Royal Victoria InfirmaryQueen Victoria Road Newcastle upon Tyne, NE2 4HH United Kingdom Beale R Department of Adult Critical Care Guy’s and St Thomas’ NHS Foundation Trust St Thomas’ Hos
Trang 2Yearbook of Intensive Care
Edited by J.-L Vincent
Trang 3of Intensive Care and Emergency
Edited by J.-L Vincent
With 172 Figures and 96 Tables
Trang 4Head, Department of Intensive Care
Erasme Hospital, Universit´e libre de Bruxelles
Route de Lennik 808, B-1070 Brussels, Belgium
ISBN 978-3-540-92275-9 Springer-Verlag Berlin Heidelberg New YorkISSN 0942-5381
This work is subject to copyright All rights are reserved, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustra- tions, recitation, broadcasting, reproduction on microfilm or in any other way, and storage
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Springer is a part of Springer Science+Business Media
publica-Product liability: The publishers cannot guarantee the accuracy of any information about the application of operative techniques and medications contained in this book In every individual case the user must check such information by consulting the relevant literature Typesetting: FotoSatz Pfeifer GmbH, D-82166 Gräfelfing
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21/3150 – 5 4 3 2 1 0 – Printed on acid-free paper
Trang 5Table of Contents
I Genomics and Proteomics
Rethinking Sepsis: New Insights from Gene Expression Profiling Studies
B.M Tang, S.J Huang, and A.S McLean 3Mitochondrial Genetics and Sepsis
A Pyle, P Chinnery, and S Baudouin 14Lung Proteomics in Intensive Care
E Kipnisand K Hansen 23
II Inflammatory Response
The Host Response to Sepsis
T.J Hommes, W.J Wiersinga, and T van der Poll 39Endotoxin Tolerance: Mechanisms and Clinical Applicability
A Draisma, J.G van der Hoeven, and P Pickkers 51Oxidative Stress and Endothelial Dysfunction during Sepsis
O Huet, A Harrois, and J Duranteau 59Measurement of Carbon Monoxide: From Bench to Bedside
F Corr ˆea, F.E Nacul, and Y Sakr 65Monitoring Immune Dysfunction in Septic Patients: Toward Tailored Immunotherapy
F Venet, A Lepape, and G Monneret 81
III Current and Future Management of Sepsis
Source Control in the ICU
J.J De Waele, M.M.L.G Malbrain, and I.E De laet 93IgM-enriched Immunoglobulins in Sepsis
F Esenand S Tugrul 102Clarithromycin: A Promising Immunomodulator in Sepsis
E.J Giamarellos-Bourboulis 111High-flow Hemofiltration as an Adjunctive Therapy in Sepsis
P.M Honor ´e, O Joannes-Boyau, and W Boer 119Economic and Social Burden of Severe Sepsis
E Silvaand D.V Araujo 129
Trang 6IV Proposed Targets for New Therapies
Lymphocyte Apoptosis in Sepsis and Potential Anti-apoptotic Strategies
S Weber, B Baessler, and S Schroeder 141The Pivotal Role of Beta-adrenoreceptors in Critical Illness PathophysiologyG.L Acklandand A.J Patterson 151Non-septic Acute Lung Injury and Inflammation: Role of TLR4
E Lorne, H Dupont, and E Abraham 162Hydrogen Sulfide: A Metabolic Modulator and a Protective Agent in AnimalModels of Reperfusion Injury
C Szab ´o, P Asfar, and P Radermacher 171
V Septic Shock
‘Myocardial Depression’ or ‘Septic Cardiomyopathy’
K Werdan, A Oelke, and U Müller-Werdan 183Determinants of Tissue PCO2in Shock and Sepsis: Relationship to the
C Hartog, F.M Brunkhorst, and K Reinhart 233Impact of Hydroxethyl Starch on Renal Function
G Marx, L Hüter, and T Schuerholz 243Rational Approach to Fluid Therapy in Acute Diabetic Ketoacidosis
J Ocholaand B Venkatesh 254
VII Hemodynamic Support
Cardiac Filling Volumes and Pressures in Assessing Preload Responsivenessduring Fluid Challenges
R.-M.B.G.E Breukers, R.J Trof, and A.B.J Groeneveld 265Update on Preload Indexes: More Volume than Pressure
G Della Rocca, M.G Costa, and L Spagnesi 275Monitoring Arterial Blood Pressure and Cardiac Output using Central or
Peripheral Arterial Pressure Waveforms
J Smith, L Camporota, and R Beale 285Intrathoracic Pressure Regulation for the Treatment of Hypotension
I Cinel, A Metzger, and R.P Dellinger 297Functional Hemodynamic Monitoring: A Personal Perspective
M.R Pinsky 306
Trang 7VIII Airway Management
Endotracheal Intubation in the ICU
S Jaber, B Jung, and G Chanques 313Pediatric Advanced Airway Management Training for Non-anesthesia Residents
A Nishisaki, V.M Nadkarni, and R.A Berg 322Automatic Tube Compensation in the Weaning Process
J Cohen, M Shapiro, and P Singer 332
IX Mechanical Ventilation
Extracorporeal Membrane Oxygenation for Cardiac and Pulmonary Indications:
Improving Patient Safety
R Kopp, S Leonhardt, and S Kowalewski 341Patient-ventilator Interaction during Non-invasive Ventilation
P Jolliet, D Tassaux, and L Vignaux 350Variable Mechanical Ventilation: Breaking the Monotony
M Gama de Abreu, P.M Spieth, and P Pelosi 359Life-threatening Asthma: Focus on Lung Protection
H Quiroz Mart´ınezand N.D Ferguson 372
X Respiratory Monitoring
Bedside Monitoring of Diaphragm Electrical Activity during Mechanical Ventilation
C Sinderby, L Brander, and J Beck 385Electrical Impedance Tomography
E.L.V Costa, R Gonzalez Lima, and M.B.P Amato 394Regional Ventilation Delay Index: Detection of Tidal Recruitment using
Electrical Impedance Tomography
T Muders, H Leupschen, and C Putensen 405Different Approaches to the Analysis of Volumetric Capnography
F Suarez Sipmann, S.H Böhm, and G Tusman 413Variation in Extravascular Lung Water in ALI/ARDS Patients using Open
Trang 8Post-pneumonectomy Pulmonary Edema
D Cook, E Powell, and F Gao-Smith 473The Role of Phenylephrine in Perioperative Medicine
C Ertmer, A Morelli, and M Westphal 483Role of the Calcium Sensitizer, Levosimendan, in Perioperative Intensive
Care Medicine
S Rehberg, P Enkhbaatar, and D.L Traber 498Inhaled Nitric Oxide Therapy in Adult Cardiac Surgery
B.C Creagh-Brownand T.W Evans 511
XII Cardiac Function
Use of Natriuretic Peptides in the Emergency Department and the ICU
T Reichlin, M Noveanu, and C Mueller 523Abnormalities of the ST Segment
D Gallo, J.M Pines, and W Brady 531Functional Mitral Regurgitation in the Critically Ill
J Poelaert 543
XIII Cardiopulmonary Resuscitation
Feedback to Improve the Quality of CPR
J Yeung, J Soar, and G.D Perkins 555The Post-cardiac Arrest Syndrome
J.P Nolanand R.W Neumar 565Use of a Standardized Treatment Protocol for Post-cardiac Resuscitation CareM.A Kuiper, P.E Spronk, and M.J Schultz 575Therapeutic Hypothermia after Cardiac Arrest
G Ristagnoand W Tang 589
XIV Renal Function
Biomarkers of Acute Kidney Injury in Critical Illness
F Adamsand B Venkatesh 603The Role of Biomarkers in Cardiac Surgery-associated Acute Kidney Injury
A Shaw, M Stafford-Smith, and M Swaminathan 612Neutrophil Gelatinase-associated Lipocalin: An Emerging Biomarker for
E Levesqueand F Saliba 646
Trang 9Acute-on-chronic Liver Failure in Cirrhosis: Defining and Managing Organ
Dysfunction
D Shawcrossand J Wendon 658
XVI Nutrition
The Curse of Overfeeding and the Blight of Underfeeding
N.-H.W Lohand R.D Griffiths 675Enteral Feeding during Circulatory Failure: Myths and Reality
M.M Bergerand R.L Chiolero 683Enteral Nutrition with Anti-inflammatory Lipids in ALI/ARDS
A Pontes-Arrudaand S.J DeMichele 695Glutamine Supplementation in ICU Patients
A Berg, O Rooyackers, and J Wernerman 705
XVII Glucose Control
Burn Causes Prolonged Insulin Resistance and Hyperglycemia
G.G Gauglitzand M.G Jeschke 719Glucose Variability in Critically Ill Patients
N.A Ali, J.S Krinsley, and J.-C Preiser 728
XVIII Adrenal Function
Corticosteroid Biology in Critical Illness: Modulatory Mechanisms and Clinical
M Levi 769
XX Neurological Aspects
The Role of Imaging in Acute Brain Injury
R.D Stevens, A Pustavoitau, and P van Zijl 783Monitoring and Managing Raised Intracranial Pressure after Traumatic
Brain Injury
M Smith 801Sepsis-associated Encephalopathy
S Siami, A Polito, and T Sharshar 809
Trang 10XXI Malignancies
Acute Tumor Lysis Syndrome: Diagnosis and Management
M Darmon, M Roumier, and E Azoulay 819Life-threatening Neurological Complications in Patients with Malignancies
S Legrieland E Azoulay 828Should We Admit Critically Ill Cancer Patients to the ICU?
D.D Benoit, P.O Depuydt, and J.M Decruyenaere 845
XXII Drug Dosing
Optimizing Drug Dosing in the ICU
X Liu, P Kruger, and M.S Roberts 859Relevant CYP450-mediated Drug Interactions in the ICU
I Sprietand W Meersseman 870
XXIII Sedation and Analgesia
Sedation and Pain Management in the ICU
M.A Mirskiand J.J Lewin III 881The Role of Dexmedetomidine in Intensive Care
R Rahman West, A Rhodes, and R.M Grounds 906Monitoring Delirium in the ICU
M Seeling, A Heymann, and C Spies 915
XXIV ICU Management
Intensive Care for the Elderly: Current and Future Concerns
H Wunsch, A.T Jones, and D.C Scales 935ICU Performance: Managing with Balanced Scorecards
K Shukriand F.S.M Ali 944
XXV End-of-Life Issues
Towards a Neuro-scientific Explanation of Near-death Experiences?
A Vanhaudenhuyse, M Thonnard, and S Laureys 961Managing Conflict at the End-of-Life
K Hillmanand J Chen 969Strengths and Weaknesses of Substitute Decision Making in the ICU
A Lautrette, E Azoulay, and B Souweine 979
Subject Index 989
Trang 11List of Contributors
Abdel-Razeq SS
Section of Trauma, Surgical Critical
Care, and Surgical Emergencies
Yale University School of Medicine
Department of Intensive Care
Princess Alexandra Hospital
and Critical Care
Hospital Clinico Universitario de
PO Box 15215Dammam 31444Saudi ArabiaAli NADivision of Pulmonary, Allergy,Critical Care, and Sleep MedicineDepartment of Internal Medicine201G DHLRI
Columbus, OH 43210USA
Amato MBPRespiratory Intensive Care UnitUniversity of Sao Paulo School ofMedicine
Av Dr Arnaldo 45501246–903 Sao Paulo, SPBrazil
Araujo DVDepartment of Internal MedicineMedical Sciences School
Universidade do Estado do Rio deJaneiro
Rio de JaneiroBrazil
Asfar PDepartment of Intensive Careand Hyperbaric MedicineCentre Hospitalo-UniversitaireRue Dominique Larrrey
49933 AngersFrance
Trang 12Royal Victoria Infirmary
Queen Victoria Road
Newcastle upon Tyne, NE2 4HH
United Kingdom
Beale R
Department of Adult Critical Care
Guy’s and St Thomas’ NHS Foundation
Trust
St Thomas’ Hospital, 1stFloor East Wing
Westminster Bridge Road
London, SE1 7EH
and Critical Care
Hospital Clinico Universitario de
Department of Intensive Care
Ghent University Hospital
De Pintelaan 185
9000 Ghent
Belgium
Berg ADepartment of Anesthesia andIntensive Care
Karolinska InstituteHuddinge University
14186 StockholmSweden
Berg RADepartment of Anesthesiologyand Critical Care
The Children’s Hospital of Philadelphia
34thStreet and Civic Center BoulevardPhiladelphia, PA 19104
USABerger MMDepartment of Adult Intensive Careand Burns
Centre Hospitalier UniversitaireVaudois
Rue du Bugnon 47
1011 LausanneSwitzerlandBoer WDepartment of NephrologyAtrium Medical Center
6410 CX HeerlenNetherlandsBöhm SHCSEM Nanomedicine DivisionResearch Centre for NanomedicineSchulstrasse 1
7302 LandquartSwitzerlandBrady WDepartment of Emergency MedicineUniversity of Virginia Health System
1215 Lee StreetCharlottesville, VA 22908–0699USA
Brander LDepartment of Intensive CareUniversity Hospital Inselspital
30110 BernSwitzerland
Trang 13Breukers RMBGE
Department of Intensive Care
VU University Medical Center
Department of Adult Critical Care
Guy’s and St Thomas’ NHS Foundation
Trust
St Thomas’ Hospital, 1stFloor East Wing
Westminster Bridge Road
London, SE1 7EH
United Kingdom
Chanques G
Intensive Care Unit, Department of
Anesthesiology (DAR B)
CHU, Hˆopital Saint Eloi
80 avenue Augustin Fiche
Mitochondrial Research Group
Institute of Ageing and Health
Newcastle University
Newcastle upon Tyne, NE2 4HH
United Kingdom
Chiolero RLDepartment of Adult Intensive Careand Burns
Centre Hospitalier UniversitaireVaudois
Rue du Bugnon 47
1011 LausanneSwitzerlandCinel IDepartment of Critical CareCooper University HospitalOne Cooper Plaza
Dorrance Building, Suite 393Camden, NJ 08103
USACohen JGeneral Intensive Care UnitRabin Medical CenterCampus BeilinsonPetah Tikva 49100Israel
Cook DDepartment of Anesthesia, CriticalCare and Pain
Birmingham Heartlands HospitalBordesley Green East
Birmingham, B9 5SSUnited KingdomCorr ˆea FDepartment of Anesthesiologyand Intensive Care
Friedrich-Schiller UniversityErlanger Allee 103
07743 JenaGermanyCosta ELVRespiratory Intensive Care UnitUniversity of Sao Paulo School
of Medicine
Av Dr Arnaldo 45501246–903 Sao Paulo, SPBrazil
Trang 14Department of Critical Care
Royal Brompton Hospital
Department of Intensive Care
Ghent University Hospital
One Cooper PlazaDorrance Building, Suite 393Camden, NJ 08103
USADeMichele SJStrategic and International R & DAbbott Nutrition
3300 Stelzer RoadColumbus, OH 43219USA
Depuydt PODepartment of Intensive CareGhent University Hospital
De Pintelaan 185
9000 GhentBelgiumDevarajan PDepartment of Nephrology andHypertension
Cincinnati Children’s Hospital MedicalCenter
University of Cincinnati
3333 Burnet AvenueCincinnati, OH 45229–3039USA
De Waele JJSurgical Intensive Care UnitGhent University Hospital
De Pintelaan 185
9000 GhentBelgiumDraisma ADepartment of Intensive CareRadboud University Nijmegen MedicalCenter
PO Box 9101
6500 HB NijmegenNetherlandsDubin AUnit of Applied PharmacologyFaculty of Medical Science
La Plata National University
1900 La Plata, Buenos AiresArgentina
Trang 15Dupont H
Department of Anesthesiology
and Intensive Care
Centre Hospitalier Universitaire
78 rue du G´en´eral Leclerc
94275 Le Kremlin Bicˆetre Cedex
France
Edul VSK
Unit of Applied Pharmacology
Faculty of Medical Science
La Plata National University
1900 La Plata, Buenos Aires
and Intensive Care
University Hosptial of Münster
and Intensive Care
Medical Faculty of Istanbul
London, SW3 6NPUnited KingdomFerguson NDToronto Western Hospital
399 Bathurst Street, 2MCL-411MToronto, ON M5T 2S8
CanadaFerrando CDepartment of Anesthesiologyand Critical Care
Hospital Clinico Universitario deValencia
Avenida Blasco Ibanez 17
46010 ValenciaSpain
Gabriella CDepartment of Anesthesia andIntensive Care
Azienda Ospedaliero-Universitaria S.M.della Misericordia
P.le S M Misericordia 15
33100 UdineItalyGallo DDepartment of Emergency MedicineUniversity of Virginia Health System
1215 Lee StreetCharlottesville, VA 22908–0699USA
Gama de Abreu MDepartment of Anesthesiologyand Intensive Care
University Hospital Carl Gustav CarusFetscherstr 74
01307 DresdenGermanyGao-Smith FDepartment of Anesthesia, CriticalCare and Pain
Birmingham Heartlands HospitalBordesley Green East
Birmingham, B9 5SSUnited Kingdom
Trang 164thDepartment of Internal Medicine
Attikon University Hospital
University of Sao Paulo
Av Prof Melo Moraes 2231
and Critical Care
Hadassah Hebrew University Medical
Department of Intensive Care
VU University Medical Center
De Boelelaan 1117
1081 HV Amsterdam
Netherlands
Grounds RMDepartment of Anesthesiologyand Intensive Care
Friedrich-Schiller-UniversityErlanger Allee 101
07743 JenaGermanyHansen KCancer Center Proteomics CoreUniversity of Colorado DenverUCD Anschutz Medical Campus, RC-1South, L18–1303
PO Box 6511, Campus Box 8119Aurora, CO 80045
USAHarrois ADepartment of Anesthesia and SurgicalIntensive Care
CHU de Bicˆetre
78 rue du G´en´eral Leclerc
94275 Le Kremlin Bicˆetre CedexFrance
Hartog CDepartment of Anesthesiologyand Intensive Care
Friedrich-Schiller UniversityErlanger Allee 101
07743 JenaGermanyHeymann ADepartment of Anesthesiology andIntensive Care
Campus Charit´e Mitte und CampusVirchow-Klinikum
Charit´e-Universitätsmedizin BerlinAugustenburger Platz 1
13353 BerlinGermanyHillman KThe Simpson Center for Health SystemsResearch
Liverpool HospitalLocked Bag 7103Liverpool BC, NSW 1871Australia
Trang 17Department of Intensive Care
St-Pierre Para-Universitary Hospital
Avenue Reine Fabiola 9
1340 Louvain-la-Neuve
Belgium
Huang SJ
Department of Intensive Care
Nepean Clinical School
78 rue du G´en´eral Leclerc
94275 Le Kremlin Bicˆetre Cedex
Department of Translational Physiology
Academic Medical Center
CHU, Hˆopital Saint Eloi
80 avenue Augustin Fiche
34295 Montpellier Cedex 5
France
Jeschke MGGalveston Burns UnitShriners Hospitals for Children
815 Market StreetGalveston, TX 77550USA
Joannes-Boyau ODepartment of Anesthesia andIntensive Care II
University of Bordeaux II
33600 PessacFranceJolliet PDepartment of Intensive CareUniversity Hospital
1211 Geneva 14SwitzerlandJones ATDepartment of Intensive Care Medicine
St Thomas HospitalWestminster Bridge RoadLondon, SE17 EHUnited KingdomJung B
Intensive Care Unit, Department
of AnesthesiologyCHU, Hˆopital Saint Eloi
80 avenue Augustin Fiche
34295 Montpellier Cedex 5France
Kaplan LJSection of Trauma, Surgical CriticalCare, and Surgical EmergenciesYale University School of Medicine
330 Cedar Street, BB-310New Haven, CT 06520USA
Kipnis EDepartment of Surgical Intensive CareHˆopital Huriez
Centre Hospitalier R´egionalUniversitaire de Lille
1 rue Michel Polonovski
59037 LilleFrance
Trang 18Columbia University College
of Physicians and Surgeons
190 W Broad St
Stamford, CT 06902
USA
Kruger P
Intensive Care Unit
Princess Alexandra Hospital
Ipswich Road
Woolloongabba, Brisbane
Australia
Kuiper MA
Department of Intensive Care
Medical Center Leeuwarden
PO Box 888
8901 BR Leeuwarden
Netherlands
Laureys S
Coma Science Group
Cyclotron Research Centre
and Intensive Care
CHU Gabriel Montpied
58 rue Montalembert
63000 Clermont-Ferrand
France
Legriel SDepartment of Intensive CareHˆopital Andr´e Mignot
177 rue de Versaille
78150 Le ChesnayFrance
Leonhardt SPhilips Chair of Medical InformationTechnology
RWTH Aachen University
52074 AachenGermanyLepape AIntensive Care UnitCentre Hospitalier Lyon-SudChemin du Grand Revoyet
69495 Pierre-BeniteFrance
Levesque EDepartment of Intensive CareHˆopital Paul Brousse
12, Av Paul Vaillant Couturier
94800 VillejuifFranceLevi MDepartment of Medicine (F-4)Academic Medical CenterUniversity of AmsterdamMeibergdreef 9
1105 AZ AmsterdamNetherlands
Lewin III JJThe Johns Hopkins Medical Institutions
600 N Wolfe StreetCarnegie 180Baltimore, MD 21287–6180USA
Liu XTherapeutics Research UnitPrincess Alexandra HospitalIpswich Road
Woolloongabba, Brisbane, QLD 4102Australia
Trang 19Universit´e Jules Verne de Picardie
Centre Hospitalier Universitaire
Department of Intensive Care
Nepean Clinical School
Dorrance Building, Suite 393Camden, NJ 08103
USAMirski MADepartment of Anesthesiologyand Critical Care
69437 Lyon cedex 03France
Monnet XDepartment of Medical Intensive CareHˆopital de Bicˆetre
78 rue du G´en´eral Leclerc
94270 Le Kremlin-BicˆetreFrance
Morelli ADepartment of Anesthesiology andIntensive Care
University of Rome „La Sapienza”
Viale del Policlinico 155
00161 RomeItaly
Trang 20The Children’s Hospital of Philadelphia
34thStreet and Civic Center Boulevard
Philadelphia, PA 19104
USA
Neumar RW
Department of Emergency Medicine
University of Pennsylvania School
The Children’s Hospital of Philadelphia
34thStreet and Civic Center boulevardPhiladelphia, PA 19104
USANolan JPDepartment of Anesthesiology andIntensive Care
Royal United HospitalCombe Park
Bath, BA1 3NGUnited KingdomNoveanu MDepartment of MedicineUniversity HospitalPetersgraben 4
4031 BaselSwitzerlandOchola JDepartment of Intensive CarePrincess Alexandra Hospital
199 Ipswich RoadBrisbane, QLD 4102Australia
Oelke ADepartment of Medicine IIIUniversitätsklinikum HalleMartin-Luther-UniversityHalle-WittenbergErnst-Grube-Str 40
06097 Halle/SaaleGermany
Patterson AJDepartment of AnesthesiaStanford University Medical Center
300 Pasteur DriveStanford, CA 94305USA
Trang 21Department of Intensive Care
Radboud University Nijmegen Medical
General Intensive Care Unit
Raymond Poincar´e Teaching Hospital
Rua Ildefonso Albano 777/403Fortaleza, Ceara 60115–000Brazil
Powell EDepartment of Anesthesia, CriticalCare and Pain
Birmingham Heartlands HospitalBordesley Green East
Birmingham, B9 5SSUnited KingdomPreiser JCDepartment of Intensive CareCentre Hospitalier Universitaire deLi`ege
Domaine Universitaire Sart Tilman B35
4000 Li`ege 1BelgiumPustavoitau ADepartments of Anesthesiologyand Critical Care
Johns Hopkins HospitalMeyer 8–140, 600 N Wolfe StBaltimore, MD 21287
USAPutensen CDepartment of Anesthesiologyand Intensive Care
University of BonnSigmund Freud Strasse 25
53105 BonnGermanyPyle AMitochondrial Research GroupInstitute of Ageing and HealthNewcastle University
Newcastle upon Tyne, NE2 4HHUnited Kingdom
Quiroz Martinez HInterdepartmental Division
of Critical CareToronto Western Hospital
399 Bathurst Street, 2MCL-411MToronto, ON M5T 2S8
Canada
Trang 22Weil Institute of Critical Care Medicine
35100 Bob Hope Drive
Rancho Mirage, CA 92270
USA
Roberts MSIntensive Care UnitPrincess Alexandra HospitalIpswich Road
Woolloongabba, Brisbane, QLD 4102Australia
Robin EDepartment of Surgical intensive CareHˆopital Huriez
Centre Hospitalier R´egionalUniversitaire de Lille
1 rue Michel Polonovski
59037 LilleFranceRooyackers ODepartment of Anesthesia andIntensive Care
Karolinska InstituteHuddinge University
14186 StockholmSweden
Roumier MDepartment of Medical Intensive CareHˆopital Saint-Louis
1 Avenue Claude Vellefaux
75010 ParisFranceSakr YDepartment of Anesthesiologyand Intensive Care
Friedrich-Schiller UniversityErlanger Allee 103
07743 JenaGermanySaliba FHepatobiliary CenterHˆopital Paul Brousse
12, Av Paul Vaillant Couturier
94800 VillejuifFranceSamama CMDepartment of Anesthesiologyand Intensive Care
Hotel-Dieu University Hospital
1 Place du Parvis de Notre-Dame
75181 Paris Cedex 04France
Trang 23Scales DC
Department of Critical Care
Sunnybrook Health Sciences Centre
2075 Bayview Avenue, Room D108
Department of Intensive Care and
Laboratory of Experimental Intensive
Care and Anesthesiology
Academic Medical Center at the
and Intensive Care
Campus Charit´e Mitte und Campus
General Intensive Care Unit
Rabin Medical Center
Campus Beilinson
Petah Tikva 49100
Israel
Sharshar TGeneral Intensive Care UnitRaymond Poincar´e Teaching Hospital(AP-HP)
104 boulevard Raymond Poincar´e
92380 GarchesFranceShaw ADepartment of AnesthesiologyDuke University Medical CenterDurham, NC 27710
USAShawcross DDepartment of HepatologyKing’s College HospitalDenmark Hill
London, SE5 9RSUnited KingdomShukri KDepartment of Critical CareKing Fahad Specialist Hospital
PO Box 15215Dammam 31444Saudi ArabiaSiami SGeneral Intensive Care UnitRaymond Poincar´e Teaching Hospital(AP-HP)
104 Boulevard Raymond Poincar´e
92380 GarchesFranceSilva EIntensive Care UnitHospital Albert EinsteinSao Paulo, SP 05651–901Brazil
Sinderby CDepartment of Critical Care
St Michael’s Hospital
30 Bond StreetRoom 4–072, Queen WingToronto, ON M5B 1W8Canada
Trang 24Singer P
General Intensive Care Unit
Rabin Medical Center
Campus Beilinson
Petah Tikva 49100
Israel
Smith J
Department of Adult Critical Care
Guy’s and St Thomas’ NHS Foundation
Trust
St Thomas’ Hospital, 1stFloor East
Wing
Westminster Bridge Road
London, SE1 7EH
United Kingdom
Smith M
Department of Neuroanesthesia and
Neuroscience Critical Care
The National Hospital for Neurology
and Medical Intensive Care
CHU Gabriel Montpied
Campus Charit´e Mitte und CampusVirchow-Klinikum
Charit´e-Universitätsmedizin BerlinAugustenburger Platz 1
13353 BerlinGermanySpieth PMDepartment of Anesthesiology andIntensive Care
University Hospital Carl Gustav CarusFetscherstrasse 74
01307 DresdenGermanySpriet IPharmacy DepartmentUniversity HospitalHerestraat 49
3000 LeuvenBelgiumSpronk PEDepartment of Intensive CareGelre Hospitals (Lukas site),
PO Box 9014
7300 DS ApeldoornNetherlandsSprung CLGeneral Intensive Care UnitDepartment of Anesthesiology andCritical Care
Hadassah Hebrew University MedicalCenter
PO Box 12000Jerusalem, 91120Israel
Stafford-Smith MDepartment of AnesthesiologyDuke University Medical CenterErwin Road
Durham, NC 27710USA
Trang 25Department of Critical Care
Fundacion Jimenez Diaz-UTE
Avda de los Reyes Catolicos 2
Department of Intensive Care
Nepean Clinical School
University of Sydney
Sydney NSW 2750
Australia
Tang W
Weil Institute of Critical Care
35100 Bob Hope Drive
78 rue du G´en´eral Leclerc
94270 Le Kremlin-BicˆetreFrance
Thonnard MComa Science GroupCyclotron Research CentreUniversity of Li`egeSart-Tilman-B30
4000 Li`egeBelgiumTraber DLInvestigational Intensive Care UnitDepartment of AnesthesiologyThe University of Texas Medical Branch
301 University BlvdGalveston, TX 77555–0833USA
Trof RJDepartment of Intensive Care
VU University Medical Center
De Boelelaan 1117
1081 HV AmsterdamNetherlands
Tugrul SDepartment of Anesthesiology andIntensive Care
Medical Faculty of IstanbulUniversity of IstanbulCapa Klinikleri
34093 IstanbulTurkeyTusman GDepartment of AnesthesiologyHospital Privado de ComunidadCordoba 4545
7600 Mar del PlataArgentina
Vallet BDepartment of Surgical Intensive CareHˆopital Huriez
Centre Hospitalier R´egionalUniversitaire de Lille
1 rue Michel Polonovski
59037 LilleFrance
Trang 26van der Hoeven JG
Department of Intensive Care Medicine
Radboud University Nijmegen
Medical Center
PO Box 9101
6500 HB Nijmegen
Netherlands
Van der Poll T
Academic Medical Center
Coma Science Group
Cyclotron Research Centre
Department of Intensive Care
Princess Alexandra & Wesley Hospitals
University of BonnSigmund-Freud-Strasse 25
53105 BonnGermanyWeiss YGGeneral Intensive Care UnitDepartment of Anesthesiologyand Critical Care
Hadassah Hebrew UniversityMedical Center
PO Box 12000Jerusalem, 91120Israel
Wendon JLiver Intensive Care Unit and Institute
of Liver StudiesKing’s College HospitalDenmark Hill
London, SE5 9RSUnited KingdomWerdan KDepartment of Medicine IIIUniversitätsklinikum HalleMartin-Luther-UniversityHalle-WittenbergErnst-Grube-Str 40
06097 Halle/SaaleGermany
Wernerman JDepartment of Anesthesiaand Intensive Care K32Karolinska InstituteHuddinge University
14186 StockholmSweden
Westphal MDepartment of Anesthesiologyand Intensive Care
University Hosptial of MünsterAlbert-Schweitzer-Str 33
48149 MünsterGermany
Trang 27622 W 168thSt, PH5–505New York, NY 10032USA
Yeung JAcademic Department of Anesthesia,Critical Care and Pain
Heart of England NHS FoundationTrust
Bordesley Green EastBirmingham, B9 5SSUnited Kingdom
Trang 28Common Abbreviations
AKI Acute kidney injury
ALI Acute lung injury
APACHE Acute physiology and chronic health evaluationARDS Acute respiratory distress syndrome
CABG Coronary artery bypass graft
COPD Chronic obstructive pulmonary disease
CVP Central venous pressure
DIC Disseminated intravascular coagulopathyEEG Electroencephalogram
EKG Electrocardiogram
EVLW Extravascular lung water
FiO2 Inspired fraction of oxygen
FRC Functional residual capacity
HES Hydroxyethyl starch
HSP Heat shock protein
ICG Indocyanine green
ICP Intracranial pressure
ICU Intensive care unit
IL Interleukin
LPS Lipopolysaccharide
MAP Mean arterial pressure
MAPK Mitogen-activated protein kinase
MRI Magnetic resonance imaging
NF-κB Nuclear factor-kappa B
NO Nitric oxide
NOS Nitric oxide synthase
PAC Pulmonary artery catheter
PAOP Pulmonary artery occlusion pressure
PEEP Positive end-expiratory pressure
ROS Reactive oxygen species
ScvO2 Central venous oxygen saturation
SIRS Systemic inflammatory response syndromeSOFA Sequential organ failure assessment
SvO2 Mixed venous oxygen saturation
TLR Toll-like receptor
TNF Tumor necrosis factor
Trang 29I Genomics and Proteomics I
Trang 30Rethinking Sepsis: New Insights from
Gene Expression Profiling Studies
B.M Tang, S.J Huang, and A.S McLean
Introduction
Critically ill patients encompass an enormously heterogeneous population and, assuch, therapeutic interventions, including drug therapy, can produce multiple out-comes in different patient subgroups For example, researchers not only look for an
‘average effect’ of a drug on a typical patient, but also seek to understand individualvariability The presence of variability impacts significantly on the success of clinicaltrials and failure to identify this variability can result in the clinical trial beingunder-powdered to detect a treatment effect For clinicians, failure to recognize vari-ability can result in unintended toxicity or excessive harm in certain patients Hence,understanding variability is critically important in both research and clinical prac-tice
Nowhere is the relevance of patient variability more evident than in sepsis Overthe last two decades, numerous clinical trials have been conducted, all producingmixed results It has been commonly observed that various patient populationsresponded differently to the same drug, ranging from marginal beneficial effect insome subgroups, to nil effect or increased toxicity in others
Investigators have attempted to address the heterogeneity issue by stratifyingpatients into groups who have different baseline mortality risk Theoretically, identi-fying those patients who are most likely to respond to treatment will ensure maxi-mal benefits and minimal harms In the case of recombinant activated protein C(drotecogin alfa (activated)), such subgroups have been identified [1, 2] For manyother drugs, no particular subgroups were found, although investigators have longsuspected patient heterogeneity was the reason for failure in these trials [3]
There is now an increased recognition that our failure to give the right treatment
to the right patient reflects our current limitations in identifying and measuring erogeneity in critically ill patients [4, 5] In this chapter, we will redefine heterogene-ity in sepsis patients using a simple conceptual model We then review findings fromrecent studies that provide new insights into the sources of heterogeneity in thesepatients
het-How to Identify and Measure Heterogeneity
Current methods to define patient heterogeneity in sepsis are grossly inadequate.Traditional criteria such as age, clinical settings or disease severity are commonlyused to enlist patients into clinical trials However, these are crude measures of theinherent heterogeneity of a very complex syndrome in a diverse patient population
I
Trang 31Trial design, clinical settings, treatment duration
Age, gender, disease severity
Heart, lung, kidney
Neutrophils, lymphocytes, endothelium
Receptors, cytokines, microbial products
Polymorphisms, gene-expression, proteomics
Although simple physiological parameters (e.g., systemic inflammatory responsesyndrome [SIRS] criteria), organ level indices (e.g., circulatory failure), or a combi-nation of both (e.g., APACHE score) have been proved to be helpful in epidemiologi-cal studies, they are too non-specific as criteria to stratify patients in clinical trials.With the exception of recombinant activated protein C and anti-tumor necrosis fac-tor (TNF) therapy, attempts to select patients based on disease severity or baselinemortality risk have consistently failed, as evidenced from analyses of clinical trials
on anti-coagulant therapy, anti-inflammatory drugs, or low-dose corticosteroids [11,12] Investigators can also measure a vast array of physiological parameters andserum cytokines in sepsis patients However, we do not know how these measure-ments relate to the observed heterogeneity, nor do we know how they can be used
to predict a patient’s possible response to a new drug Consequently, there is rently no agreed upon method to identify and measure heterogeneity in sepsispatients
cur-Sources of Heterogeneity in Sepsis Patients
The sources of heterogeneity are multiple and manifest at different levels Study andpatient level variables (e.g., trial design, disease severity) are easy to discern, as thisinformation is readily available from published reports of clinical trials Our currentunderstanding of heterogeneity derives mainly from these variables [8] While thedata from these variables is useful, they represent only the tip of an iceberg (Fig 1).The iceberg model provides a qualitative overview of the sources of heterogeneity.The complexity of the data increases progressively downwards in this model (Fig 1).Data on organ and cellular level variables demonstrate a diverse range of complexbehavior exhibited by different organs (e.g., liver vs kidney) [9] and different cells
Fig 1.The iceberg model to conceptualize the sources of heterogeneity in sepsis trials Variables on theupper levels of the model are easier to discern and study Complexity of the data increases towards thelower levels, with most variables yet to be discovered or understood at the genomic level
I
Trang 32(e.g., leukocytes vs endothelium) [10] Data from molecular level studies are evenmore complex, with over 50 mediators found to be involved at multiple points dur-ing the host response to sepsis [11].
The highest level of complexity, however, lies at the genomic level Here, a vastmyriad of data is accessible to only a handful of researchers in a few highly special-ized research institutions Yet, these data are potentially the richest source of infor-mation and may help us identify and measure the observed clinical heterogeneity insepsis patients Here, we will highlight some important findings from this rapidlyexpanding area of research
New Insights from Gene-expression Studies
The field of genomic science includes the study of genetic polymorphism, mics, and gene-expression profiling (see Table 1 for more details) The emergingfields of proteomics and genetic polymorphism have been reviewed elsewhere [12,13] This chapter will focus on insights obtained from studies of gene-expressionprofiling, a field with the most promising potential to assist us understand thesources of heterogeneity in sepsis
proteo-Over the last 5 years, we have undertaken a large scale, systematic interrogation
of the host response in sepsis at a transcriptional level [14 – 16] The microarraytechnique is a powerful tool that allows us to sift through a massive amount of the
Table 1.Glossary
Proteomics: A new technology that involves large-scale study of protein composition and function.
Typically, it involves cataloguing all the expressed proteins in a particular cell or tissue type, using
techniques such as two-dimensional gel electrophoresis or mass spectrometry A single mass
spec-trometry experiment can identify over 2,000 proteins
Gene-expression profiling: A high-throughput technology that measures the activity of thousands of
genes at once, to create a global picture of cellular function Cells respond changes in their
environ-ment by making messenger RNA (i.e., gene-expression), which in turn encodes for various proteins
that carry out the appropriate cellular function A single experiment can measure an entire genome
simultaneously, in some cases over 25,000 genes This technology therefore provides a more global
picture than proteomics
Polymorphism: A common biological phenomenon in which phenotype variations arise due to
differ-ence in DNA sequdiffer-ence among individuals The most frequent type of polymorphism is the
single-nucleotide polymorphism (SNP), which can be a substitution, a deletion, or an insertion of a single
nucleotide It is thought to be one of the causes of the individual variability in the susceptibility to
infectious disease
Microarray: The commonest platform used in gene-expression profiling experiments It is a
two-dimensional grid of DNA genes or gene fragment spots, usually arranged on a glass slide or silicone
wafer A typical microarray contains 10,000 – 200,000 microscopic probes The probes on the microarray
are either a short oligonucleotide or a cDNA Probe-target hybridization is usually detected and
quan-tified by fluorescence-based detection This allows the determination of relative abundance of nucleic
acid sequences in the sample
Network Analysis: An analysis method that seeks to study the relationships and interactions between
various parts of a cell signaling system (metabolic pathways, organelles, cells, and organisms) and to
integrate this information to understand how biological systems function
I
Trang 33genetic information contained within the human genome (see Table 1 for moredetails) We examined the gene-expression profiles of 164 critically ill patientsadmitted to the intensive care unit (ICU) of a university-affiliated teaching hospital.The patient cohort consists of a full range of sepsis syndromes (from sepsis to septicshock) in a wide variety of clinical settings (medical, surgical and obstetric) Ourfindings reveal some interesting insights with regard to transcriptional heterogene-ity.
Limitation of Current Risk Stratification Methods
Our data shows that there is no difference in the host response between sepsis,severe sepsis, and septic shock at a transcriptional level Classification of septicpatients into sepsis, severe sepsis, and septic shock is one of the commonest ways tostratify patient into different risk groups and is supported by a large amount of datafrom epidemiological studies [17] However, the use of these criteria has failed toidentify treatment-responsive groups in most clinical trials Fundamental questionshave therefore been raised on the effectiveness of such criteria to define the complexrange of heterogeneity found in septic patients [18] Our data provide the first geno-mic evidence that the grouping of patients based on such criteria is too limited torepresent the full spectrum of heterogeneity in sepsis patients A more precise defi-nition of the subgroups in sepsis is needed, perhaps by using not just simple clinicalvariables (e.g., heart rate or creatine values), but also more sophisticated methodssuch as genomic studies
Host Response in Sepsis is More Complex Than Previously Thought
Investigators have delivered a huge amount of molecular information on sepsis at anunprecedented level of complexity This is well demonstrated by a seminal study byCalvano et al., in which volunteers were given endotoxin and their gene-expressionprofiles measured [19] A total of 3,714 genes were found to have their expressionintensity altered by the endotoxin challenge This is an impressively large numberbecause it represents over 14 % of the protein-coding genes When these genes werefollowed at 2, 4, 6, 9 and 24 hours, more complex changes were exhibited In addi-tion, the authors performed network analysis (see Table 1 for more details) andreported a further discovery of a vast interconnecting network of cellular activities.For example, by honing in on just one gene alone (i.e., nuclear factor kappa B), theauthors unveiled a total of 619 interactions between 150 genes With over threethousand genes showing simultaneous changes, the number of potential interactions
is immeasurable The immense complexity of these data provides an exciting tunity to develop a potentially more powerful method to classify sepsis patients intoclinically relevant and molecularly precise subgroups
oppor-There Is Strong Evidence of Heterogeneity at the Genomic Level
Patient subgroups can be identified using gene-expression studies, but first there is
a need to explore all the genomic variability within any defined population of sepsispatients To this end, we recently undertook a review of all the gene-expression stud-ies that had identified genomic markers of sepsis [14 – 16, 20 – 22] We performed apair-wise comparison of all the signature genes between each study Our analysis ofthese studies reveals two important findings (Fig 2)
I
Trang 34Ramilo Tang-2
McDunn
Tang-1
Prucha
5 1
1 3
2
4
3
Tang-2 138 Ramilo 137 McDunn 85 Tang-1 Prucha 50 50
Fig 2.List of putative genes in
sepsis Total number of genes in
each data set is shown in the insert
References for included studies:
Tang-2 [14], Ramilo [20], McDunn
The second finding is that there is minimal overlapping in the lists of signaturegenes among studies The genomic markers of sepsis seem to vary from one patientpopulation to another This finding persists even after the analysis is restricted tostudies that had comparable study design, disease spectrum, or clinical settings.This finding indicates that the spectrum of heterogeneity at a transcriptional level islarge It is likely that the current studies revealed only a very small portion of thisenormous variability
Genomic Heterogeneity
To explore genomic heterogeneity further in the context of biological pathways, werecently conducted network analysis (seeTable 1for more details) using our micro-array datasets We examined all the relevant biological pathways implicated in sep-sis, including those involved in immunity and inflammatory responses We thencompared our findings to other gene-expression studies that used similar analysistechniques [19, 23, 24] These analyses addressed two important questions: 1) whatgive rise to genomic heterogeneity; 2) where are the main sources of variability?
What Gives Rise To Genomic Heterogeneity?
Our analyses suggest that the vast connectivity of the molecular signaling systemgives rise to heterogeneity Traditionally, cellular function is conceptualized as indi-vidual components working in a linear fashion to produce a series of predictablebiological effect However, network analysis data suggest a far more complex picture
It shows that cellular functions are governed by vast gene regulatory networks.While there are main hubs in these networks, there are also extensive collateral sub-
I
Trang 35networks that will provide alternative routes This is akin to the airline network,where travelers can arrive at the same destination via complex re-routing or the use
of alternative airlines Consequently, there is a large amount of redundancy in itssignaling system To complicate matters further, there are conflicting feedback loopsacting on each hub For any given biological signal, multiple outcomes are possibledepending on a variety of factors, such as the temporal pattern of each feedbackloop and summation of individual stimuli Cellular function is therefore a result of
an integrative process Such a system gives rise to a huge potential for variabilityand, hence, heterogeneity
Main Sources of Genomic Variability
Given the enormity and the complexity of the data, investigators need to hone intothe main sources of the variability Our data, along with those from other studies[19, 23, 24], allow us to narrow our focus down to four gene regulatory networks(Fig 3)
Fig 3.Four gene regulatory networks (JAK, STAT, NF-κß and p38 MAPK) BCL2: B-cell CLL/lymphoma 2;CREB: cAMP responsive element binding protein; DUSP: dual specificity phosphatase; FADD: Fas-associated
receptor; IRAK: interleukin-1 receptor-associated kinase; JAK: Janus kinase; LPS: lipopolysaccharide; MAPK:
nuclear factor kappa-B; SOCS: suppressor of cytokine signaling; STAT: transducer and activator of tion protein; TLR: Toll-like receptor; TNF: tumor necrosis factor; TNFRSF1B: TNF receptor superfamily, mem-ber 1B; TRADD: TNF receptor-associated death domain protein; TRAF2: TNF receptor-associated factor-2
transcrip-I
Trang 36All four networks have been implicated in the immune response to sepsis Althoughother molecular networks have also been implicated, these four networks are themost consistent findings reported by the gene-expression studies we surveyed.While each network has been extensively studied in the past, the gene-expressionstudies provide a global overview of all these networks and their individual compo-nents They reflect a growing body of data that will help researchers explain hetero-geneity However, these data represent only a glimpse of the vast genomic landscape.
We still do not fully understand the complex inter-relationship between these works and the dynamic interaction between components of each pathway More in-depth studies focusing on gene regulatory networks are therefore needed in thefuture
net-Further Questions on an Existing Sepsis Model
Our analysis of the gene-expression studies also revealed two unexpected findingswith regard to the role of the immune response First, there is a noticeable absence
of the activation of pro-inflammatory genes According to the currently acceptedmodel of sepsis, the host response is a biphasic process in which an initial hyper-inflammatory phase is followed by a later, anti-inflammatory phase that manifests asfunctional immune suppression [25] This has not been supported by data from thegene-expression studies we surveyed, where investigators rarely reported the activa-tion of well-known inflammatory genes, such as TNF, interleukin (IL)-1, IL-2, IL-6,
or IL-10 Second, the gene-expression studies suggest that immune suppression ispresent in both the early and late phases of sepsis Again, this is in contrast to theestablished model of sepsis where immune suppression is thought to occur later Infact, it is now well established that the simplistic strategy of treating early sepsis as
a pro-inflammatory phenomenon has been proven ineffective
Put together, these data suggest that the established model of sepsis is too plistic to account for the wide range of immune abnormalities observed in sepsispatients The insight that both hyper-immune and hypo-immune status can occurearly in sepsis further reinforces our notion that the pathogenesis of sepsis is muchmore complex and heterogeneous than we previously thought
sim-There are important therapeutic implications of the above findings First, sepsishas long been defined as a pro-inflammatory or hypo-inflammatory syndrome Such
a dichotomization ignores the complexity of sepsis and leads to simplistic strategiessuch as neutralizing elevated cytokines or replacing a compound when its serumlevel is low Second, septic patients have been treated as an immunologically homo-geneous group However, there are likely to be many heterogeneous immune pheno-types Giving drugs without sufficient information about the patient’s underlyingimmunological status can result in benefit in some phenotypes but harm in others.With an increased recognition of immunological heterogeneity, some authors arenow advocating that the immune status needs to be accurately assessed beforepatients are recruited into clinical trials [26] However, currently available biomarkerassays capture only a fraction of all known immune abberations in sepsis For exam-ple, serum measurements of inflammatory cytokines (e.g IL-1, IL-6, or TNF-α) arewidely used But a far greater number of molecules have been observed to be abnor-mally elevated in septic patients Functional testing of immune cells (e.g., cell prolif-eration or human-leukocyte antigen [HLA]-DR expression) has also been used, but
it measures only a few pathways and hence provides only a partial view of the
over-I
Trang 37all immunological status Here, we propose that a gene-expression profiling nique is better suited to assess global immune dysfunction in sepsis.
tech-Functional Mapping of Sepsis Genome to Monitor Immune Function
Gene-expression profiling can be used to characterize the immunological status ofseptic patients on a genome-wide scale This is because there are advantages of thistechnique over conventional biomarker assays First, gene-expression profiling canhandle much larger volumes of data, often measuring thousands of genes simulta-neously This capability is unmatched by conventional assays Second, many cellulardysfunctions are often unmeasurable by normal assays, because their expression isdownregulated or their expressed proteins are below the dynamic range of detec-tion These dysfunctions can be easily detected by gene-expression profiling
We undertook gene-expression analysis of thirty-five critically ill patients (sepsis
= 25, control = 10) Circulating mononuclear cells were used because these cells play
a major role in the immune response in sepsis We then compared the sion profile of the sepsis and control patients The analysis was performed on over
gene-expres-130 biological pathways, including those known to be involved in immunologicalfunctions Some of the important findings are presented inTable 2
Table 2.Biological pathways implicated in sepsis
calcium/calmodulin-dependent kinase (CaMK)
specificity phosphatases
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Trang 38Table 2.(cont.)
of genes
p-value
in the broken heart)
macrophage
gene expression
Th1 development
activation
As expected, well known pathways such as Toll-like receptor (TLR) or TNF signalingare confirmed to be involved in sepsis However, our analysis also discovered a largenumber of pathways, many of which have not been studied previously with regard totheir involvement in sepsis This analysis demonstrates that it is feasible to assayimmunological dysfunction on a global scale and to yield highly valuable biologicalinformation regarding the roles of both established and unknown pathways Based
on the data above, we hypothesize that a comprehensive architecture of the gene ulatory network of immune response in sepsis can be constructed using gene-expression data Such a database should include transcriptional information on: 1)all functional pathways; 2) all possible interactions between genes and molecules; 3)how the system functions as a whole in response to perturbations (e.g., to trauma,ischemia, or infectious stimuli); 4) mathematical modeling which will help investiga-tors predict the existence of hidden interactions or feedback loops
reg-I
Trang 39Based on the review above, we would argue for a greater appreciation of the plexity of the immune status in sepsis Current models of sepsis are limited in theirability to account for the huge range of heterogeneity in sepsis patients New datashow that immunological dysfunction gives rise to much of the observed variability
com-We, therefore, propose that functional mapping of immunological aberrations bygene-expression studies holds the key to the understanding, measuring, and moni-toring of heterogeneity in sepsis patients Such a database will allow future research-ers to better understand the variability of drug response In the long term, it willhelp clinicians design drug treatment based on individual variability; this is the ulti-mate goal of individualized medicine
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sep-I