| Literature DB >> 32073224 |
M Martin-Fernandez1,2, L M Vaquero-Roncero3, R Almansa1,2,4, E Gómez-Sánchez5, S Martín6, E Tamayo5, M C Esteban-Velasco7, P Ruiz-Granado5, M Aragón5, D Calvo8, J Rico-Feijoo6, A Ortega1,2, E Gómez-Pesquera5, M Lorenzo-López5, J López7, C Doncel1,2, C González-Sanchez7, D Álvarez3, E Zarca8, A Ríos-Llorente3, A Diaz-Alvarez3, E Sanchez-Barrado3, D Andaluz-Ojeda9, J M Calvo-Vecino3, L Muñoz-Bellvís7,10, J I Gomez-Herreras5, C Abad-Molina11, J F Bermejo-Martin1,2,4, C Aldecoa6, M Heredia-Rodríguez3.
Abstract
BACKGROUND: Stratification of the severity of infection is currently based on the Sequential Organ Failure Assessment (SOFA) score, which is difficult to calculate outside the ICU. Biomarkers could help to stratify the severity of infection in surgical patients.Entities:
Mesh:
Substances:
Year: 2020 PMID: 32073224 PMCID: PMC7260414 DOI: 10.1002/bjs5.50265
Source DB: PubMed Journal: BJS Open ISSN: 2474-9842
Clinical characteristics of the patients
| Infection ( | Sepsis ( | Septic shock ( |
|
|
| |
|---|---|---|---|---|---|---|
|
| 57·0 (39·25–70·50) | 73·0 (59–80) | 74·0 (68–78·5) | < 0·001 | < 0·001 | 1·000 |
|
| 60 (60·0) | 62 (65) | 31 (54) | 0·448 | 0·493 | 0·183 |
|
| ||||||
| Chronic cardiovascular disease | 13 (13·0) | 28 (29) | 21 (37) | 0·005 | < 0·001 | 0·347 |
| Chronic respiratory disease | 2 (2) | 13 (14) | 6 (11) | 0·003 | 0·022 | 0·569 |
| High BP | 30 (30·0) | 47 (49) | 34 (60) | 0·009 | < 0·001 | 0·223 |
| Chronic renal failure | 2 (2·0) | 9 (9) | 7 (12) | 0·024 | 0·004 | 0·388 |
| Chronic hepatic failure | 4 (4·0) | 2 (2) | 1 (2) | 0·422 | 0·423 | 0·880 |
| Diabetes mellitus | 14 (14·0) | 20 (21) | 17 (30) | 0·194 | 0·017 | 0·222 |
| Cancer | 13 (13·0) | 18 (19) | 13 (23) | 0·256 | 0·112 | 0·568 |
| Immunosuppression | 5 (5·0) | 13 (14) | 6 (11) | 0·037 | 0·205 | 0·553 |
|
| ||||||
| Urgent | 70 (70·0) | 74 (78) | 41 (72) | 0·210 | 0·798 | 0·407 |
| Abdominal | 65 (65·0) | 54 (57) | 24 (42) | 0·243 | 0·005 | 0·078 |
| Cardiothoracic | 0 (0) | 14 (15) | 14 (25) | < 0·001 | < 0·001 | 0·130 |
| Vascular | 1 (1·0) | 3 (3) | 1 (2) | 0·288 | 0·685 | 0·601 |
| Urological/renal | 0 (0) | 0 (0) | 1 (2) |
| 0·184 | 0·195 |
| Other | 13 (13·0) | 4 (4) | 4 (7) | 0·030 | 0·246 | 0·453 |
|
| ||||||
| Length of hospital stay (days) | 5 (2–12) | 15 (8–29·5) | 31 (18·50–48·75) | < 0·001 | < 0·001 | < 0·001 |
| Length of ICU stay (days) | 0·5 (0–2) | 3 (1–6·75) | 7 (3–13) | < 0·001 | < 0·001 | 0·001 |
| Hospital mortality | 0 (0) | 7 (7) | 22 (39) | 0·006 | < 0·001 | < 0·001 |
|
| ||||||
| Respiratory tract | 4 (4·0) | 15 (16) | 14 (25) | 0·006 | < 0·001 | 0·183 |
| Abdomen | 67 (67·0) | 48 (51) | 19 (33) | 0·019 | < 0·001 | 0·039 |
| Urinary tract | 0 (0) | 4 (4) | 6 (11) | 0·038 | 0·001 | 0·128 |
| Surgical site | 12 (12·0) | 16 (17) | 13 (23) | 0·335 | 0·075 | 0·365 |
| Bacteraemia | 0 (0) | 6·30 (6) | 12 (21) | 0·011 | < 0·001 | 0·006 |
| Other | 13 (13·0) | 16 (17) | 4 (7) | 0·451 | 0·246 | 0·083 |
|
| ||||||
| Positive culture | 29 (29·0) | 54 (57) | 43 (75) | < 0·001 | < 0·001 | 0·021 |
| Gram‐positive | 13 (13·0) | 29 (31) | 21 (37) | 0·003 | < 0·001 | 0·422 |
| Gram‐negative | 23 (23·0) | 31 (33) | 34 (60) | 0·133 | < 0·001 | 0·001 |
| Fungal | 4 (4·0) | 8 (8) | 8 (14) | 0·199 | 0·023 | 0·275 |
|
| ||||||
| SOFA score | 0 (0–1) | 6 (3–8) | 9 (7–11) | < 0·001 | < 0·001 | < 0·001 |
| Total bilirubin (mg/dl) | 0·70 (0·4–1·03) | 0·70 (0·43–1·78) | 1·00 (0·56–1·89) | 1·000 | 0·013 | 0·072 |
| Glucose level (mg/dl) | 118 (105–140) | 158 (117·5–184) | 163 (128–232·50) | < 0·001 | < 0·001 | 1·000 |
| Sodium level (mmol/l) | 139·00 (136–141·25) | 138·00 (135–141·25) | 129·00 (134–142) | 0·008 | < 0·001 | 0·001 |
| Potassium level (mmol/l) | 3·90 (3–4·10) | 4·00 (3·50–4·20) | 3·85 (3–4·12) |
|
|
|
| Platelet count (cells/mm3) | 221 500 (186 250–299 250) | 184 000 (105 250–276 000) | 123 000 (88 500–258 000) | 0·023 | 0·001 | 0·794 |
| INR | 1·15 (1·03–1·26) | 1·27 (1·16–1·35) | 1·44 (1·27–1·81) | 0·002 | < 0·001 | < 0·001 |
| Albumin (mg/dl) | 3480 (2737·5–4135) | 2445 (2132·50–3130) | 2340 (1837·5–2752·5) | < 0·001 | < 0·001 | 1·000 |
| Lactate (mmol/l) | 1·50 (1·06–1·85) | 1·50 (1·23–2) | 3·55 (2·46–5·19) | 1·000 | < 0·001 | < 0·001 |
| White blood cell count (cells/mm3) | 13 070 (9187·5–16 347·5) | 14 050 (9410–18 290) | 14 550 (7525–19 880) |
|
|
|
| Lymphocytes (cells/mm3) | 1383·50 (911·50–1806·36) | 940 (600·10–1453·86) | 592 (410·08–1103·39) | 0·021 | < 0·001 | 0·004 |
| Monocytes (cells/mm3) | 795·52 (466·07–1099) | 632 (345–962) | 411·25 (245–791·56) | 0·049 | 0·002 | 0·196 |
| Neutrophils (cells/mm3) | 10 144 (6327·70–13 864·48) | 12 100 (7857–15 195) | 12 240 (5647·50–18 177·50) | 0·091 | 0·199 | 1·000 |
| Eosinophils (cells/mm3) | 43 (12·50–117·41) | 19 (0–57·52) | 10·92 (0–47·53) |
|
|
|
| Basophils (cells/mm3) | 33·60 (18–59·73) | 26·90 (11·76–54·80) | 20 (10·54–49·92) | 0·827 | 0·042 | 0·196 |
Values in parentheses are percentages unless indicated otherwise;
values are median (i.q.r.). SOFA, Sequential Organ Failure Score; INR, international normalized ratio.
χ2 test, except
Kruskal–Wallis test;
absence of P value for χ2 or Kruskal–Wallis test, as appropriate.
Figure 1Levels of endothelial dysfunction and neutrophil degranulation biomarkers in healthy control, infection, sepsis and septic shock groups Biomarkers of
Figure 2Levels of emergency granulopoiesis and acute‐phase response biomarkers in healthy control, infection, sepsis and septic shock groups Biomarkers of
Multivariable analysis for risk of sepsis versus infection
| Biomarker | Indicator for | Odds ratio |
| Benjamini–Hochberg |
|---|---|---|---|---|
| Mid‐regional proadrenomedullin (nmol/l) | ED | 11·53 (4·15, 32·08) | < 0·001 | 0·006 |
| Syndecan 1 (pg/ml) | ED | 9·48 (2·86, 31·38) | < 0·001 | 0·006 |
| Thrombomodulin (pg/ml) | ED | 4·14 (1·28, 13·39) | 0·018 | 0·040 |
| Angiopoietin 2 (pg/ml) | ED | 3·70 (1·80, 7·59) | < 0·001 | 0·006 |
| Endothelial cell‐specific molecule 1 (pg/ml) | ED | 3·58 (1·45, 8·83) | 0·006 | 0·022 |
| Vascular cell adhesion molecule 1 (pg/ml) | ED | 2·72 (1·10, 6·76) | 0·031 | 0·047 |
| E‐selectin (pg/ml) | ED | 2·32 (1·12, 4·81) | 0·023 | 0·041 |
| Lipocalin 2 (pg/ml) | ND | 2·27 (1·16, 4·44) | 0·016 | 0·040 |
| MMP8 (pg/ml) | ND | 1·90 (1·23, 2·96) | 0·004 | 0·016 |
| Procalcitonin (ng/ml) | AR | 1·83 (1·41, 2·37) | < 0·001 | 0·006 |
| Chitinase 1 ( | EG | 1·81 (1·24, 2·64) | 0·002 | 0·009 |
| Stomatin ( | EG | 1·68 (1·09, 2·60) | 0·020 | 0·040 |
| MMP9 ( | EG | 1·67 (1·14, 2·44) | 0·008 | 0·026 |
| Interleukin‐1 receptor type 2 ( | EG | 1·64 (1·12, 2·42) | 0·011 | 0·006 |
| MMP8 ( | EG | 1·64 (1·23, 2·19) | 0·001 | 0·033 |
| Lipocalin 2 ( | EG | 1·62 (1·23, 2·15) | 0·001 | 0·006 |
| Transcobalamin 1 ( | EG | 1·56 (1·07, 2·27) | 0·021 | 0·040 |
| Lactoferrin ( | EG | 1·55 (1·16, 2·06) | 0·002 | 0·009 |
| Bactericidal/permeability‐increasing protein ( | EG | 1·52 (1·07, 2·17) | 0·020 | 0·040 |
| CD24 ( | EG | 1·51 (1·05, 2·17) | 0·026 | 0·043 |
| C‐reactive protein (mg/l) | AR | 1·51 (1·05, 2·18) | 0·028 | 0·044 |
| MMP25 ( | EG | 1·46 (1·05, 2·05) | 0·026 | 0·043 |
| CD177 ( | EG | 1·31 (1·05, 1·65) | 0·020 | 0·040 |
| Olfactomedin 4 ( | EG | 1·28 (1·05, 1·55) | 0·012 | 0·033 |
Values in parentheses are 95 per cent confidence intervals.
Biomarker values correspond to napierian logarithms. Variables adjusted for gene expression biomarkers were age, cardiovascular disease, immunosuppression, high BP, chronic respiratory disease, chronic renal disease, abdominal surgery, other surgery, respiratory source of infection and abdominal source of infection; variables adjusted for protein biomarkers were age, immunosuppression, high BP, chronic respiratory disease, chronic renal disease, urgent surgery, abdominal surgery, other surgery, respiratory source of infection and abdominal source of infection (Table , supporting information). ED, endothelial dysfunction; ND, neutrophil degranulation; MMP, matrix metalloproteinase; AR, acute‐phase response; EG, emergency granulopoiesis; CD, cluster of differentiation.
Multivariable analysis for risk of septic shock versus sepsis
| Biomarker | Indicator for | Odds ratio |
| Benjamini–Hochberg |
|---|---|---|---|---|
| Proteinase 3 (pg/ml) | ND | 8·09 (1·34, 48·91) | 0·023 | 0·028 |
| Lipocalin 2 (pg/ml) | ND | 6·62 (2·47, 17·77) | < 0·001 | 0·002 |
| Syndecan 1 (pg/ml) | ED | 6·10 (1·77, 21·06) | 0·004 | 0·006 |
| Mid‐regional proadrenomedullin (nmol/l) | ED | 4·58 (1·99, 10·58) | < 0·001 | 0·002 |
| Thrombomodulin (pg/ml) | ED | 4·52 (1·42, 14·34) | 0·011 | 0·014 |
| Interleukin‐18 receptor type 1 ( | ND | 4·22 (2·26, 7·85) | < 0·001 | 0·002 |
| Stomatin ( | EG | 3·74 (1·87, 7·45) | < 0·001 | 0·002 |
| Interleukin‐1 receptor type 2 ( | EG | 3·72 (2·10, 6·58) | < 0·001 | 0·002 |
| Angiopoietin 2 (pg/ml) | ED | 3·02 (1·29, 7·10) | 0·011 | 0·014 |
| MMP8 (pg/ml) | ND | 2·97 (1·55, 5·67) | 0·001 | 0·002 |
| MMP9 ( | EG | 2·67 (1·55, 4·59) | < 0·001 | 0·002 |
| Lipocalin 2 ( | EG | 2·45 (1·71, 3·50) | < 0·001 | 0·002 |
| MMP8 ( | EG | 2·43 (1·74, 3·38) | < 0·001 | 0·002 |
| Transcobalamin 1 ( | EG | 2·36 (1·62, 3·44) | < 0·001 | 0·002 |
| Lactoferrin (pg/ml) | ND | 2·30 (1·38, 3·84) | 0·001 | 0·002 |
| Myeloperoxidase (pg/ml) | ND | 2·26 (1·20, 4·25) | 0·011 | 0·014 |
| Lactoferrin ( | EG | 2·24 (1·59, 3·15) | < 0·001 | 0·002 |
| Bactericidal/permeability‐increasing protein ( | EG | 2·23 (1·49, 3·36) | < 0·001 | 0·002 |
| CD24 ( | EG | 2·15 (1·47, 3·16) | < 0·001 | 0·002 |
| Chitinase 1 ( | EG | 2·01 (1·42, 2·83) | < 0·001 | 0·002 |
| CD177 ( | EG | 1·97 (1·30, 2·99) | 0·001 | 0·002 |
| Olfactomedin 4 ( | EG | 1·85 (1·42, 2·40) | < 0·001 | 0·002 |
| Carcinoembryonic antigen‐related cell adhesion molecule 8 ( | EG | 1·78 (1·31, 2·41) | < 0·001 | 0·002 |
| Procalcitonin (ng/ml) | AR | 1·73 (1·31, 2·29) | < 0·001 | 0·002 |
| Myeloperoxidase ( | EG | 1·36 (1·02, 1·81) | 0·038 | 0·044 |
Values in parentheses are 95 per cent confidence intervals.
Biomarker values correspond to napierian logarithms. Variables adjusted for gene expression biomarkers were age, abdominal surgery, abdominal source of infection, bacteraemia, other sources of infection, presence of Gram‐negative organisms and presence of polymicrobial infection; variables adjusted for protein biomarkers were surgical‐site source of infection, bacteraemia, presence of Gram‐negative organisms, and presence of polymicrobial infection (Table , supporting information). ND, neutrophil degranulation; ED, endothelial dysfunction; EG, emergency granulopoiesis; MMP, matrix metalloproteinase; CD, cluster of differentiation; AR, acute‐phase response.
Figure 3Area‐under‐the‐curve analysis evaluating the accuracy of two biomarkers in differentiating sepsis from infection or from septic shock