# Pre-treatment endocrine–nutritional signatures predict clinical benefit from PD-1/PD-L1 blockade in hematologic malignancies

**Authors:** Ningjing Huang, Yu Guan

PMC · DOI: 10.3389/fnut.2025.1753660 · Frontiers in Nutrition · 2026-02-05

## TL;DR

This paper explores how pre-treatment hormone and nutrition levels can predict how well patients with blood cancers respond to PD-1/PD-L1 immunotherapy.

## Contribution

The study introduces endocrine–nutritional signatures as novel predictors of immunotherapy response in hematologic malignancies.

## Key findings

- Dysregulated hormones and poor nutrition correlate with worse immunotherapy outcomes in blood cancers.
- Integrated endocrine–nutritional scores like Glasgow Prognostic Score improve prediction of treatment benefit.
- Targeted interventions based on these signatures may enhance immunotherapy efficacy in resistant cancers.

## Abstract

Hematologic malignancies pose significant global health burdens, with programmed cell death protein-1 (PD-1)/programmed cell death ligand 1 (PD-L1) inhibitors revolutionizing treatment in subtypes like classical Hodgkin lymphoma (cHL) and primary mediastinal large B-cell lymphoma (PMBCL), achieving high objective response rates (ORR). However, efficacy varies widely, with limited success in multiple myeloma (< 10% ORR) and leukemias, underscoring the need for better predictors beyond tumor-intrinsic biomarkers. This review highlights pre-treatment endocrine–nutritional signatures as key host factors influencing immunotherapy outcomes. Dysregulated hormones (cortisol, thyroid, sex steroids, insulin/insulin-like growth factor-1, adipokines) and nutritional status (vitamin D, zinc, protein-energy malnutrition, iron metabolism) modulate T-cell exhaustion, myeloid suppression, and tumor microenvironment dynamics, often leading to resistance. Evidence from cohorts shows hypercortisolism, hypothyroidism, insulin resistance, vitamin D deficiency, and hypoalbuminemia correlate with inferior ORR, progression-free survival, and overall survival, while thyroid immune-related adverse events and moderate obesity predict benefit. In hematologic contexts, marrow infiltration exacerbates these imbalances, explaining heterogeneous responses. Integrated signatures (e.g., Glasgow Prognostic Score, Prognostic Nutritional Index) offer superior prognostic value, enabling targeted interventions like vitamin D supplementation, metformin, or nutritional support to enhance immune checkpoint inhibitor efficacy. Mechanistic insights reveal convergence on mTOR/IFN-γ pathways and microbiome modulation. Translating these to clinical panels could personalize immunotherapy, addressing gaps in hematologic malignancies literature and improving outcomes in relapsed/refractory settings.

## Linked entities

- **Proteins:** PDCD1 (programmed cell death 1), CD274 (CD274 molecule), IFNG (interferon gamma)
- **Chemicals:** cortisol (PubChem CID 5754), insulin (PubChem CID 70678557), zinc (PubChem CID 23994), iron (PubChem CID 23925), metformin (PubChem CID 4091)
- **Diseases:** classical Hodgkin lymphoma (MONDO:0009348), primary mediastinal large B-cell lymphoma (MONDO:0020323), multiple myeloma (MONDO:0009693), leukemias (MONDO:0005059)

## Full-text entities

- **Genes:** GPX4 (glutathione peroxidase 4) [NCBI Gene 2879] {aka GPx-4, GSHPx-4, MCSP, PHGPx, SMDS, snGPx}, JAK2 (Janus kinase 2) [NCBI Gene 3717] {aka JTK10}, IDO1 (indoleamine 2,3-dioxygenase 1) [NCBI Gene 3620] {aka IDO, IDO-1, INDO}, MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 2475] {aka FRAP, FRAP1, FRAP2, RAFT1, RAPT1, SKS}, ITGAV (integrin subunit alpha V) [NCBI Gene 3685] {aka CD51, IDNDC, MSK8, VNRA, VTNR}, CTLA4 (cytotoxic T-lymphocyte associated protein 4) [NCBI Gene 1493] {aka ALPS5, CD, CD152, CELIAC3, CTLA-4, GRD4}, TCF7 (transcription factor 7) [NCBI Gene 6932] {aka TCF-1}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, JUN (Jun proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 396913] {aka C-JUN}, CXCR4 (C-X-C motif chemokine receptor 4) [NCBI Gene 7852] {aka CD184, D2S201E, FB22, HM89, HSY3RR, LCR1}, IGF1 (insulin like growth factor 1) [NCBI Gene 397491] {aka IGF-1, IGF-I, Npt2B}, TF (transferrin) [NCBI Gene 7018] {aka HEL-S-71p, PRO1557, PRO2086, TFQTL1}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, IL2 (Interleukin 2 level) [NCBI Gene 101055066], HSD11B1 (hydroxysteroid 11-beta dehydrogenase 1) [NCBI Gene 3290] {aka 11-DH, 11-beta-HSD1, CORTRD2, HDL, HSD11, HSD11B}, Cd274 (CD274 antigen) [NCBI Gene 60533] {aka A530045L16Rik, B7h1, Pdcd1l1, Pdcd1lg1, Pdl1}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, PPARG (peroxisome proliferator activated receptor gamma) [NCBI Gene 5468] {aka CIMT1, FPLD3, GLM1, NR1C3, PPARG1, PPARG2}, IGF1R (insulin like growth factor 1 receptor) [NCBI Gene 3480] {aka CD221, IGFIR, IGFR, JTK13}, IL-23 [NCBI Gene 100310803], CTLA4 (cytotoxic T-lymphocyte associated protein 4) [NCBI Gene 397286], STAT3 (signal transducer and activator of transcription 3) [NCBI Gene 6774] {aka ADMIO, ADMIO1, APRF, HIES}, EGFR (epidermal growth factor receptor) [NCBI Gene 1956] {aka ERBB, ERBB1, ERRP, HER1, NISBD2, NNCIS}, EIF2AK4 (eukaryotic translation initiation factor 2 alpha kinase 4) [NCBI Gene 440275] {aka GCN2, PVOD2}, TNFRSF17 (TNF receptor superfamily member 17) [NCBI Gene 608] {aka BCM, BCMA, CD269, TNFRSF13A}, IGF1 (Insulin-like growth factor 1 level) [NCBI Gene 101055342], CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}, ARG1 (arginase 1) [NCBI Gene 383], AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}, MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 100127359] {aka FRAP1}, ALB (albumin) [NCBI Gene 396960], IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, CD86 (CD86 molecule) [NCBI Gene 942] {aka B7-2, B7.2, B70, BU63, CD28LG2, CD86 v6}, KLHDC8B (kelch domain containing 8B) [NCBI Gene 200942] {aka CHL}, PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, IL12B (interleukin 12B) [NCBI Gene 3593] {aka CLMF, CLMF2, IL-12B, IMD28, IMD29, NKSF}, ZAP70 (zeta chain of T cell receptor associated protein kinase 70) [NCBI Gene 7535] {aka ADMIO2, IMD48, SRK, STCD, STD, TZK}, Glul (glutamate-ammonia ligase) [NCBI Gene 14645] {aka GS, Glns}, ATF4 (activating transcription factor 4) [NCBI Gene 468] {aka CREB-2, CREB2, TAXREB67, TXREB}, CXCL10 (C-X-C motif chemokine ligand 10) [NCBI Gene 3627] {aka C7, IFI10, INP10, IP-10, SCYB10, crg-2}, LEP (leptin) [NCBI Gene 3952] {aka LEPD, OB, OBS}, STAT6 (signal transducer and activator of transcription 6) [NCBI Gene 6778] {aka D12S1644, HIES6, IL-4-STAT, STAT6B, STAT6C}, IL1B (interleukin 1 beta) [NCBI Gene 397122] {aka IL1B1}, IGF1 (insulin like growth factor 1) [NCBI Gene 3479] {aka IGF, IGF-I, IGFI, MGF}, PDCD1 (programmed cell death 1) [NCBI Gene 100533201], TOX (thymocyte selection associated high mobility group box) [NCBI Gene 100155888], THRB (thyroid hormone receptor beta) [NCBI Gene 7068] {aka C-ERBA-2, C-ERBA-BETA, ERBA2, GRTH, NR1A2, PRTH}, NOS2 (nitric oxide synthase 2) [NCBI Gene 4843] {aka HEP-NOS, INOS, NOS, NOS2A}, IL1B (interleukin 1 beta) [NCBI Gene 3553] {aka IL-1, IL1-BETA, IL1F2, IL1beta}, HAVCR2 (hepatitis A virus cellular receptor 2) [NCBI Gene 84868] {aka CD366, HAVcr-2, KIM-3, SPTCL, TIM3, TIMD-3}, TRBV20OR9-2 (T cell receptor beta variable 20/OR9-2 (non-functional)) [NCBI Gene 6962] {aka CDR3, TCRBV20S2, TCRBV2O, TCRBV2S2O}, CYP27B1 (cytochrome P450 family 27 subfamily B member 1) [NCBI Gene 1594] {aka CP2B, CYP1, CYP1alpha, CYP27B, P450c1, PDDR}, TOX (thymocyte selection associated high mobility group box) [NCBI Gene 9760] {aka TOX1}, AHR (aryl hydrocarbon receptor) [NCBI Gene 196] {aka FVH3, RP85, bHLHe76}, INS (insulin) [NCBI Gene 397415], ADIPOQ (adiponectin, C1Q and collagen domain containing) [NCBI Gene 9370] {aka ACDC, ACRP30, ADIPQTL1, ADPN, APM-1, APM1}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, IFNG (interferon gamma) [NCBI Gene 396991], HLA-C (major histocompatibility complex, class I, C) [NCBI Gene 3107] {aka D6S204, HLA-JY3, HLAC, HLC-C, MHC, PSORS1}, NR3C1 (nuclear receptor subfamily 3 group C member 1) [NCBI Gene 396740] {aka GR, NO}
- **Diseases:** Hyperinsulinemia (MESH:D006946), PNI (MESH:D044342), micronutrient deficiencies (MESH:D007153), hypothyroid (MESH:D007037), dyslipidemia (MESH:D050171), Classical Hodgkin lymphoma (MESH:D006689), death (MESH:D003643), graft (MESH:D055589), hematologic (MESH:D006402), Hypophysitis (MESH:D000072659), cachexia (MESH:D002100), malabsorption (MESH:D008286), gastrointestinal cancers (MESH:D005770), hypertension (MESH:D006973), nephrotic syndrome (MESH:D009404), Reed- (MESH:C535516), Vitamin D deficiency (MESH:D014808), hyperthyroidism (MESH:D006980), pneumonitis (MESH:D011014), thyrotoxicosis (MESH:C566386), PEM (MESH:D011502), overweight (MESH:D050177), Leukemias (MESH:D007938), NHL (MESH:D008228), aggressive (MESH:D010554), Hypoalbuminemia (MESH:D034141), Chronic lymphocytic leukemia (MESH:D015451), Follicular lymphoma (MESH:D008224), Inflammation (MESH:D007249), adrenal axis dysregulation (MESH:C566610), lymphoma (MESH:D008223), Thyroid dysfunction (MESH:D013959), thyroid autoimmunity (MESH:D013967), Sarcopenia (MESH:D055948), hepatic dysfunction (MESH:D008107), type 2 diabetes (MESH:D003924), Anemia (MESH:D000740), disease (MESH:D004194), metastases (MESH:D009362), hyperglycemia (MESH:D006943), Zinc (MESH:C564286), Metabolic syndrome (MESH:D024821), Obesity (MESH:D009765), lymphoproliferative disorders (MESH:D008232), androgen (MESH:D014770), melanoma (MESH:D008545), gastric, lung, and mixed cancers (MESH:D013274), hyperlipidemia (MESH:D006949), T-cell lymphomas (MESH:D016399), prostate cancer (MESH:D011471), iron overload (MESH:D019190), B-cell lymphomas (MESH:D016393), autoimmune disease (MESH:D001327), EBV (MESH:D020031), muscle mass (MESH:C536030), weight loss (MESH:D015431), RCC (MESH:D002292), cytotoxicity (MESH:D064420), CR (MESH:D001766), cortisol (MESH:C535280)
- **Chemicals:** testosterone (MESH:D013739), elotuzumab (MESH:C546027), Iron (MESH:D007501), Lipid (MESH:D008055), Sintilimab (MESH:C000632826), retinoic acid (MESH:D014212), free fatty acids (MESH:D005230), Vitamins A (MESH:D014801), atezolizumab (MESH:C000594389), durvalumab (MESH:C000613593), Zinc (MESH:D015032), B12 (MESH:C034730), inosine (MESH:D007288), T4 (MESH:D013974), D (MESH:D003903), 25(OH)D (-), tislelizumab (MESH:C000707970), NO (MESH:D009614), steroids (MESH:D013256), prednisone (MESH:D011241), VitD (MESH:D014807), Metformin (MESH:D008687), propionate (MESH:D011422), brentuximab vedotin (MESH:D000079963), cholesterol (MESH:D002784), glucose (MESH:D005947), oxaliplatin (MESH:D000077150), folate (MESH:D005492), fatty acid (MESH:D005227), Arginine (MESH:D001120), Selenium (MESH:D012643), pomalidomide (MESH:C467566), SCFAs (MESH:D005232), 1,25(OH)2D (MESH:C097949), gemcitabine (MESH:D000093542), dexamethasone (MESH:D003907), Nivolumab (MESH:D000077594), butyrate (MESH:D002087), Amino acid (MESH:D000596), rituximab (MESH:D000069283), lenalidomide (MESH:D000077269), tryptophan (MESH:D014364), T3 (MESH:D014284), Cortisol (MESH:D006854), Pembrolizumab (MESH:C582435)
- **Species:** Akkermansia muciniphila (species) [taxon 239935], gut metagenome (species) [taxon 749906], Homo sapiens (human, species) [taxon 9606], Faecalibacterium prausnitzii (species) [taxon 853], Mus musculus (house mouse, species) [taxon 10090]
- **Mutations:** arginine/tryptophan

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12921361/full.md

## References

245 references — full list in the complete paper: https://tomesphere.com/paper/PMC12921361/full.md

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Source: https://tomesphere.com/paper/PMC12921361