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Spatiotemporal Clusters and Trends of Pneumocystis Pneumonia in Korea
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Original Article

Spatiotemporal Clusters and Trends of Pneumocystis Pneumonia in Korea

The Korean Journal of Parasitology 2022;60(5):327-338.
Published online: October 21, 2022

1Department of Family Medicine, Veterans Health Service Medical Center, Seoul 05368, Korea

2Department of Family Medicine, Graduate School of Medicine, The Catholic University of Korea, Seoul 06591, Korea

3Department of Parasitology, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea

4Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Eunpyeong St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul 03312, Korea

5Department of Ophthalmology, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea

*Corresponding author (kiwise@catholic.ac.kr)
• Received: June 20, 2022   • Revised: August 22, 2022   • Accepted: September 4, 2022

© 2022, Korean Society for Parasitology and Tropical Medicine

This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (https://creativecommons.org/licenses/by-nc/4.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.

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  • Pneumonia incidence and determinants in South Punjab, Pakistan (2016–2020): a spatial epidemiological study at Tehsil-level
    Ömer Ünsal, Oliver Gruebner, Munazza Fatima
    International Journal of Health Geographics.2025;[Epub]     CrossRef

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Spatiotemporal Clusters and Trends of Pneumocystis Pneumonia in Korea
Korean J Parasitol. 2022;60(5):327-338.   Published online October 21, 2022
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Spatiotemporal Clusters and Trends of Pneumocystis Pneumonia in Korea
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Fig. 1 Regional clusters detected for non-HIV-PcP cases. Light to dark gradient represents increasing order of log likelihood ratio. Area codes represent administrative districts of the Korean government. SE, Seoul; BU, Busan; IN, Incheon; DG, Daegu; GW, Gwangju; DJ, Daejeon; UL, Ulsan; GY, Gyeonggi-do; GA, Gangwon-do; CB, Chungcheongbuk-do; CN, Chungcheongnam-do; JB, Jeollabuk-do; JN, Jeollanam-do; GB, Gyeongsangbuk-do; GN, Gyeongsangnam-do; JE, Jeju-do.
Fig. 2 Spatiotemporal trend analysis of non-HIV-PcP cases for 2012–2020. Blue districts represent a joint cluster with an increasing trend of PcP. Area codes represent administrative districts of the Korean government. SE, Seoul; BU, Busan; IN, Incheon; DG, Daegu; GW, Gwangju; DJ, Daejeon; UL, Ulsan; GY, Gyeonggi-do; GA, Gangwon-do; CB, Chungcheongbuk-do; CN, Chungcheongnam-do; JB, Jeollabuk-do; JN, Jeollanam-do; GB, Gyeongsangbuk-do; GN, Gyeongsangnam-do; JE, Jeju-do.
Fig. 3 Trend analysis for PcP in non-HIV and HIV groups according to age and sex. (A) Non-HIV female 40 and over age groups show significant increase of PcP. (B) Non-HIV male 20–29 age group shows significant decrease during the third trend (2018–2021). The remaining age groups show significant increase of PcP during the study period. (C) HIV female 20–29 age group shows significant increase of PcP during the first trend (2010–2016). The 50–59 age group shows significant decrease of PcP. (D) HIV male 30–39 age group shows significant increase of PcP until peaking in 2015, and then decreases significantly. Age groups 20–29, 40–49 and 60–69 show significant decrease of PcP in the second trend (2012–2021, 2015–2021, and 2018–2021, respectively). Only age groups with significant trends are shown. Crude rates are calculated by mid-year in the Joinpoint software. Joinpoint graphs have been recreated for enhanced legibility using the output data. Dashed lines represent trends that are not significant.
Spatiotemporal Clusters and Trends of Pneumocystis Pneumonia in Korea

Total number of PcP cases in non-HIV group for 2010–2021 according to districts

Districtsa Average population Non-HIV-PcP cases
2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 Total
SE 9,957,275 33 41 69 71 65 103 145 168 184 211 235 272 1,597
BU 3,482,081 4 5 2 6 3 3 13 11 8 37 33 27 152
IN 2,900,520 6 6 4 2 3 1 3 1 14 16 13 18 87
DG 2,472,552 1 5 2 1 6 4 10 5 21 27 20 24 126
GW 1,462,398 2 2 4 2 3 6 3 8 16 5 9 5 65
DJ 1,502,065 0 2 0 1 5 1 4 7 4 12 12 15 63
UL 1,150,344 0 0 3 0 0 2 5 4 11 2 8 10 45
GY 12,652,697 5 17 27 31 20 27 53 36 55 72 91 126 560
GA 1,542,329 1 4 1 2 2 3 4 0 6 12 12 12 59
CB 1,583,105 1 1 0 0 0 0 3 1 5 3 6 1 21
CN 2,091,409 0 0 3 3 3 4 4 3 5 9 4 3 41
JB 1,849,723 3 3 1 4 1 2 2 2 5 9 15 10 57
JN 1,891,733 1 0 0 0 0 3 0 0 0 2 1 3 10
GB 2,682,611 1 0 1 0 0 1 0 1 5 1 1 1 12
GN 3,342,717 2 2 2 3 3 4 5 9 6 19 13 15 83
JE 628,744 0 1 1 0 1 3 2 7 7 13 15 9 59
Total 60 89 120 126 115 167 256 263 352 450 488 551 3,037
Adjusted non-HIV-PcP casesb
SE 3 4 7 7 6 10 15 17 19 22 24 28 162
BU 1 1 1 2 1 1 4 3 2 11 10 8 45
IN 2 2 1 1 1 0 1 0 5 5 4 6 28
DG 0 2 1 0 2 2 4 2 9 11 8 10 51
GW 1 1 3 1 2 4 2 5 11 3 6 3 42
DJ 0 1 0 1 3 1 3 5 3 8 8 10 43
UL 0 0 3 0 0 2 4 3 10 2 7 9 40
GY 0 1 2 3 2 2 4 3 4 5 7 9 42
GA 1 3 1 1 1 2 3 0 4 8 8 8 40
CB 1 1 0 0 0 0 2 1 3 2 4 1 15
CN 0 0 1 1 1 2 2 1 2 4 2 1 17
JB 2 2 1 2 1 1 1 1 3 5 8 6 33
JN 1 0 0 0 0 2 0 0 0 1 1 2 7
GB 0 0 0 0 0 0 0 0 2 0 0 0 2
GN 1 1 1 1 1 1 1 3 2 6 4 4 26
JE 0 2 2 0 2 5 3 11 10 19 22 13 89
Total 13 21 24 20 23 35 49 55 89 112 123 118 682

aDistrict codes: SE, Seoul; BU, Busan; IN, Incheon; DG, Daegu; GW, Gwangju; DJ, Daejeon; UL, Ulsan; GY, Gyeonggi-do; GA, Gangwon-do; CB, Chungcheongbuk-do; CN, Chungcheongnam-do; JB, Jeollabuk-do; JN, Jeollanam-do; GB, Gyeongsangbuk-do; GN, Gyeongsangnam-do; JE, Jeju-do.

bAdjusted by population of corresponding district (cases/1,000,000).

Total number of PcP cases in non-HIV group for 2010–2021 according to sex and age

Age group Non-HIV-PcP cases

2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 Average
Female 0–9 2 2 0 1 1 2 5 4 1 0 2 2 1.8
10–19 2 0 1 1 4 2 2 2 1 0 0 2 1.4
20–29 1 1 3 4 0 3 2 3 2 1 3 3 2.2
30–39 1 4 5 3 4 5 6 2 8 8 3 3 4.3
40–49 3 4 5 2 7 7 21 13 15 22 22 14 11.3
50–59 3 6 4 9 7 11 18 22 27 27 37 34 17.1
60–69 1 9 8 13 11 11 24 35 35 44 41 61 24.4
70–79 2 6 12 7 7 10 18 26 31 44 39 52 21.2
≥80 0 1 1 2 2 3 7 5 13 16 17 32 8.3

Male 0–9 0 1 1 2 3 5 4 3 5 2 0 3 2.4
10–19 2 4 3 2 2 1 2 2 2 2 3 3 2.3
20–29 3 4 4 2 5 3 5 9 16 7 5 2 5.4
30–39 8 4 14 13 11 14 19 15 12 14 17 17 13.2
40–49 9 16 17 16 15 18 18 20 22 35 24 19 19.1
50–59 8 9 18 16 13 26 29 29 28 51 45 39 25.9
60–69 9 10 11 14 10 18 28 39 58 90 106 97 40.8
70–79 5 8 12 18 11 20 40 28 52 71 92 114 39.3
≥80 1 0 2 3 3 8 10 9 22 20 34 56 14.0

Adjusted non-HIV-PcP casesa

Female 0–9 0.9 0.9 0.0 0.4 0.4 0.9 2.3 1.9 0.5 0.0 1.0 1.1 0.9
10–19 0.6 0.0 0.3 0.3 1.4 0.7 0.8 0.8 0.4 0.0 0.0 0.9 0.5
20–29 0.3 0.3 0.9 1.3 0.0 0.9 0.6 0.9 0.6 0.3 0.9 0.9 0.7
30–39 0.2 1.0 1.2 0.8 1.0 1.3 1.6 0.6 2.3 2.3 0.9 0.9 1.2
40–49 0.7 0.9 1.2 0.5 1.6 1.6 4.8 3.0 3.6 5.3 5.4 3.5 2.7
50–59 0.9 1.6 1.0 2.3 1.7 2.7 4.3 5.2 6.3 6.3 8.6 8.0 4.1
60–69 0.5 4.1 3.6 5.6 4.5 4.2 8.7 12.1 11.5 13.6 11.9 16.7 8.1
70–79 1.3 3.7 7.0 3.9 3.9 5.5 9.8 13.7 15.9 22.1 19.2 25.6 11.0
≥80 0.0 0.4 0.4 0.8 1.3 2.1 1.7 1.3 2.3 0.9 0.0 1.6 1.1

Male 0–9 0.0 0.4 0.4 0.8 1.3 2.1 1.7 1.3 2.3 0.9 0.0 1.6 1.1
10–19 0.6 1.1 0.9 0.6 0.6 0.3 0.7 0.7 0.8 0.8 1.2 1.2 0.8
20–29 0.8 1.1 1.2 0.6 1.4 0.9 1.4 2.5 4.5 2.0 1.4 0.6 1.5
30–39 1.9 0.9 3.4 3.2 2.8 3.6 4.9 4.0 3.2 3.9 4.8 4.9 3.4
40–49 2.0 3.5 3.8 3.5 3.3 4.0 4.0 4.5 5.1 8.2 5.7 4.6 4.4
50–59 2.3 2.4 4.6 4.0 3.1 6.2 6.8 6.8 6.5 11.7 10.3 8.9 6.1
60–69 4.5 5.0 5.3 6.5 4.4 7.3 10.7 14.1 20.0 29.2 32.1 27.6 13.9
70–79 4.7 7.0 9.6 13.9 8.2 14.6 28.4 18.9 33.6 44.2 55.3 67.7 25.5
≥80 3.5 0.0 6.1 8.5 7.7 18.4 21.0 17.3 38.8 32.1 50.7 78.4 23.5

aAdjusted by corresponding population of age/sex group (cases/1,000,000).

Total number of PcP cases in HIV group for 2010–2021 according to sex and age

Age group HIV-PcP cases

2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 Average
Female 0–9 0 0 0 0 0 0 0 0 0 0 0 0 0.0
10–19 0 0 0 0 0 0 0 1 0 0 0 0 0.1
20–29 1 1 2 2 2 2 3 2 1 0 0 0 1.3
30–39 3 1 4 3 2 0 1 1 3 1 2 2 1.9
40–49 1 2 2 4 2 3 3 2 3 1 2 3 2.3
50–59 5 7 5 5 2 4 5 4 4 3 4 2 4.2
60–69 2 1 1 6 6 3 4 4 7 6 6 7 4.4
≥70 0 0 0 0 0 0 1 0 0 0 0 0 0.1

Male 0–9 0 0 0 0 0 0 0 0 0 0 0 0 0.0
10–19 0 1 1 0 0 0 0 0 0 0 0 1 0.3
20–29 14 18 22 20 26 16 19 18 19 19 14 14 18.3
30–39 54 45 50 72 77 78 75 78 82 74 66 59 67.5
40–49 55 59 58 81 87 93 88 92 87 86 80 77 78.6
50–59 26 37 36 35 34 43 55 66 72 69 74 70 51.4
60–69 11 12 15 18 19 23 27 25 28 27 26 21 21.0
≥70 0 0 2 1 3 4 5 4 5 7 7 6 3.7

Adjusted HIV-PcP casesa

Female 0–9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
10–19 0.0 0.0 0.0 0.0 0.0 0.0 0.0 111.1 0.0 0.0 0.0 0.0 9.3
20–29 6.7 6.4 35.7 33.3 33.9 39.2 58.8 40.8 21.7 0.0 0.0 0.0 23.1
30–39 18.2 5.6 28.6 20.7 13.6 0.0 5.8 5.8 18.0 6.3 13.5 14.0 12.5
40–49 8.6 16.1 14.0 24.8 11.6 17.1 15.8 10.6 15.0 4.6 9.1 13.5 13.4
50–59 43.5 51.5 31.1 28.6 10.8 21.6 25.6 18.5 19.0 14.8 19.0 9.2 24.4
60–69 39.2 17.2 11.2 57.7 52.6 23.4 27.8 26.1 40.9 30.5 27.5 30.8 32.1
≥70 0.0 0.0 0.0 0.0 0.0 0.0 16.4 0.0 0.0 0.0 0.0 0.0 1.4

Male 0–9 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
10–19 0.0 5.1 20.8 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 40.0 5.5
20–29 9.0 10.2 21.5 16.7 18.2 9.8 10.3 9.1 9.2 9.0 6.7 7.1 11.4
30–39 24.5 18.8 26.8 36.5 37.3 36.7 32.7 31.7 30.4 24.8 20.3 16.3 28.1
40–49 32.5 31.0 27.1 34.6 33.9 33.7 30.6 30.6 28.2 27.1 24.6 23.7 29.8
50–59 28.0 35.2 26.5 22.4 19.0 21.4 24.5 27.2 28.1 25.0 25.5 22.8 25.5
60–69 29.3 28.0 27.5 29.2 26.8 27.5 28.1 22.4 22.9 20.1 17.5 12.7 24.3
≥70 0.0 0.0 10.9 4.5 11.2 13.2 14.3 9.6 11.2 13.7 12.2 9.5 9.2

aAdjusted by corresponding HIV cases of age/sex group (cases/1,000).

Regional clusters detected for PcP in the non-HIV group from 2010 to 2021

District Cases Expected Relative risk Log likelihood ratioa P-value
Seoul 1,597 591 4.59 825.231 <0.001
Jeju-do 59 37 1.59 5.431 0.02

aClusters are shown in decreasing order of log likelihood ratio.

Spatiotemporal Trends analysis of PcP in non-HIV group according to administrative districts (2010–2021)

Districts Cases Expected Trend inside clustera Trend outside clustera Relative risk Log likelihood ratiob P-value
Jeju-do, Jeollanam-do, Jeollabuk-do, Gyeongsangnam-do, Busan, Daejeon, Daegu, Ulsan 595 968 29.02 19.65 0.52 11.638 <0.001
Gangwon-do 59 91 25.46 21.33 0.64 0.283 1.00c

aTrend inside/outside cluster denotes % increase over the period of 2010–2021.

bClusters are shown in decreasing order of log likelihood ratio.

cReal value: 0.9995.

Trends of PcP in non-HIV and HIV groups according to sex and agea

Age group Trend 1 Trend 2 Trend 3



Period APCb 95% CI P-value Period APCb 95% CI P-value Period APCb 95% CI P-value

Non-HIV-PcP
Female 0–9 2010–2021 4.6 −8.1–19.1 0.46
10–19 2010–2021 1.6 −11.2–16.2 0.80
20–29 2010–2021 1.4 −7.8–11.4 0.75
30–39 2010–2021 7.2 −2.7–18.1 0.14
40–49 2010–2021 18.4 8.1–29.6 <0.01
50–59 2010–2021 21.3 16.3–26.6 <0.001
60–69 2010–2021 16.9 10.9–23.1 <0.001
70–79 2010–2021 22.5 16.2–29.1 <0.001
≥80 2010–2021 33.9 26.3–42 <0.001

Male 0–9 2010–2015 58.3 −4.2–161.6 0.07 2015–2021 −6.3 −24.5–16.2 0.50
10–19 2010–2021 2.9 −2.9–8.9 0.30
20–29 2010–2015 −0.5 −23.8–29.8 0.96 2015–2018 61.8 −35.1–303.4 0.22 2018–2021 −46.8 −71.1–−2.2 0.05c
30–39 2010–2021 7.5 2.3–12.9 0.01
40–49 2010–2021 8.0 3.3–12.9 <0.01
50–59 2010–2021 13.6 8.5–19.0 <0.001
60–69 2010–2014 1.0 −4.8–7.3 0.65 2014–2019 41.8 36.8–46.9 <0.001 2019–2021 −1.2 −7.1–5.2 0.63
70–79 2010–2021 25.8 20.9–30.9 <0.001
≥80 2010–2021 31.7 24.5–39.3 <0.001

HIV-PcP

Female 20–29 2010–2016 38.1 6.8–78.5 0.02 2016–2021 −49.1 −76.4–9.4 0.08
30–39 2010–2021 −4.7 −13.6–5.1 0.30
40–49 2010–2021 −4.2 −10.9–2.9 0.21
50–59 2010–2021 −10.8 −15.4–−6.0 <0.01
60–69 2010–2021 −3.1 −9.9–4.2 0.35

Male 20–29 2010–2012 54.5 −15.0–180.8 0.13 2012–2021 −11.6 −16.0–−6.9 <0.01
30–39 2010–2015 13.2 2.5–25.0 0.02 2015–2021 −12.6 −18.7–−6.1 <0.01
40–49 2010–2015 1.9 −3.2–7.3 0.41 2015–2021 −5.7 −9.0–−2.3 0.01
50–59 2010–2014 −13.1 −26.3–2.6 0.08 2014–2017 12.7 −25.9–71.2 0.47 2017–2021 −4.2 −14.1–6.9 0.34
60–69 2010–2018 −2.8 −5.6–0.1 0.06 2018–2021 −17.6 −26.6–−7.5 0.01
≥70 2010–2021 1.6 −5.3–9.0 0.63

aFinal selected models from Joinpoint are shown.

bAPC: annual percentage change.

cReal value: 0.045.

Table 1 Total number of PcP cases in non-HIV group for 2010–2021 according to districts

District codes: SE, Seoul; BU, Busan; IN, Incheon; DG, Daegu; GW, Gwangju; DJ, Daejeon; UL, Ulsan; GY, Gyeonggi-do; GA, Gangwon-do; CB, Chungcheongbuk-do; CN, Chungcheongnam-do; JB, Jeollabuk-do; JN, Jeollanam-do; GB, Gyeongsangbuk-do; GN, Gyeongsangnam-do; JE, Jeju-do.

Adjusted by population of corresponding district (cases/1,000,000).

Table 2 Total number of PcP cases in non-HIV group for 2010–2021 according to sex and age

Adjusted by corresponding population of age/sex group (cases/1,000,000).

Table 3 Total number of PcP cases in HIV group for 2010–2021 according to sex and age

Adjusted by corresponding HIV cases of age/sex group (cases/1,000).

Table 4 Regional clusters detected for PcP in the non-HIV group from 2010 to 2021

Clusters are shown in decreasing order of log likelihood ratio.

Table 5 Spatiotemporal Trends analysis of PcP in non-HIV group according to administrative districts (2010–2021)

Trend inside/outside cluster denotes % increase over the period of 2010–2021.

Clusters are shown in decreasing order of log likelihood ratio.

Real value: 0.9995.

Table 6 Trends of PcP in non-HIV and HIV groups according to sex and agea

Final selected models from Joinpoint are shown.

APC: annual percentage change.

Real value: 0.045.