Evidence map›Paper›PMID 42718590›Full record

SynthesisFrontiers in immunology2026

Rethinking secondary immunodeficiency: a cross-domain pathway framework for risk stratification.

Iqra Mumtaz

Abstract readSystematic Review
In one paragraph

Synthesis in Frontiers in immunology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

1 author.

Iqra MumtazManagement of Digital Transformation (MDT), IMT School for Advanced Studies Lucca, Lucca, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Secondary immunodeficiency (SID) arises from malignancy, immunomodulatory therapies, organ dysfunction, chronic infection, malnutrition, and aging. Despite its increasing prevalence, SID remains conceptualized within disease-specific silos, resulting in inconsistent diagnostic standards and fragmented management across specialties. Methods: Using the PRISMA 2020 guidelines and a prospectively registered OSF protocol (6qvkx), a systematic, qualitative synthesis was conducted, comprising structured screening, standardized data extraction, and a design-specific risk-of-bias assessment. A search of the MEDLINE, Embase, Scopus, and Web of Science databases resulted in 11,968 records. A Python-assisted fuzzy-matching algorithm identified 9,295 duplicate records (78%), which were confirmed in Zotero. Following deduplication, 2673 unique studies were screened; 100 met the predefined PICOS criteria and were included in the qualitative synthesis. No primary data were collected. The primary reviewer selected the studies and extracted data manually, using Python only for descriptive summarization. Thematic synthesis was presented along three predetermined axes of analysis: Results: Humoral failure, cellular disruption, and innate immune dysregulation were identified as 3 immunologic pathways common across all included clinical domains. A significant difference was noted in the type of diagnostic criteria used: IgG thresholds were used in 78% of the hematological malignancy studies and 42% of the HIV/malnutrition studies, whereas the functional assessment of antibody in the former was employed in 32% of studies compared to 67% of the latter, presumably due to the superior clinical correlation in chronic infection and nutritional deficiency settings. The most common outcome reported was infection burden (range 63-85%). Structured qualitative convergence mapping was used to create an exploratory conceptual risk stratification framework based on variables that met preset cross-domain reproducibility criteria. The framework is designed to provide a structured clinical reasoning tool, organized around convergent cross-domain evidence, which requires prospective validation before use in the clinical setting. Conclusion: Three immunological pathways converge in the selected SID-inducing conditions: humoral dysfunction, cellular disruption, and innate immune dysfunction. The proposed framework provides a structured approach to risk evaluation and management across specialties and resource settings. Systematic Review Registration: https://osf.io/6qvkx, identifier 6qvkx.

Indexed as

Immunologic Deficiency SyndromesHumansImmunity, InnateRisk Assessmenthypogammaglobulinemiaimmunocompromised hostimmunoglobulin replacement therapyinfection susceptibilityLMICpathway-driven frameworkrisk stratificationsecondary immunodeficiency

Identifiers

PMID42718590
PMCPMC13553538

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Registered trials

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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.