Evidence map›Paper›PMID 39411306›Full record

ArticleIndian journal of critical care medicine : peer-reviewed, official publication of Indian Society of Critical Care Medicine2024

Developing Augmented Pro-SOFA and Pro-SAPS Models by Integrating Biomarkers PCT, NLR, and CRP with SOFA and SAPS-III Scores.

Anandakrishnan Nandakumar, Shashank Sudeep, Aryalakshmi Chakkalamparambath Sreemohan, Sreedhar Vijayakumar, Gayathri Jayasree Sudhakaran, Georg Gutjahr, Rahul K Pathinaruporthi, Sabarish Balachandran, Subash Chandra, Shyam Sundar Purushothaman and 4 more

Abstract read
In one paragraph

Article in Indian journal of critical care medicine : peer-reviewed, official publication of Indian Society of Critical Care Medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Article
  4. The Sepsis Score Dilemma: Balancing Precision and Utility.Indian journal of critical care medicine : peer-reviewed, official publication of Indian Society of Critical Care Medicine · 2024
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

14 authors.

Anandakrishnan NandakumarDepartment of Mathematics, Amrita Vishwa Vidyapeetham, Amritapuri Campus, Kollam, Kerala, India.ORCID https://orcid.org/0009-0008-3428-8774
Shashank SudeepDepartment of General Medicine, Amrita Institute of Medical Sciences and Research Center, Kochi, Kerala, India.ORCID https://orcid.org/0009-0003-7087-1346
Aryalakshmi Chakkalamparambath SreemohanDepartment of Infectious Diseases, Amrita Institute of Medical Sciences and Research Center, Kochi, Kerala, India.ORCID https://orcid.org/0009-0004-6960-4627
Sreedhar VijayakumarCenter for Wireless Networks and Applications, Amrita Vishwa Vidyapeetham, Amritapuri Campus, Kollam, Kerala, India.ORCID https://orcid.org/0009-0001-2602-978X
Gayathri Jayasree SudhakaranDepartment of Infectious Diseases, Amrita Institute of Medical Sciences and Research Center, Kochi, Kerala, India.ORCID https://orcid.org/0009-0009-1006-7288
Georg GutjahrAmritaCREATE, Amrita Vishwa Vidyapeetham, Amritapuri Campus, Kollam, Kerala, India.ORCID https://orcid.org/0000-0002-1925-8349
Rahul K PathinaruporthiCenter for Wireless Networks and Applications, Amrita Vishwa Vidyapeetham, Amritapuri Campus, Kollam, Kerala, India.ORCID https://orcid.org/0000-0002-0435-6085
Sabarish BalachandranDepartment of Emergency Medicine, Amrita Institute of Medical Sciences and Research Center, Kochi, Kerala, India.ORCID https://orcid.org/0000-0001-6333-4479
Subash ChandraDepartment of General Medicine, Amrita Institute of Medical Sciences and Research Center, Kochi, Kerala, India.ORCID https://orcid.org/0000-0003-4557-7295
Shyam Sundar PurushothamanDepartment of Critical Care, Amrita Institute of Medical Sciences and Research Center, Kochi, Kerala, India.ORCID https://orcid.org/0009-0002-0225-7523
Zubair U MohamedDepartment of Anaesthesia and Critical Care, Amrita Institute of Medical Sciences and Research Center, Kochi, Kerala, India.ORCID https://orcid.org/0000-0002-0409-9066
Sashi N NairDepartment of Infectious Diseases, University of Minnesota, Medical School, Minneapolis, Minnesota, United States.ORCID https://orcid.org/0000-0002-9507-1113
Merlin MoniDepartment of Infectious Diseases, Amrita Institute of Medical Sciences and Research Center, Kochi, Kerala, India.ORCID https://orcid.org/0000-0003-1873-1488
Dipu T SathyapalanDepartment of Infectious Diseases, Amrita Institute of Medical Sciences and Research Center, Kochi, Kerala, India.ORCID https://orcid.org/0000-0003-1098-9900

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Sepsis, a life-threatening condition characterized by a dysregulated immune response to infection, remains a significant clinical challenge globally. This study aims to enhance the predictive accuracy of existing sepsis severity scores by developing augmented versions of the SOFA and SAPS-III models, termed Pro-SOFA and Pro-SAPS, through the integration of biomarkers procalcitonin (PCT), neutrophil-to-lymphocyte ratio (NLR), and C-reactive protein (CRP). Methods: This prospective observational study was conducted in the medical ICU of a tertiary care hospital in southern India from August 2022 to December 2023. A total of 301 adult patients suspected or confirmed to have sepsis were assessed for eligibility, with 171 patients completing the study. Demographic and clinical data were collected; SOFA and SAPS-III scores were calculated and augmented with PCT, NLR, and CRP to develop Pro-SOFA and Pro-SAPS models. The performance of these models was evaluated using Brier scores, AUC, and net reclassification index (NRI). Results: The augmented Pro-SOFA and Pro-SAPS models demonstrated superior predictive accuracy compared to their original counterparts. The Brier scores for Pro-SOFA and Pro-SAPS were 0.181 and 0.165, respectively, indicating better calibration than the original scores. The Pro-SAPS showed significant improvement over the original SAPS-III score (NRI = 0.50, SE = 0.14, Conclusion and clinical significance: Integrating PCT, CRP, and NLR with SOFA and SAPS-III scores to develop Pro-SOFA and Pro-SAPS significantly improves the predictive accuracy for sepsis mortality and can thus potentially improve sepsis outcomes. How to cite this article: Nandakumar A, Sudeep S, Sreemohan AC, Vijayakumar S, Sudhakaran GJ, Gutjahr G,

Indexed as

Augmented modelsBiomarkersC-reactive proteinIntensive care unitNeutrophil-to-lymphocyte ratioProcalcitoninSequential organ failure assessmentSimplified acute physiology score III

Identifiers

PMID39411306
PMCPMC11471989

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.