| Literature DB >> 35808950 |
Wen Lu1, Mark Yazer2, Na Li3, Alyssa Ziman4, Silvano Wendel5, Hongying Tang1, Hamilton Tsang6, Kjell Titlestad7, Suzanne R Thibodeaux8, Andrew W Shih9, Jessica L Poisson10, Tho Pham11, Suchi Pandey11, Monica B Pagano6, Hua Shan12, Mike Murphy13, Colin Murphy14, Mariana Lorenzi Savioli15, José Mauro Kutner15, Aaron S Hess16,17, Magali J Fontaine14, Roberta Fachini5, Nancy M Dunbar18,19, Richard M Kaufman1.
Abstract
BACKGROUND: At the start of the coronavirus disease 2019 (COVID-19) pandemic, widespread blood shortages were anticipated. We sought to determine how hospital blood supply and blood utilization were affected by the first wave of COVID-19. STUDY DESIGN AND METHODS: Weekly red blood cell (RBC) and platelet (PLT) inventory, transfusion, and outdate data were collected from 13 institutions in the United States, Brazil, Canada, and Denmark from March 1st to December 31st of 2020 and 2019. Data from the sites were aligned based on each site's local first peak of COVID-19 cases, and data from 2020 (pandemic year) were compared with data from the corresponding period in 2019 (pre-pandemic baseline).Entities:
Keywords: COVID-19; SARS-CoV-2; blood inventory; days on hand; demand; outdate; par; supply; use
Mesh:
Year: 2022 PMID: 35808950 PMCID: PMC9349645 DOI: 10.1111/trf.17023
Source DB: PubMed Journal: Transfusion ISSN: 0041-1132 Impact factor: 3.337
FIGURE 1Data collection periods. Top 2020 Study Period: Participating study sites collected weekly data on RBC and PLT inventories, transfusions, numbers of inpatients, and numbers of surgeries in 2020. For each site, we determined the week in which the first local peak in COVID‐19 cases occurred (week C0; vertical line). In 2020, the first peak period was defined as the 9‐week period encompassing 4 weeks before (“−4”) and 4 weeks after (“+4”) week 0. The 2020 post‐first peak period comprised 30 weeks from week +5 to +34. Weekly aggregate data from study sites during the first peak period (weeks −4 through +4) were compared with the post‐first peak period (weeks +5 through +34). Bottom 2019 Baseline Period: Weekly data from the corresponding weeks in 2019 served as a baseline for comparison. The first peak baseline period encompassed weeks −4 to +4 in 2019 and the post‐first peak baseline period weeks +5 to +34 in 2019. COVID‐19, coronavirus disease 2019; PLT, platelet; RBC, red blood cell
Characteristics of study sites
| Site | Country | Blood suppliers ( | Beds ( | RBC par ( | PLT par ( | |||
|---|---|---|---|---|---|---|---|---|
| 2019 | 2020 | 2019 | 2020 | 2019 | 2020 | |||
| 1 | Brazil | 1 | 592 | 626 | 224 | 222 | None | None |
| 2 | Brazil | 1 | 497 | 497 | 250 | 249 | 13 | 13 |
| 3 | Canada | 1 | 1029 | 1029 | 355 | 355 | 36 | 24 |
| 4 | Denmark | 1 | 2816 | 2816 | 1691 | 1691 | 132 | 132 |
| 5 | US | 2 | 793 | 833 | 820 | 820 | 40 | 40 |
| 6 | US | 5 | 395 | 395 | 300 | 225 | 15 | 10 |
| 7 | US | 3 | 957 | 979 | 443 | 467 | 40 | 40 |
| 8 | US | 2 | 525 | 525 | 450 | 450 | 45 | 45 |
| 9 | US | 1 | 350 | 613 | 410 | 450 | 35 | 40 |
| 10 | US | 1 | 800 | 800 | 515 | 685 | 40 | 40 |
| 11 | US | 3 | 983 | 983 | 538 | 538 | 35 | 35 |
| 12 | US | 1 | 615 | 615 | 204 | 204 | 5 | 5 |
| 13 | US | 1 | 1331 | 1331 | 522 | 522 | 18 | 18 |
Abbreviations: PLT, platelet; RBC, red blood cell.
515 from March to July 2020.
Hospital RBC supply and utilization: 2019 (baseline) vs. 2020 (COVID)
| Parameter | 2019 (baseline) | 2020 (COVID) | Baseline vs. COVID |
|
|---|---|---|---|---|
| Mean (SD) | Mean (SD) | Mean difference | ||
| RBC units in inventory, | 704 (471) | 680 (462) | −24 (−36 to −12) | <.001 |
| RBC deviation from par | 0.41 (0.59) | 0.35 (0.45) | −0.06 (−0.09 to −0.03) | <.001 |
| RBC days on hand, | 10.79 (4.79) | 10.81 (4.23) | 0.02 (−0.41 to 0.45) | .926 |
| RBCs outdated, % | 0.15 (0.17) | 0.13 (0.14) | −0.02 (−0.04 to 0) | .059 |
Abbreviation: RBC, red blood cell.
Mean difference shown is the effect estimate using mixed effects models with a random intercept to account for repeated measures within sites.
Hospital PLT supply and utilization: 2019 (baseline) vs. 2020 (COVID)
| Parameter | 2019 (baseline) | 2020 (COVID) | Baseline vs. COVID |
|
|---|---|---|---|---|
| Mean (SD) | Mean (SD) | Mean difference | ||
| PLT doses in inventory, | 36 (17) | 36 (18) | −0.54 (−2.55 to 1.48) | .602 |
| PLT deviation from par | 0.45 (0.97) | 0.51 (1.00) | 0.06 (0 to 0.13) | .044 |
| PLT days on hand, | 1.52 (0.53) | 1.60 (0.62) | 0.08 (−0.02 to 0.19) | .107 |
| PLTs outdated, % | 1.98 (1.83) | 1.93 (2.12) | −0.05 (−0.46 to 0.35) | .796 |
Abbreviation: PLT, platelet.
Mean difference shown is the effect estimate using mixed effects models with a random intercept to account for repeated measures within sites.
At 2/13 sites, the number of PLT doses in inventory was unavailable.
Hospital RBC and PLT utilization and patient care activity: 2019 (baseline) vs. 2020 (COVID)
| Parameter | 2019 (baseline) | 2020 (COVID) | Baseline vs. COVID |
|
|---|---|---|---|---|
| Mean (SD) | Mean (SD) | Mean difference | ||
| RBC units transfused per week, | 501 (259) | 477 (237) | −23 (−33 to −14) | <.001 |
| PLTs transfused per week, | 179 (94) | 169 (87) | −10 (−13 to −6) | <.001 |
| Inpatient bed occupancy, % | 93 (14) | 80 (8) | −12 (−14 to −11) | <.001 |
| Surgeries performed, % normal | 100 (2) | 90 (12) | −12 (−14 to −9) | <.001 |
Abbreviations: PLT, platelet; RBC, red blood cell.
Mean difference shown is the effect estimate using mixed effects models with a random intercept to account for repeated measures within sites.
At 1/13 sites, occupancy of inpatient beds was unavailable.
At 1/13 sites, the number of surgeries performed was unavailable.
FIGURE 2RBC and PLT inventory trends in 2019 and 2020. (A) Weekly RBC inventory levels expressed as deviation from par are shown for the baseline period in 2019 (dash red line) and the COVID‐19 study period in 2020 (solid blue line). The periods shown on the X axis are as defined in Figure 1 (Materials and Methods). Deviation from par, on the Y axis, is the ratio of the difference between inventory and par relative to the established par (Materials and Methods). The trend lines are the aggregate weekly deviation from par for all 13 sites smoothed using LOESS smoothing; 95% CIs are shown in the shaded areas. (B) Weekly RBC inventory levels expressed as days on hand are shown for the baseline period in 2019 (dash red line) and the COVID‐19 study period in 2020 (solid blue line). X axis, aggregate trendlines, and 95% CIs are shown as described previously in (A). (C) Weekly RBC outdate trends expressed as the percent of outdated RBCs are shown for the baseline period in 2019 (dash red line) and the COVID‐19 study period in 2020 (solid blue line). (D) The aggregate weekly PLT inventory trends are shown as deviation from par for the baseline period in 2019 (dash red line) and the COVID‐19 study period in 2020 (solid blue line). (E) The aggregate weekly PLT inventory levels are shown as days on hand for the baseline period in 2019 (dash red line) and the COVID‐19 study period in 2020 (solid blue line). (F) The aggregate weekly PLT outdate trends expressed as the percent of outdated PLTs for the baseline period in 2019 (dash red line) and the COVID‐19 study period in 2020 (solid blue line). COVID‐19, coronavirus disease 2019; PLT, platelet; RBC, red blood cell [Color figure can be viewed at wileyonlinelibrary.com]
FIGURE 3Days on hand and percent occupancy of inpatient hospital beds in 2019 and 2020. Top: Days on hand of RBCs (solid black line) and percent occupancy of inpatient hospital beds (dashed red line) are shown for the baseline period in 2019 (A) and the COVID‐19 period in 2020 (B). The Y axis was scaled (0–1) using min‐max scaling with the formula Y = [Y – min(Y)]/[max(Y) – min(Y)]. The periods shown on the X axis are as defined in Figure 1 (Materials and Methods). Spearman correlation was performed to identify statistical significance. In the COVID‐19 study period in 2020 (B), there was a statistically significant negative correlation between RBC days on hand and percent occupancy of inpatient hospital beds (Spearman correlation = −0.8, p < .001). Bottom: Days on hand of PLTs (solid black line) and percent occupancy of inpatient hospital beds (dashed red line) are shown for the baseline period in 2019 (C) and the COVID‐19 study period in 2020 (D). During the COVID‐19 pandemic (2020), there was a statistically significant negative correlation between PLT days on hand and percent occupancy of inpatient hospital beds (Spearman correlation = −0.47, p = .003). COVID‐19, coronavirus disease 2019; PLT, platelet; RBC, red blood cell [Color figure can be viewed at wileyonlinelibrary.com]
FIGURE 4Days on hand and percent surgeries performed in 2019 and 2020. Top: Days on hand of RBCs (solid black line) and percentage of surgeries performed (dashed red line) are shown for the baseline period in 2019 (A) and the COVID‐19 study period in 2020 (B). The Y axis was scaled (0–1) using min‐max scaling with the formula Y = [Y – min(Y)]/[max(Y) – min(Y)]. The periods shown on the X axis are as defined in Figure 1 (Materials and Methods). Spearman correlation was performed to identify statistical significance. In the COVID‐19 period in 2020 (B), there was a statistically significant negative correlation between RBC days on hand and percentage of surgeries performed (Spearman correlation = −0.81, p < .001). Bottom: Days on hand of PLTs (solid black line) and percentage of surgeries performed (dashed red line) are shown for the baseline period in 2019 (C) and the COVID‐19 period in 2020 (D). During the COVID‐19 pandemic (2020), there was a statistically significant negative correlation between PLT days on hand and percentage of surgeries performed (Spearman correlation = −0.44, p = .005). COVID‐19, coronavirus disease 2019; PLT, platelet; RBC, red blood cell [Color figure can be viewed at wileyonlinelibrary.com]