0.060 | −0.161 | −0.270 |
| ACT TST | −0.180 | 0.107 | −0.177 | 0.099 | −0.142 | −0.043 |
| ACT Latency | 0.077 | 0.064 | 0.025 | −0.001 | 0.193 | 0.182 |
| ACT NAW | 0.079 | 0.020 | −0.032 | 0.229 | −0.212 | −0.254 |
| ACT WASO | 0.223 | 0.000 | −0.055 | −0.127 | 0.210 | 0.308 |
Correlations of PSQI measures with ACT measures in breast cancer and prostate cancer.
| PSQI Measures—Breast Cancer | ||||||||
|---|---|---|---|---|---|---|---|---|
| ACT Measures | Subjective Sleep Quality | Sleep Latency Score | Sleep Duration | Habitual Sleep Efficiency | Sleep Disturbances | Use of Medication | Daytime Dysfunction | PSQI Total |
| ACT efficiency | 0.281/0.254 | 0.062/−0.128 | 0.230/0.366 | 0.156/0.261 | 0.108/0.012 | −0.263/−0.320 |
| 0.480/0.504 |
| ACT TST | 0.311/0.261 | 0.308/0.248 |
| 0.444/0.502 | 0.149/0.016 | −0.021/−0.033 | −0.017/0.049 | 0.196/0.084 |
| ACT Latency | 0.100/0.190 | 0.254/0.523 | −0.225/−0.322 | −0.046/−0.054 | −0.196/−0.149 | 0.110/0.195 | −0.477/ | −0.198/−0.097 |
| ACT NAW | −0.134/−0.188 | −0.018/−0.039 | −0.388/−0.457 | 0.259/0.195 | 0.081/−0.017 | −0.098/−0.137 | −0.251/−0.227 | −0.299/−0.453 |
| ACT WASO | −0.158/−0.187 | 0.014/0.132 | −0.487/ | 0.225/0.084 | 0.195/0.198 | 0.361/0.392 | −0.287/−0.258 | −0.209//−0288 |
|
|
| |||||||
| ACT efficiency | −0.294/−0.318 | −0.172/−0.105 | −0.152/−0.144 | −0.045/0.037 | 0.442/0.474 | 0.356/0.440 | −0.116/−0.286 | 0.026/0.148 |
| ACT TST | −0.105/−0.090 | 0.015/0.003 | −0.501/−0.509 | −0.109/−0.099 |
| 0.304/0.340 | −0.001/0.006 | 0.105/0.149 |
| ACT Latency | 0.414/0.415 | 0.097/0.024 | −0.022/−0.020 | −0.163/−0.221 | −0.212/−0.231 | −0.449/−0.568 | 0.384/0.541 | −0.102/−0.255 |
| ACT NAW | −0.087/−0.101 | −0.071/−0.066 | −0.228/−0.190 | −0.104/0.017 | −0.321/−0.353 | 0.211/0.229 | 0.044/−0.071 | −0.219/−0.214 |
| ACT WASO | 0.023/0.026 | 0.061/−0.012 | −0.071/−0.112 | 0.194/−0.112 | −0.223/−0.241 | −0.014/−0.047 | 0.080/0.260 | 0.018/−0.095 |
Pearson Correlations appear on the left side of the forward slash and partial correlations appear on the right side. Partial correlations are covaried for participant age, height, and weight. * Correlation is significant at the 0.05 level (2-tailed). Bold, indicate significant correlation.
Cross Tabulation of ACT-sleep quality vs. PSQI-sleep quality in breast and prostate cancer patients.
| PSQI Sleep Category | ||||
|---|---|---|---|---|
| Category | Breast Cancer | |||
| Good | Poor | Total | ||
| ACT | Good | 0 | 1 | 1 |
| Poor | 8 | 1 | 9 | |
| Average | 2 | 4 | 6 | |
| Total | 10 | 6 | 16 | |
| 0.027 | ||||
| X2 | 7.253 | |||
| Prostate Cancer | ||||
| ACT | Good | 0 | 0 | 0 |
| Poor | 4 | 8 | 12 | |
| Average | 2 | 1 | 3 | |
| Total | 6 | 9 | 15 | |
| 0.693 | ||||
| X2 | 0.156 | |||
Comparison of accurate and inaccurate self-reports on the PSQI on demographics in breast cancer and prostate cancer.
|
| ||||
| Variable | Underestimate on PSQI | Accurate on PSQI | Overestimate on PSQI | |
| Mean (SD) or | Mean (SD) or | Mean (SD) or | ||
| Age | 59.60 (8.20366) | 56 (-) | 60.60 (9.83418) | 0.891 |
| Height | 156.54 (4.96065) | 150 (-) | 156.67 (5.53374) | 0.507 |
| Weight | 55.36 (5.36172) | 49 (-) | 63.70 (10.38214) | 0.152 |
|
| ||||
| Underestimate on PSQI | Accurate on PSQI | Overestimate on PSQI | ||
| Mean (SD) or | Mean (SD) or | Mean (SD) or | ||
| Age | 99.00 (-) | 75.25 (11.39862) | 71.00 (11.48913) | 0.118 |
| Height | 163.10 (-) | 167.88 (2.86294) | 162.07 (12.79166) | 0.461 |
| Weight | 69.90 (-) | 71.79 (7.49027) | 69.73 (5.74584) | 0.849 |
Italics, number of patients.