Evidence map›Paper›PMID 39514403›Full record

ArticleCancer research2025

Fluorescence Lifetime Imaging Enables In Vivo Quantification of PD-L1 Expression and Intertumoral Heterogeneity.

Rahul Pal, Murali Krishnamoorthy, Aya Matsui, Homan Kang, Satoru Morita, Hajime Taniguchi, Tatsuya Kobayashi, Atsuyo Morita, Hak Soo Choi, Dan G Duda and 1 more

Abstract read
In one paragraph

Article in Cancer research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

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

  1. Pooled it
  2. Article
  3. Article
  4. Optical and Photoacoustic Imaging.Recent results in cancer research. Fortschritte der Krebsforschung. Progres dans les recherches sur le cancer · 2026
    Review
  5. Article
  6. Article
  7. AlliGator: Open Source Fluorescence Lifetime Imaging Analysis in G.bioRxiv : the preprint server for biology · 2025
    Article
  8. 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

11 authors.

Rahul PalDepartment of Otolaryngology-Head and Neck Surgery, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0003-2586-4991
Murali KrishnamoorthyDepartment of Otolaryngology-Head and Neck Surgery, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-4834-4991
Aya MatsuiDepartment of Vascular Physiology, Graduate School of Medical Science, Kanazawa University, Kanazawa, Japan.ORCID 0000-0002-4903-3511
Homan KangGordon Center for Medical Imaging, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-0732-9779
Satoru MoritaDepartment of Radiation Oncology, E. L. Steele Laboratories for Tumor Biology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-5551-8662
Hajime TaniguchiDepartment of Radiation Oncology, E. L. Steele Laboratories for Tumor Biology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts.ORCID 0009-0004-3477-4837
Tatsuya KobayashiDepartment of Radiation Oncology, E. L. Steele Laboratories for Tumor Biology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-3889-5765
Atsuyo MoritaDepartment of Radiation Oncology, E. L. Steele Laboratories for Tumor Biology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts.ORCID 0009-0001-3375-7865
Hak Soo ChoiGordon Center for Medical Imaging, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-7982-6483
Dan G DudaDepartment of Radiation Oncology, E. L. Steele Laboratories for Tumor Biology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0001-7065-8797
Anand T N KumarDepartment of Otolaryngology-Head and Neck Surgery, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-8745-9599

Funding

A Phase II and Biomarker Study of Dual VEGF/PD-L1 Blockade in Neoadjuvant Setting in Resectable HCC PatientsR01CA260872 · NCI · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI AMIN, HESHAM M, DUDA, DAN GABRIEL · 2021 to 2025
$3.0M
Multiplexed time domain fluorescence tomography of tumor biomarkers during immunotherapyR01CA260857 · NCI · MASSACHUSETTS GENERAL HOSPITAL · PI Dan Gabriel Duda, Anand T.N. Kumar · 2021 to 2026
$2.7M
Preclinical Time domain Fluorescence Tomography PlatformR01CA211084 · NCI · MASSACHUSETTS GENERAL HOSPITAL · PI KUMAR, ANAND T.N. · 2017 to 2022
$2.6M
Fluorescence lifetime-based tumor contrast enhancement using exogenous probesR01DE033427 · NIDCR · MASSACHUSETTS GENERAL HOSPITAL · PI Anand T.N. Kumar · 2023 to 2026
$1.9M
Vascularized tumor explants for drug testingR01CA247441 · NCI · MASSACHUSETTS GENERAL HOSPITAL · PI MUNN, LANCE L. · 2021 to 2025
$1.9M
National Cancer Institute (NCI) R01-CA211084 and R01-CA260857National Cancer Institute (NCI) R01CA260872 and R01CA247441NCI NIH HHS R01 CA211084NCI NIH HHS R01 CA247441NCI NIH HHS R01 CA260857NCI NIH HHS R01 CA260872NIDCR NIH HHS R01 DE033427
6 · The paper itself

Abstract

Patient selection for cancer immunotherapy requires precise, quantitative readouts of biomarker expression in intact tumors that can be reliably compared across multiple subjects over time. The current clinical standard biomarker for assessing immunotherapy response is PD-L1 expression, typically quantified using IHC. This method, however, only provides snapshots of PD-L1 expression status in microscopic regions of ex vivo specimens. Although various targeted probes have been investigated for in vivo imaging of PD-L1, nonspecific probe accumulation within the tumor microenvironment has hindered accurate quantification, limiting the utility for preclinical and clinical studies. Here, we demonstrated that in vivo time-domain fluorescence imaging of an anti-PD-L1 antibody tagged with the near-infrared fluorophore IRDye 800CW (αPDL1-800) can yield quantitative estimates of baseline tumor PD-L1 heterogeneity across untreated mice, as well as variations in PD-L1 expression in mice undergoing clinically relevant anti-PD-1 treatment. The fluorescence lifetime (FLT) of PD-L1-bound αPDL1-800 was significantly longer than the FLT of nonspecifically accumulated αPDL1-800 in the tumor microenvironment. This FLT contrast allowed quantification of PD-L1 expression across mice both in superficial breast tumors using planar FLT imaging and in deep-seated liver tumors (>5 mm depth) using the asymptotic time-domain algorithm for fluorescence tomography. These findings suggest that FLT imaging can accelerate the preclinical investigation and clinical translation of new immunotherapy treatments by enabling robust quantification of receptor expression across subjects. Significance: Fluorescence lifetime imaging can quantify PD-L1 expression across multiple mice undergoing anti-PD-1 treatment, providing a critically needed noninvasive imaging method to quantify immunotherapy targets in vivo.

Indexed as

B7-H1 AntigenBreast NeoplasmsOptical ImagingAnimalsBiomarkers, TumorCell Line, TumorFemaleFluorescent DyesHumansImmunotherapyMiceTumor MicroenvironmentXenograft Model Antitumor AssaysB7-H1 AntigenBiomarkers, TumorCD274 protein, humanFluorescent Dyes

Identifiers

PMID39514403
PMCPMC11967911

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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.