| Literature DB >> 33031464 |
Sam E Mason1, Alasdair J Scott1, Sheraz R Markar1, Jonathan M Clarke2, Guy Martin1, Jasmine Winter Beatty1, Viknesh Sounderajah1, Seema Yalamanchili1, Max Denning1, Thanjakumar Arulampalam3, James M Kinross1.
Abstract
BACKGROUND: There is a need to understand the impact of COVID-19 on colorectal cancer care globally and determine drivers of variation.Entities:
Mesh:
Year: 2020 PMID: 33031464 PMCID: PMC7544024 DOI: 10.1371/journal.pone.0240397
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Characteristics of the surgeons and centers responding to the survey.
| Characteristic | n (%) | |
|---|---|---|
| Gender | Male | 164 (86) |
| Female | 27 (14) | |
| Specialty | Colorectal | 159 (83) |
| General | 32 (17) | |
| Hospital Setting | Tertiary/Academic | 151 (79) |
| Local/District | 40 (21) | |
| World Region | Europe | 105 (55) |
| Australasia | 40 (21) | |
| Asia | 22 (12) | |
| The Americas | 20 (10) | |
| Africa | 3 (2) | |
| Middle East | 1 (1) | |
| COVID-19 Patient Load | 0 | 29 (15) |
| 1–9 | 44 (23) | |
| 10–20 | 18 (9) | |
| 21–50 | 27 (14) | |
| 51–100 | 31 (16) | |
| 101–200 | 23 (12) | |
| >200 | 19 (10) | |
| Hospital Bed Capacity | <200 | 14 |
| 201–500 | 70 | |
| 501–1000 | 73 | |
| >1000 | 34 | |
| Critical Care Bed Capacity | <21 | 89 |
| 21–50 | 64 | |
| 51–100 | 27 | |
| >100 | 11 |
Fig 1Low, moderate and high Hospital Bed Stress (A) and Critical Care Bed Stress (B), derived from the COVID-19 Load compared to the hospital and critical care bed capacities respectively. Centers with low hospital or critical care bed capacity and no COVID patients were determined to have a low stress, whereas similarly sized centers caring for <20 patients deemed at moderate stress. Centers with high hospital or critical care bed capacity and greater than 200 COVID patients were determined to have a high stress, whereas similarly sized centers caring for <200 patients deemed at moderate stress.
Fig 2Box and whiskers plot of the relationship between national mortality rate from COVID-19 and either Hospital Bed Stress (A) or Critical Care Bed Stress (B). Black circles represent outliers and ‘x’ is a jitter plot of the raw data. p = <0.001 for all comparisons between groups.
The global variation of COVID Load, Hospital Bed Stress and Critical Care Bed Stress.
| COVID Load (%) | Hospital Bed Stress (%) | Critical Care Bed Stress (%) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| World Region | n | Low | Medium | High | Low | Moderate | High | Low | Moderate | High |
| Europe | 105 | 24 | 39 | 37 | 17 | 33 | 50 | 11 | 22 | 67 |
| Australasia | 40 | 95 | 5 | - | 60 | 38 | 3 | 75 | 25 | - |
| Asia | 22 | 86 | 9 | 5 | 86 | 5 | 9 | 73 | 18 | 9 |
| The Americas | 20 | 30 | 60 | 10 | 30 | 40 | 40 | 35 | 50 | 15 |
| Other | 4 | 75 | 25 | - | 25 | 50 | 25 | 50 | 50 | - |
Note: Some percentage sums may not equal 100 due to rounding.
Change in diagnostic and therapeutic capabilities stratified by Hospital Bed Stress and Critical Care Bed Stress.
| Availability | Low | Moderate | High | Low | Moderate | High | |||
|---|---|---|---|---|---|---|---|---|---|
| Normal | 6 | 4 | 3 | 0.24 | 4 | 6 | 3 | ||
| Limited | 55 | 43 | 44 | 56 | 36 | 50 | |||
| Unavailable | 7 | 14 | 15 | 7 | 7 | 22 | |||
| Normal | 46 | 35 | 33 | 0.222 | 45 | 31 | 38 | 0.11 | |
| Limited | 22 | 26 | 29 | 22 | 18 | 37 | |||
| Normal | 44 | 39 | 29 | 45 | 30 | 37 | |||
| Limited | 21 | 20 | 33 | 19 | 18 | 37 | |||
| Unavailable | 3 | 2 | - | 3 | 1 | 1 | |||
| Normal | 39 | 40 | 19 | 41 | 28 | 29 | |||
| Limited | 20 | 16 | 35 | 17 | 17 | 37 | |||
| Unavailable | 9 | 5 | 8 | 9 | 4 | 9 | |||
| Normal | 17 | 15 | 9 | 0.10 | 19 | 8 | 14 | 0.34 | |
| Limited | 33 | 36 | 30 | 32 | 28 | 39 | |||
| Unavailable | 10 | 8 | 18 | 10 | 8 | 18 | |||
| Normal | 40 | 31 | 28 | 0.19 | 41 | 26 | 32 | 0.12 | |
| Increased | 17 | 18 | 26 | 14 | 16 | 31 | |||
| Decreased | 11 | 13 | 7 | 12 | 7 | 12 | |||
| Normal | 50 | 49 | 49 | 0.79 | 53 | 38 | 57 | 0.65 | |
| Increased | 11 | 7 | 6 | 8 | 8 | 8 | |||
| Decreased | 7 | 5 | 7 | 6 | 3 | 10 | |||
| No delay | 25 | 27 | 14 | 29 | 17 | 20 | |||
| <2 | 12 | 6 | 6 | 8 | 10 | 6 | |||
| 2–4 | 16 | 8 | 10 | 15 | 5 | 14 | |||
| 4–8 | 10 | 7 | 17 | 6 | 9 | 19 | |||
| >8 | 5 | 13 | 15 | 9 | 8 | 16 | |||
| Dual consultants | 13 | 25 | 20 | 11 | 17 | 30 | |||
| Consultant, trainee assisted | 44 | 31 | 28 | 45 | 26 | 32 | |||
| Trainee under supervision | 9 | 3 | 5 | 9 | 4 | 4 | |||
| NA—no resections | 2 | 2 | 9 | 2 | 2 | 9 | |||
| Normal | 41 | 31 | 26 | 0.14 | 41 | 29 | 28 | ||
| Decreased | 13 | 18 | 24 | 2 | 13 | 30 | |||
| Ceased | 14 | 13 | 10 | 13 | 7 | 17 | |||
| Increased | - | 1 | - | 1 | - | - | |||
| Normal | 35 | 28 | 18 | 35 | 26 | 20 | |||
| Decreased | 3 | 1 | 1 | 3 | 1 | 1 | |||
| Increased | 29 | 32 | 40 | 28 | 22 | 51 | |||
CT–Computed Tomography; MRI–Magnetic Resonance Imaging; PET–Positron Emission Tomography; Rx–treatment.
a’Limited’ vs ‘Normal’;
bonly included when therapeutic endoscopy available prior to COVID-19
c’Normal’ vs ‘Decreased’ vs ‘Ceased’;
d’Normal’ vs ‘Increased’.
Fig 3Violin plots of Change Score against Hospital Bed Stress and Critical Care Bed Stress metrics.
The summary boxes denote the mean +/- standard deviation for each group. The groups are statistically significantly different (p = 0.007 and <0.001 respectively).
Priority Scores for the six variables considered when scheduling patients for theatre, presented for all responses and by Hospital Bed Stress and Critical Bed Stress strata.
| Hospital Bed Stress | Critical Care Bed Stress | ||||||
|---|---|---|---|---|---|---|---|
| Variable | All | High | Moderate | Low | High | Moderate | Low |
| Co-morbidity | 337 | 397 | 426 | 191 | 438 | 238 | 285 |
| Disease Stage | 272 | 206 | 348 | 222 | 155 | 378 | 282 |
| Need for ICU Bed | 98 | 166 | -3 | 104 | 150 | 78 | 31 |
| Extended Delay After Neoadjuvant Therapy | -108 | -185 | -150 | 11 | -188 | -47 | -51 |
| Age | -183 | -151 | -178 | -177 | -102 | -265 | -174 |
| Expected Case Difficulty | -416 | -434 | -442 | -351 | -453 | -382 | -373 |
A higher score represents a greater importance of the variable, with the score scaled by total responses within each stress strata.
Fig 4Line plot of the Priority Scores for each variable when scheduling a patient for theatre, with the impact of high, moderate and low Hospital Bed Stress (A) and Critical Care Bed Stress (B) compared. Note: Higher score demonstrates a higher priority.