Representative results of the multiplex LAMP assay on the microfluidic disk chip
Representative microfluidic chip readouts demonstrating successful implementation of the multiplex LAMP assay are shown in Figure 1. In all valid panels, the purple curve represents the positive external control (yeast genes and primers), and the blue curve represents the positive internal control (human-specific primers). Valid controls amplified normally. The Eco target (green) showed clear positive amplification, slightly later than the external control. All other targets and blanks remained negative. External and internal controls were valid. The Hin target (red) exhibited a delayed but distinct positive curve. Non-target chambers stayed flat. External and internal controls were valid. The Pae target (yellow) amplified earlier, followed by Kpn (gray). All other targets were negative. External and internal controls amplified correctly. All pathogen targets, negative controls, and blanks remained at baseline with no amplification. Neither external nor internal control showed amplification; all curves stayed at baseline. Despite negative controls being flat, the failed positive control rendered the assay invalid (Figure 1).
Overall positive rates of respiratory pathogens among elderly patients
The positivity rates of Hin, Kpn, Pae, Aba, Sau, Sma, Eco, Spn, Mtb, and Mpn were 11.40% (95% CI: 10.41–12.38%), 10.75% (95% CI: 9.79–11.71%), 8.10% (95% CI: 7.26–8.95%), 5.89% (95% CI: 5.16–6.61%), 5.41% (95% CI: 4.71–6.11%), 3.02% (95% CI: 2.49–3.55%), 2.66% (95% CI: 2.16–3.16%), 2.64% (95% CI: 2.15–3.14%), 0.56% (95% CI: 0.32–0.79%), and 0.33% (95% CI: 0.15–0.51%), respectively. Hin exhibited the highest detection rate, followed by Kpn and Pae; Mtb and Mpn showed the lowest rates (Table 1).
The total number of tests varied depending on the pathogen, as not all patients were tested for the full 10-respiratory-tract-pathogen testing panel. Eco, Mtb, and Mpn were tested in 3,952 patients, whereas the remaining seven pathogens were tested in all 4,010 patients.
Positive rates stratified by genders, ages, seasons, specimen types, and departments
The positivity rates for Kpn and Mtb showed statistically significant differences between genders (P < 0.05), with male patients exhibiting a significantly higher positivity rate than females.
The positivity rates for Sau, Eco, Kpn, Pae, Aba, and Sma showed statistically significant differences across the four age groups (60–69,70–79,80–89, and ≥90 years), as detailed in Table 2. For Sau, statistically significant differences were observed between the 60–69 and 80–89 age groups (χ2 = 9.772, P = 0.002), between the 60–69 and ≥90 age groups (χ2 = 28.873, P < 0.001), and between the 70–79 and ≥90 age groups (χ2 = 20.466, P < 0.001). For Eco, statistically significant differences were noted between the 60–69 and 80–89 age groups (χ2 = 8.013, P = 0.005), between the 60–69 and ≥90 age groups (χ2 = 21.719, P < 0.001), and between the 70–79 and ≥90 age groups (χ2 = 12.191, P < 0.001). For Kpn, significant overall differences were observed across age groups (P < 0.05). For Pae, statistically significant differences were observed between the 60–69 and 80–89 age groups (χ2 = 11.743, P < 0.001), between the 60–69 and ≥90 age groups (χ2 = 23.772, P < 0.001), and between the 70–79 and ≥90 age groups (χ2 = 12.966, P < 0.001). For Aba, statistical differences were observed between the groups 60–69 and 80-89 (χ2 = 15.933, P < 0.001), as well as between groups 60–69 and ≥90 (χ2 = 7.956, P = 0.005). Similarly, statistical differences were found for Sma between groups 60–69 and 80–89 (χ2 = 11.366, P < 0.001) and between groups 60–69 and ≥90 (χ2 = 11.231, P < 0.001).
Statistical differences were observed between Kpn in spring and autumn (χ2 = 9.693, P = 0.002), summer and winter (χ2 = 7.688, P = 0.006), and autumn and winter (χ2 = 12.807, P < 0.001). Similarly, statistical differences were observed between Pae in summer and winter (χ2 = 11.133, P < 0.001).
There were statistically significant differences in the detection rates of Sau in sputum specimens, BALF, and irrigation fluid (χ2 = 9.156/14.743, P = 0.002/P < 0.001). Similarly, Eco showed statistically significant differences in detection rates in sputum specimens and irrigation fluid (χ2 = 20.804, P < 0.001), as well as in irrigation fluid specimens compared to other specimens (χ2 = 7.376, P = 0.007). Kpn exhibited statistically significant differences in detection rates across sputum specimens, BALF, and irrigation fluid (χ2 = 11.137/14.549, all P < 0.001). Pae demonstrated statistically significant differences in detection rates across sputum specimens, BALF, and irrigation fluid (χ2 = 11.995/27.548, all P < 0.001). Aba showed statistically significant differences in detection rates across sputum specimens, BALF, and irrigation fluid (χ2 = 20.261/40.115, all P < 0.001). Sma exhibited statistically significant differences in detection rates across sputum specimens, BALF, and irrigation fluid (χ2 = 8.445/20.691, P = 0.004/P < 0.001). Hin also demonstrated statistically significant differences in detection rates across sputum specimens, BALF, and irrigation fluid (χ2 = 30.207/20.274, all P < 0.001). Mtb showed statistically significant differences in detection rates across sputum specimens and BALF (χ2 = 26.275, P < 0.001), as well as in BALF and irrigation fluid (χ2 = 8.077, P = 0.004).
There were statistically significant differences in the detection rates of Sau in respiratory wards /clinics, ICU, respiratory wards/clinics, and other departments (χ2 = 11.574/35.944, both P < 0.001). There were statistically significant differences in the detection rates of Eco in respiratory wards /clinics, ICU, respiratory wards/clinics, and other departments (χ2 = 16.408/26.678, both P < 0.001). There were statistically significant differences in the detection rates of Kpn in respiratory wards /clinics, ICU, respiratory wards/clinics, and other departments (χ2 = 29.526/29.229, both P < 0.001). There were statistically significant differences in the detection rates of Pae in respiratory wards /clinics, ICU, respiratory wards/clinics, and other departments (χ2 = 35.377/29.086, both P < 0.001). There were statistically significant differences in the detection rates of Aba in respiratory wards /clinics, ICU, respiratory wards/clinics, and other departments (χ2 = 34.723/37.413, both P < 0.001). There were statistically significant differences in the detection rates of Sma in respiratory wards /clinics, and ICU, respiratory wards/clinics, and other departments, ICU, and other departments (χ2 = 35.033/9.450/7.424, P < 0.001/P = 0.002/P = 0.006). There were statistically significant differences in the detection rates of Hin in respiratory wards /clinics, and ICU, respiratory wards/clinics, and other departments, ICU, and other departments (χ2 = 6.296/39.521/61.712, P = 0.012/P < 0.001/P < 0.001). There were statistically significant differences in the detection rates of Mtb in respiratory wards /clinics and the ICU (χ2 = 6.577, P = 0.010). For Mpn, significant overall differences were observed across department groups (P < 0.05).
Monthly variation in pathogen detection among elderly patients, April 2022–March 2024
Spn exhibited the highest positivity rate in December 2022, reaching 6.25% (6/96). Sau showed the highest positivity rate in April 2022, at 17.31% (9/52). Eco recorded the highest positivity rate in October 2022, at 5.15% (7/136). Kpn achieved the highest positivity rate in August 2022, at 19.00% (19/100). Pae demonstrated the highest positivity rate in April 2022, at 36.54% (19/52). Aba recorded the highest positivity rate in January 2023, at 11.00% (22/200). Sma exhibited the highest positivity rate in April 2022, at 9.62% (5/52). Hin achieved the highest positivity rate in March 2024, at 20.60% (55/267). The overall positivity rates for Mtb and Mpn were relatively low (Figure 2).
Single-pathogen detection and multiple-pathogen detection patterns
Among the 4,010 patients, 1,474 (36.76%) tested positive for at least one pathogen. Single-pathogen detection was the predominant pattern, accounting for 72.18% (1,064/1,474 positive patients), with Hin being the most common single pathogen (320 patients), followed by Kpn (198 patients) and Pae (169 patients). Multiple-pathogen detection accounted for 27.82% (410/1,474), comprising 283 double detections, 107 triple detections, and 20 quadruple or higher-order detections. The most frequent co-detection pattern was Kpn plus Hin (43 patients). Notably, the combination of Kpn, Pae, and Sma was the predominant triple-pathogen pattern (13 patients), and Kpn plus Pae plus Aba plus Sma was the most common quadruple detection (5 patients) (Table 3).
Conclusion
In this large-scale retrospective analysis of 4,010 elderly patients undergoing respiratory pathogen testing in Guangzhou, multiplex LAMP detected at least one pathogen in 36.76% of patients, with single-pathogen detection as the predominant pattern. Haemophilus influenzae was the most prevalent pathogen, while Enterobacteriaceae and non-fermentative Gram-negative bacilli (NFGNB) (Klebsiella pneumoniae, Pseudomonas aeruginosa, and Acinetobacter baumannii) collectively accounted for approximately 25%. Pathogen distribution varied significantly by gender, age, season, specimen type, and department. These findings provide high-resolution, region-specific epidemiological evidence to inform empirical antimicrobial therapy and targeted infection control strategies for elderly populations in subtropical regions.
Data Availability:
All raw data supporting the findings of this study are submitted along with the manuscript. Due to restrictions imposed by the Ethics Review Committee of Guangdong Provincial People's Hospital (Approval Number: KY2025-1310-01) and the sensitive nature of individual patient clinical information, the individual-level raw data cannot be made publicly available. Requests for de-identified individual-level data may be directed to the corresponding author and will be reviewed by the Ethics Review Committee.

Figure 1: Representative results of the multiplex LAMP assay on the microfluidic disk chip. In all panels, the purple curve indicates the positive external control (yeast genes and primers), the blue curve indicates the positive internal control (human-specific primers), and the remaining colored curves represent individual target pathogens. (1) Single-pathogen detection of Escherichia coli (Eco, green) with valid external and internal controls. (2) Single-pathogen detection of Haemophilus influenzae (Hin, red) with valid external and internal controls. (3) Double-pathogen detection of Pseudomonas aeruginosa (Pae, yellow) and Klebsiella pneumoniae (Kpn, gray) with valid external and internal controls. (4) Valid negative result with correct amplification of external and internal controls and no amplification in any target chamber. (5) Invalid result due to external control failure (all curves flat, including purple external control and blue internal control), necessitating repeat testing. The x-axis represents reaction time (min); the y-axis represents relative fluorescence intensity. Please click here to view a larger version of this figure.

Figure 2: Monthly variation in pathogen detection among elderly patients, April 2022–March 2024. (A–J) display the temporal distribution for each pathogen. (A) Escherichia coli (Eco), (B) Haemophilus influenzae (Hin), (C) Mycoplasma pneumoniae (Mpn), (D) Stenotrophomonas maltophilia (Sma), (E) Mycobacterium tuberculosis complex (Mtb), (F) Klebsiella pneumoniae (Kpn), (G) Acinetobacter baumannii (Aba), (H) Staphylococcus aureus (Sau), (I) Pseudomonas aeruginosa (Pae), and (J) Streptococcus pneumoniae (Spn). In each panel, the x-axis indicates the month of specimen collection; the left y-axis represents the positive rate (%); and the right y-axis represents the number of positive patients. Colored bars show the number of positive patients per month; the colored line with markers shows the corresponding monthly positive rate (%). Please click here to view a larger version of this figure.
| pathogens | denominator | positive | positive rate (%) | negative | negative rate (%) | 95% CI (%) |
| Spn | 4010 | 106 | 2.64 | 3904 | 97.36 | 2.15–3.14 |
| Sau | 4010 | 217 | 5.41 | 3793 | 94.59 | 4.71–6.11 |
| Eco | 3952 | 105 | 2.66 | 3847 | 97.34 | 2.16–3.16 |
| Kpn | 4010 | 431 | 10.75 | 3579 | 89.25 | 9.79–11.71 |
| Pae | 4010 | 325 | 8.10 | 3685 | 91.90 | 7.26–8.95 |
| Aba | 4010 | 236 | 5.89 | 3774 | 94.11 | 5.16–6.61 |
| Sma | 4010 | 121 | 3.02 | 3889 | 96.98 | 2.49–3.55 |
| Hin | 4010 | 457 | 11.40 | 3553 | 88.60 | 10.41–12.38 |
| Mtb | 3952 | 22 | 0.56 | 3930 | 99.44 | 0.32–0.79 |
| Mpn | 3952 | 13 | 0.33 | 3939 | 99.67 | 0.15–0.51 |
Table 1: Overall positive rates of respiratory pathogens among elderly patients. Data are presented as the total number tested (denominator), the number of positive patients, the positive rate (%), the number of negative patients, the negative rate (%), and the 95% confidence interval (95% CI). Abbreviations: Spn = Streptococcus pneumoniae; Sau = Staphylococcus aureus; Eco = Escherichia coli; Kpn = Klebsiella pneumoniae; Pae = Pseudomonas aeruginosa; Aba = Acinetobacter baumannii; Sma, Stenotrophomonas maltophilia; Hin = Haemophilus influenzae; Mtb = Mycobacterium tuberculosis complex; Mpn = Mycoplasma pneumoniae.
| Items | Spn | Sau | Eco | Kpn | Pae | Aba | Sma | Hin | Mtb | Mpn |
| genders | | | | | | | | | | |
| male | 82 (2.88) | 143 (5.03) | 78 (2.78) | 337 (11.85) | 228 (8.02) | 172 (6.05) | 91 (3.20) | 334 (11.74) | 20 (0.71) | 10 (0.36) |
| female | 24 (2.06) | 74 (6.35) | 27 (2.36) | 94 (8.06) | 97 (8.32) | 64 (5.49) | 30 (2.57) | 123 (10.55) | 2
(0.17) | 3
(0.26) |
| χ² | 2.187 | 2.808 | 0.565 | 12.368 | 0.101 | 0.466 | 1.110 | 1.170 | 4.258 | 0.027 |
| P | 0.139 | 0.094 | 0.452 | <0.001 | 0.750 | 0.495 | 0.292 | 0.279 | 0.039 | 0.869 |
| age groups | | | | | | | | | | |
| 60–69 | 55 (2.93) | 79 (4.22) | 34 (1.84) | 187 (9.98) | 121 (6.46) | 82 (4.38) | 39 (2.08) | 213 (11.37) | 9
(0.49) | 8
(0.43) |
| 70–79 | 30 (2.43) | 58 (4.69) | 29 (2.38) | 123 (9.95) | 96 (7.77) | 78 (6.31) | 38 (3.07) | 156 (12.62) | 6
(0.49) | 4
(0.33) |
| 80–89 | 12 (2.08) | 43 (7.45) | 22 (3.89) | 75
(13) | 62 (10.75) | 50 (8.67) | 27 (4.68) | 56 (9.71) | 6
(1.06) | 1
(0.18) |
| ≥90 | 9
(2.79) | 37 (11.46) | 20 (6.23) | 46 (14.24) | 46 (14.24) | 26 (8.05) | 17 (5.26) | 32 (9.91) | 1
(0.31) | 0
(0) |
| χ² | 1.581 | 34.228 | 24.285 | 9.129 | 28.756 | 18.898 | 16.640 | 4.182 | 2.758 | 1.126 |
| P | 0.664 | <0.001 | <0.001 | 0.028 | <0.001 | <0.001 | <0.001 | 0.242 | 0.410 | 0.789 |
| seasons | | | | | | | | | | |
| spring | 21 (2.20) | 58 (6.07) | 20 (2.23) | 86 (9.00) | 80 (8.37) | 42 (4.39) | 25 (2.62) | 120 (12.55) | 3
(0.33) | 0
(0) |
| summer | 17 (1.94) | 51 (5.81) | 23 (2.62) | 109 (12.41) | 89 (10.14) | 63 (7.18) | 25 (2.85) | 96 (10.93) | 6
(0.68) | 5
(0.57) |
| autumn | 31 (3.14) | 52 (5.26) | 37 (3.74) | 133 (13.46) | 83 (8.40) | 59 (5.97) | 27 (2.73) | 104 (10.53) | 6
(0.61) | 4
(0.40) |
| winter | 37 (3.11) | 56 (4.71) | 25 (2.10) | 103 (8.67) | 73 (6.14) | 72 (6.06) | 44 (3.70) | 137 (11.53) | 7
(0.59) | 4
(0.34) |
| χ² | 4.410 | 2.245 | 6.571 | 18.533 | 11.200 | 6.560 | 2.801 | 2.213 | 1.208 | 5.313 |
| P | 0.220 | 0.523 | 0.087 | <0.001 | 0.011 | 0.087 | 0.423 | 0.529 | 0.770 | 0.131 |
| specimen types | | | | | | | | | | |
| sputum | 74
(2.80) | 176 (6.66) | 91 (3.50) | 331 (12.53) | 265 (10.03) | 211 (7.99) | 107 (4.05) | 365 (13.82) | 8
(0.31) | 5
(0.19) |
| bronchoalveolar lavage fluid | 8
(1.90) | 12 (2.85) | 6
(1.43) | 29 (6.89) | 20 (4.75) | 8
(1.90) | 5
(1.19) | 18 (4.28) | 10 (2.39) | 1
(0.24) |
| irrigation fluid | 23 (2.61) | 28 (3.17) | 5
(0.57) | 69 (7.82) | 38 (4.31) | 17 (1.93) | 8
(0.91) | 71 (8.05) | 4
(0.46) | 7
(0.80) |
| others | 1
(1.54) | 1
(1.54) | 3
(4.62) | 2
(3.08) | 2
(3.08) | 0
(0) | 1
(1.54) | 3
(4.62) | 0
(0) | 0
(0) |
| χ² | 0.998 | 24.719 | 30.413 | 27.121 | 38.785 | 71.450 | 31.675 | 49.192 | 18.179 | 6.482 |
| P | 0.795 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | 0.065 |
| departments | | | | | | | | | | |
| respiratory wards and clinics | 38 (2.32) | 51 (3.11) | 18 (1.11) | 117 (7.13) | 79 (4.82) | 48 (2.93) | 23 (1.40) | 159 (9.70) | 16 (0.99) | 10 (0.62) |
| intensive care units | 27 (2.39) | 65 (5.74) | 37 (3.32) | 151 (13.34) | 122 (10.78) | 89 (7.86) | 60 (5.30) | 79 (6.98) | 2
(0.180) | 1
(0.090) |
| others | 41
(3.31) | 101
(8.16) | 50
(4.11) | 163
(13.17) | 124
(10.02) | 99
(8.00) | 38
(3.07) | 219
(17.69) | 4
(0.33) | 2
(0.16) |
| χ² | 3.121 | 35.465 | 26.784 | 37.798 | 40.730 | 43.867 | 34.788 | 75.137 | 9.427 | 6.111 |
| P | 0.210 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | 0.009 | 0.048 |
Table 2: Positive rates stratified by genders, ages, seasons, specimen types, and departments. Data are presented as n (%). The total number of patients for each characteristic is as follows: male (n = 2,844), female (n = 1,166); age 60–69 years (n = 1,874), 70–79 years (n = 1,236), 80–89 years (n = 577), ≥90 years (n=323); spring (n = 956), summer (n = 878), autumn (n = 988), winter (n = 1,188); sputum (n = 2,642), bronchoalveolar lavage fluid (n = 421), irrigation fluid (n = 882), others (n = 65); respiratory wards/clinics (n = 1,640), intensive care units (ICU, n = 1,132), and other departments (n = 1,238). P < 0.05 was considered statistically significant. For Eco, Mtb, and Mpn, percentages were calculated using the number of patients actually tested for each pathogen within the corresponding subgroup; these denominators were therefore slightly lower than the total subgroup sizes shown above. Abbreviations: Spn = Streptococcus pneumoniae; Sau = Staphylococcus aureus; Eco = Escherichia coli; Kpn = Klebsiella pneumoniae; Pae = Pseudomonas aeruginosa; Aba = Acinetobacter baumannii; Sma = Stenotrophomonas maltophilia; Hin = Haemophilus influenzae; Mtb = Mycobacterium tuberculosis complex; Mpn = Mycoplasma pneumoniae.
| Single-pathogen detection | n | Double-pathogen detection | n | Triple-pathogen detection | n | Quadruple- and quintuple-pathogen detection | n |
| Aba | 106 | Aba+Hin | 5 | Eco+Aba+Hin | 1 | Eco+Kpn+Aba+Sma | 3 |
| Eco | 52 | Aba+Sma | 9 | Eco+Aba+Sma | 2 | Eco+Kpn+Pae+Aba | 1 |
| Hin | 320 | Eco+Aba | 6 | Eco+Kpn+Aba | 6 | Eco+Pae+Aba+Sma | 1 |
| Kpn | 198 | Eco+Hin | 3 | Eco+Kpn+Pae | 2 | Kpn+Pae+Aba+Sma | 5 |
| Mpn | 11 | Eco+Kpn | 13 | Eco+Pae+Aba | 1 | Sau+Eco+Kpn+Pae | 2 |
| Mtb | 17 | Eco+Pae | 2 | Eco+Pae+Hin | 1 | Sau+Kpn+Aba+Sma | 1 |
| Pae | 169 | Hin+Mpn | 1 | Eco+Pae+Sma | 1 | Sau+Kpn+Pae+Aba | 3 |
| Sma | 35 | Hin+Mtb | 2 | Kpn+Aba+Hin | 6 | Spn+Kpn+Aba+Hin | 1 |
| Sau | 106 | Kpn+Aba | 27 | Kpn+Aba+Sma | 3 | Spn+Sau+Kpn+Hin | 1 |
| Spn | 50 | Kpn+Hin | 43 | Kpn+Pae+Aba | 12 | Sau+Kpn+Pae+Aba+Sma | 1 |
| | Kpn+Mtb | 2 | Kpn+Pae+Hin | 4 | Spn+Sau+Kpn+Aba+Sma | 1 |
| | Kpn+Pae | 22 | Kpn+Pae+Sma | 13 | | |
| | Kpn+Sma | 10 | Pae+Aba+Hin | 2 | | |
| | Pae+Aba | 9 | Pae+Aba+Sma | 3 | | |
| | Pae+Hin | 9 | Sau+Aba+Hin | 1 | | |
| | Pae+Mtb | 1 | Sau+Aba+Sma | 1 | | |
| | Pae+Sma | 20 | Sau+Eco+Hin | 2 | | |
| | Sma+Hin | 2 | Sau+Eco+Kpn | 2 | | |
| | Sau+Aba | 9 | Sau+Kpn+Aba | 3 | | |
| | Sau+Eco | 3 | Sau+Kpn+Hin | 6 | | |
| | Sau+Hin | 14 | Sau+Kpn+Pae | 8 | | |
| | Sau+Kpn | 14 | Sau+Pae+Aba | 5 | | |
| | Sau+Pae | 16 | Sau+Pae+Hin | 1 | | |
| | Sau+Sma | 7 | Sau+Pae+Sma | 2 | | |
| | Spn+Aba | 1 | Spn+Kpn+Hin | 6 | | |
| | Spn+Eco | 1 | Spn+Kpn+Mpn | 1 | | |
| | Spn+Hin | 19 | Spn+Kpn+Pae | 3 | | |
| | Spn+Kpn | 8 | Spn+Pae+Hin | 1 | | |
| | Spn+Pae | 4 | Spn+Sma+Hin | 1 | | |
| | Spn+Sau | 1 | Spn+Sau+Aba | 1 | | |
| | | | Spn+Sau+Hin | 5 | | |
| | | | Spn+Sau+Pae | 1 | | |
Table 3: Single-pathogen detection and multiple-pathogen detection patterns. Of 4,010 patients, 1,474 (36.76%) were positive for at least one pathogen. Single-pathogen detection was defined as the detection of only one target pathogen; multiple-pathogen detection was defined as the detection of two or more target pathogens. Abbreviations: Spn = Streptococcus pneumoniae; Sau = Staphylococcus aureus; Eco = Escherichia coli; Kpn = Klebsiella pneumoniae; Pae = Pseudomonas aeruginosa; Aba = Acinetobacter baumannii; Sma = Stenotrophomonas maltophilia; Hin = Haemophilus influenzae; Mtb = Mycobacterium tuberculosis complex; Mpn = Mycoplasma pneumoniae.