| Literature DB >> 32326937 |
Gideon O Emukule1, Linus K Ndegwa2, Michael L Washington3, John W Paget4,5, Jazmin Duque6, Sandra S Chaves2,6, Nancy A Otieno7, Kabura Wamburu7, Irene W Ndigirigi8, Philip M Muthoka8, Koos van der Velden5, Joshua A Mott2,6,9.
Abstract
BACKGROUND: We estimated the cost-per-episode and the annual economic burden associated with influenza in Kenya.Entities:
Keywords: Cost; Cost-per-episode; Economic burden; Hospitalization; Influenza; Kenya; Outpatient
Mesh:
Year: 2019 PMID: 32326937 PMCID: PMC6696702 DOI: 10.1186/s12889-019-6773-6
Source DB: PubMed Journal: BMC Public Health ISSN: 1471-2458 Impact factor: 3.295
Fig. 1Map of Kenya showing the location of the study sites. Figure is of the authors’ own creation
Fig. 2Data flow diagram
General characteristics of study patients with influenza-associated illnesses in Kenya, July 2013–August 2014
| Variable | All data ( | Inpatients | Outpatients | ||||
|---|---|---|---|---|---|---|---|
| < 5 years ( | ≥5 years ( | Total ( | < 5 years ( | ≥5 years ( | Total ( | ||
| Hospital, n(%) | |||||||
| Coast PGH | 38 (13.8) | 25 (28.4) | 0 (0.0) | 25 (23.8) | 13 (11.6) | 0 (0.0) | 13 (7.7) |
| Nyeri PGH | 35 (12.7) | 28 (31.8) | 5 (29.4) | 33 (31.4) | 2 (1.8) | 0 (0.0) | 2 (1.2) |
| Nakuru PGH | 98 (35.6) | 35 (39.8) | 12 (70.6) | 47 (44.8) | 45 (40.2) | 6 (10.3) | 51 (30.0) |
| Tabitha Clinic (Kibera) | 89 (32.4) | 0 (0.0) | 0 (0.0) | 0 (0.0) | 48 (42.9) | 41 (70.7) | 89 (52.4) |
| St. Elizabeth Hosp. (Lwak) | 15 (5.5) | 0 (0.0) | 0 (0.0) | 0 (0.0) | 4 (3.6) | 11 (19.0) | 15 (8.8) |
| Sex of patient (Male), n(%) | 135 (49.1) | 50 (56.8) | 7 (41.2) | 57 (54.3) | 58 (51.8) | 20 (34.5) | 78 (45.9) |
| Age of patient (< 5 years), n(%) | 200 (72.7) | 88 (100.0) | N/A | 88 (83.81) | 112 (100.0) | N/A | 112 (65.9) |
| Relationship of respondent to patient, n(%) | |||||||
| Self | 31 (11.3) | 0 (0.0) | 8 (47.1) | 9 (8.6) | 0 (0.0) | 22 (37.9) | 22 (12.9) |
| Mother | 222 (80.7) | 81 (92.0) | 8 (47.1) | 88 (83.8) | 105 (93.8) | 29 (50.0) | 134 (78.8) |
| Father | 13 (4.7) | 4 (4.6) | 0 (0.0) | 4 (3.8) | 6 (5.4) | 3 (5.2) | 9 (5.3) |
| Other | 9 (3.3) | 3 (3.4) | 1 (5.9) | 4 (3.8) | 1 (0.9) | 4 (6.9) | 5 (2.9) |
| Sought care prior to this hospitalization/outpatient visit, n(%) | 107 (38.9) | 58 (65.9) | 10 (58.8) | 68 (64.8) | 34 (30.4) | 5 (8.6) | 39 (22.9) |
| Purchased any medications prior to hospital/clinic visit, n(%) | 77/107 (72.0) | 42/58 (72.4) | 7/10 (70.0) | 49/68 (72.1) | 24/34 (70.6) | 4/5 (80.0) | 28/39 (71.8) |
| Sought care after discharge from the hospital/clinic, n(%) | 26 (9.5) | 8 (9.1) | 3 (17.7) | 11 (10.5) | 11 (9.8) | 4 (6.9) | 15 (8.8) |
| Household member(s) missed work due to illness, n(%) | 177 (64.4) | 72 (81.8) | 17 (100.0) | 89 (84.8) | 54 (48.2) | 34 (58.6) | 88 (51.8) |
| Total number of workdays lost in a household, median(IQR) | 4 (3–8) | 7 (4–10) | 6 (3–13) | 6 (4–10) | 3 (2–6) | 3 (2–5) | 3 (2–5) |
| Average number of household workdays lost due to illness, median (IQR)a | 4 (2–7) | 5 (3–9) | 6 (3–12) | 5 (3–9) | 3 (2–5) | 3 (2–4) | 3 (2–5) |
| Household member(s) missed school due to illness, n(%) | 90 (32.7) | 17 (19.3) | 6 (35.3) | 23 (21.9) | 35 (31.3) | 32 (55.2) | 67 (39.4) |
| Total number of school days missed, median(IQR) | 4 (3–6) | 2 (1–6) | 5 (4–9) | 3 (1–6) | 3 (2–6) | 4 (3–7) | 4 (3–6) |
| Paid for child care in the course of sickness, n(%) | 6 (2.2) | 3 (3.4) | 0 (0.0) | 3 (2.9) | 1 (0.9) | 2 (3.5) | 3 (1.8) |
| Paid for child care in the course of sickness, n(%) | 6 (2.2) | 3 (3.4) | 0 (0.0) | 3 (2.9) | 1 (0.9) | 2 (3.5) | 3 (1.8) |
NA Not applicable; aCalculated as the total number of workdays lost by all household members who reported to be engaged in an income activity divided by the number of persons who reported to be engaged in an income activity
Overall costs (US$d), including direct and indirect costs, related to influenza-associated illness among inpatients in Kenya, July 2013–August 2014
| Expenditure item | < 5 years | ≥5 years | Total | ||||||
|---|---|---|---|---|---|---|---|---|---|
| n | Mean (SD) | Range (min-max) | n | Mean (SD) | Range (min-max) | n | Mean (SD) | Range (min-max) | |
| Direct cost | 76 | 75.42 (71.10) | 6.45–573.17 | 14 | 75.45 (36.27) | 23.89–143.91 | 90 | 75.43 (66.73) | 6.45–573.17 |
| Healthcare prior to hospital/clinic visit | 88 | 7.59 (16.95) | 0.00–111.11 | 17 | 6.56 (8.48) | 0.00–27.78 | 105 | 7.42 (15.86) | 0.00–111.11 |
| Total facility-based medical costs | 83 | 59.81 (63.60) | 6.45–561.50 | 15 | 55.77 (27.05) | 14.67–117.90 | 98 | 59.19 (59.39) | 6.45–561.50 |
| Medications | 83 | 13.90 (52.47) | 0.33–480.23 | 15 | 18.31 (17.45) | 0.33–64.78 | 98 | 14.58 (48.72) | 0.33–480.23 |
| Hospital bed fees | 83 | 22.11 (13.95) | 2.22–62.22 | 15 | 15.70 (6.13) | 2.22–25.00 | 98 | 21.13 (13.24) | 2.22–62.22 |
| Procedure fees (non−/surgical) | 83 | 2.48 (5.03) | 0.00–41.11 | 15 | 2.44 (2.19) | 0.00–5.56 | 98 | 2.48 (4.70) | 0.00–41.11 |
| Diagnostic tests | 83 | 4.59 (9.72) | 0.00–82.78 | 15 | 7.84 (10.33) | 0.00–38.00 | 98 | 5.09 (9.83) | 0.00–82.78 |
| Routine health facility service management costa | 83 | 16.59 (10.24) | 3.23–45.16 | 15 | 11.40 (4.02) | 3.23–19.35 | 98 | 15.80 (9.72) | 3.23–45.16 |
| Total transportation costs | 88 | 4.68 (8.02) | 0.00–56.67 | 17 | 6.86 (9.78) | 0.00–36.67 | 105 | 5.03 (8.32) | 0.00–56.67 |
| Personal car/taxi | 10 | 10.88 (9.51) | 0.56–32.22 | 5 | 23.91 (28.40) | 0.67–66.67 | 15 | 15.22 (18.14) | 0.56–66.67 |
| Matatu/bus | 70 | 9.39 (9.79) | 0.89–67.78 | 17 | 6.74 (5.35) | 0.67–17.89 | 87 | 8.87 (9.13) | 0.67–67.78 |
| Motorbike/bike/tuktuk | 15 | 5.36 (5.08) | 1.11–17.78 | 2 | 16.39 (12.18) | 7.78–25.00 | 17 | 6.66 (6.73) | 1.11–25.00 |
| Healthcare after discharge | 88 | 3.25 (5.95) | 0.00–34.44 | 17 | 3.43 (7.53) | 0.00–31.11 | 105 | 3.28 (6.19) | 0.00–34.44 |
| Child care cost | 88 | 0.14 (0.81) | 0.00–5.56 | 17 | 0.00 (0.00) | 0.00–0.00 | 105 | 0.11 (0.75) | 0.00–5.56 |
| Indirect cost (Average household productivity lossb) | 81 | 38.94 (38.59) | 0.00–187.50 | 15 | 58.61 (53.37) | 11.11–180.56 | 96 | 42.01 (41.54) | 0.00–187.50 |
| Total cost per episodec | 76 | 114.25 (90.03) | 9.89–670.39 | 14 | 137.45 (76.24) | 36.86–287.57 | 90 | 117.86 (88.04) | 9.89–670.39 |
| Total cost per episode paid out of pocket | 76 | 76.45 (55.13) | 2.22–302.22 | 14 | 137.45 (76.24) | 36.86–287.57 | 90 | 85.94 (62.49) | 2.22–302.22 |
SD Standard Deviation, NA Not applicable; aRoutine healthcare facility management costs for healthcare service costs per day (equipment maintenance, electricity, water, stationary, e.t.c); bEstimated by multiplying the average days when the household lost income opportunities by the household average daily income; cSum of direct and indirect costs
d1 US$ = 90 Kenya Shillings
Overall costs (US$d), including direct and indirect costs, related to influenza-associated illness among outpatients in Kenya, July 2013–August 2014
| Expenditure item | < 5 years | ≥5 years | Total | ||||||
|---|---|---|---|---|---|---|---|---|---|
| n | Mean (SD) | Range (min-max) | n | Mean (SD) | Range (min-max) | n | Mean (SD) | Range (min-max) | |
| Direct cost | 100 | 8.62 (6.15) | 3.23–33.00 | 55 | 5.97 (4.07) | 3.23–23.23 | 155 | 7.68 (5.63) | 3.23–33.00 |
| Healthcare prior to hospital/clinic visit | 110 | 2.04 (4.67) | 0.00–27.78 | 58 | 0.17 (0.82) | 0.00–5.56 | 168 | 1.39 (3.90) | 0.00–27.78 |
| Total facility-based medical costs | 108 | 4.30 (1.27) | 3.23–9.67 | 57 | 4.43 (1.36) | 3.23–8.89 | 165 | 4.34 (1.30) | 3.23–9.67 |
| Medications | 108 | 0.96 (1.11) | 0.13–5.77 | 57 | 1.10 (1.20) | 0.04–5.11 | 165 | 1.01 (1.14) | 0.04–5.77 |
| Hospital bed fees | – | NA | NA | – | NA | NA | – | NA | NA |
| Procedure fees (non−/surgical) | 108 | 0.00 (0.00) | 0.00–0.00 | 57 | 0.00 (0.00) | 0.00–0.00 | 165 | 0.00 (0.00) | 0.00–0.00 |
| Diagnostic tests | 108 | 0.11 (0.51) | 0.00–5.00 | 57 | 0.11 (0.24) | 0.00–1.11 | 165 | 0.11 (0.43) | 0.00–5.00 |
| Routine health facility service management costa | 108 | 3.23 (0.00)e | 3.23–3.23 | 57 | 3.23 (0.00)e | 3.23–3.23 | 165 | 3.23 (0.00)e | 3.23–3.23 |
| Total transportation costs | 112 | 0.48 (0.83) | 0.00–4.44 | 58 | 0.25 (0.94) | 0.00–5.11 | 170 | 0.40 (0.87) | 0.00–5.11 |
| Personal car/taxi | 1 | NE | NE | 0 | NE | NE | 1 | NE | NE |
| Matatu/bus | 42 | 3.91 (8.42) | 0.44–41.67 | 6 | 8.24 (9.52) | 0.22–23.33 | 48 | 4.45 (8.58) | 0.22–41.67 |
| Motorbike/bike/tuktuk | 17 | 2.59 (1.95) | 0.89–6.67 | 5 | 3.33 (1.96) | 1.67–6.67 | 22 | 2.76 (1.93) | 0.89–6.67 |
| Healthcare after discharge | 112 | 2.46 (4.77) | 0.00–32.22 | 58 | 1.19 (3.48) | 0.00–19.44 | 170 | 2.03 (4.40) | 0.00–32.22 |
| Child care cost | 112 | 0.04 (0.42) | 0.00–4.44 | 58 | 0.13 (0.78) | 0.00–5.56 | 170 | 0.07 (0.57) | 0.00–5.56 |
| Indirect cost (Average household productivity lossb) | 106 | 13.87 (31.36) | 0.00–222.22 | 56 | 10.88 (16.65) | 0.00–69.44 | 162 | 12.84 (27.17) | 0.00–222.22 |
| Total cost per episodec | 100 | 21.49 (31.42) | 3.23–235.00 | 55 | 16.79 (17.30) | 3.23–72.80 | 155 | 19.82 (27.29) | 3.23–235.00 |
| Total cost per episode paid out of pocket | 100 | 19.21 (30.70) | 0.56–228.44 | 55 | 16.79 (17.30) | 3.23–72.80 | 155 | 18.35 (26.69) | 0.56–228.44 |
SD Standard Deviation, NA Not applicable, NE Not estimated; aRoutine healthcare facility management costs for healthcare service costs per day (equipment maintenance, electricity, water, stationary, e.t.c); bEstimated by multiplying the average days when the household lost income opportunities by the household average daily income; cSum of direct and indirect costs
d1 US$ = 90 Kenya Shillings; eNo variability as the same amount was used for all patients
Estimated annual costs (in millions of 2014 US$) of influenza-associated illnesses in Kenya
| Cost Item (per episode) | Hospitalized patients | Outpatients | ||||||
|---|---|---|---|---|---|---|---|---|
| Best-case scenario | Worst-case scenario | Best-case scenario | Worst-case scenario | |||||
| Estimated cases | Cost (US$d Millions) (95% CIc) | Estimated cases | Cost (US$d Millions) (95% CIc) | Estimated cases | Cost (US$d Millions) (95% CIc) | Estimated cases | Cost (US$d Millions) (95% CIc) | |
| Children < 5 yearsa | 17,875 | 31,115 | 144,322 | 383,977 | ||||
| Total direct costs | 1.34 (1.10–1.63) | 2.34 (1.92–2.84) | 1.25 (1.09–1.41) | 3.33 (2.89–3.76) | ||||
| Facility-based medical costs | 1.08 (0.89–1.34) | 1.87 (1.54–2.33) | 0.62 (0.59–0.66) | 1.65 (1.56–1.75) | ||||
| Transportation costs | 0.08 (0.06–0.12) | 0.15 (0.10–0.21) | 0.07 (0.05–0.09) | 0.18 (0.13–0.24) | ||||
| Other costsb | 0.20 (0.13–0.27) | 0.34 (0.23–0.47) | 0.66 (0.48–0.85) | 1.76 (1.27–2.25) | ||||
| Total indirect | 0.70 (0.56–0.85) | 1.21 (0.97–1.48) | 2.01 (1.23–2.97) | 5.35 (3.28–7.91) | ||||
| Total costs | 2.04 (1.73–2.41) | 3.55 (3.01–4.19) | 3.09 (2.32–4.07) | 8.23 (6.18–10.84) | ||||
| Persons ≥5 yearsa | 7279 | 14,557 | 156,491 | 946,223 | ||||
| Total direct costs | 0.55 (0.41–0.69) | 1.10 (0.81–1.37) | 0.93 (0.78–1.11) | 5.64 (4.72–6.69) | ||||
| Facility-based medical costs | 0.41 (0.32–0.53) | 0.81 (0.63–1.07) | 0.69 (0.64–0.75) | 4.20 (3.89–4.55) | ||||
| Transportation costs | 0.05 (0.02–0.09) | 0.10 (0.04–0.18) | 0.04 (0.01–0.08) | 0.24 (0.05–0.50) | ||||
| Other costsb | 0.07 (0.04–0.11) | 0.15 (0.07–0.22) | 0.23 (0.10–0.40) | 1.42 (0.63–2.43) | ||||
| Total indirect | 0.43 (0.26–0.65) | 0.86 (0.51–1.30) | 1.69 (1.09–2.40) | 10.24 (6.61–14.49) | ||||
| Total costs | 1.00 (0.71–1.30) | 1.99 (1.42–2.59) | 2.64 (1.99–3.38) | 15.96 (12.02–20.43) | ||||
| All ages | 25,154 | 45,672 | 300,813 | 1,330,200 | ||||
| Total direct costs | 1.89 (1.60–2.25) | 3.44 (2.90–4.09) | 2.32 (2.08–2.58) | 10.24 (9.18–11.40) | ||||
| Total indirect | 1.06 (0.86–1.28) | 1.92 (1.55–2.33) | 3.87 (2.71–5.24) | 17.11 (11.98–23.17) | ||||
| Total costs | 2.96 (2.57–3.41) | 5.37 (4.66–6.19) | 5.96 (4.80–7.49) | 26.35 (21.22–33.14) | ||||
aEstimated using published rates of influenza-associated disease in Kenya [hospitalization rate (< 5 years = 2.7–4.7 per 1000; ≥5 years = 0.2–0.4 per 1000) and outpatient rate (< 5 years = 13.0–58.0 per 1000; ≥5 years = 4.3–26.0 per 1000)]; bCombines costs for childcare, and healthcare seeking prior and after hospitalization or outpatient visit; cMean cost and 95% confidence intervals estimated using 1000 bootstrap samples
d1 US$ = 90 Kenya Shillings (2014)
Best-case scenario: Assuming the lowest published incidence rate of influenza-associated illness
Worst-case scenario: Assuming the highest published incidence rate of influenza-associated illness