White Space

Coverage-gap analysis: dimensions and categories under-represented in this sample.

Overview

Across the 115 NIH-funded projects ($105.9M) analyzed for radioligand therapy in prostate cancer, coverage is heavily concentrated in a few well-established nodes: PSMA as the dominant molecular target (29 of 115 projects, 25.2%), Lutetium-177 as the preferred radionuclide (22 of 115, 19.1%), monotherapy optimization as the leading therapeutic strategy (34 of 115, 29.6%), and ligand/radiopharmaceutical design as the top translational focus (33 of 115, 28.7%). Coverage thins substantially in combination therapeutic strategies, alternative radionuclides beyond Lu-177 and Ac-225, and several disease-context sub-populations. These findings reflect NIH RePORTER-indexed federal funding - the largest publicly searchable source of non-dilutive US biomedical grants - but exclude private industry, international programs, and non-NIH federal investment, so the full R&D picture is broader than what is captured here. Notably, one disease subtype - metastatic castration-resistant prostate cancer - is absent from this sample despite substantial broader NIH activity, representing the single most striking coverage gap identified.

High confidence

Evidence115 projects across 5 dimensions, 96.5% on-topic sample, deterministic coverage counts from titles and abstracts

This section maps what NIH-funded research covers vs. what's underrepresented within the topic scope. Private R&D, international research, and non-NIH federal funding (DoD, DARPA, industry) are not captured here. Broader-NIH counts are filtered to radioligand therapy for prostate cancer scope so comparisons are topically apples-to-apples. **Sample counts** match against title AND abstract for the analyzed project set; **broader-NIH counts** match against title ONLY (abstracts aren't full-text-indexed at query time), so broader counts are directional lower bounds.

Coverage Dimensions(5)
Dimension 1 of 5

Molecular Target / Antigen

The primary molecular target or antigen that the radioligand or radiopharmaceutical is designed to bind

CategorySampleFundingBroader NIH
PSMA29(25%)$24.3M39
Androgen Receptor / Androgen Signaling5(4%)$3.8M53
CD461(1%)$2.0M3
DLL3 / Neuroendocrine Markers4(3%)$3.1M6
TGF-beta / Tumor Microenvironment Ligands1(1%)$1.3M4
HER2 / Growth Factor Receptors1(1%)$2.2M2
STEAP / Cell-Surface Prostate Antigens1(1%)$1.3M0
Integrin / Extracellular Matrix Targets1(1%)$1.2M3
Gold Nanoparticle / Nanoparticle-Conjugated Targets0(0%)—1
Multi-Target / Bispecific Ligand Approaches1(1%)$1.4M0
Not classified43

In the Molecular Target / Antigen dimension, coverage is sharply concentrated around PSMA, which appears in 29 of 115 projects (25.2% of sample) - more than any other individual target and roughly 6x the next largest classified target, androgen receptor/androgen signaling at 5 projects (4.3%). The remaining named targets - CD46, DLL3/neuroendocrine markers, TGF-beta, HER2, STEAP, integrin/ECM targets, and multi-target/bispecific approaches - each appear in 0 to 4 projects, collectively reflecting thin but distributed interest in non-PSMA antigen space. Forty-three of 115 projects are unclassified in this dimension, suggesting a portion of the sample addresses targeting concepts not easily mapped to a single antigen category.

High confidence

Evidence72 of 115 projects matched; PSMA at 29 projects (25.2%) is the dominant category; next-largest is AR/androgen signaling at 5 projects (4.3%)

Dimension 2 of 5

Radionuclide / Emission Type

The specific radionuclide or type of radioactive emission used in the therapy or theranostic approach

CategorySampleFundingBroader NIH
Lutetium-177 (Beta Emitter)22(19%)$16.8M3
Actinium-225 (Alpha Emitter)9(8%)$12.0M0
Radium-223 (Alpha Emitter)1(1%)$414K1
Lead-212 / Lead-203 Theranostic Pair4(3%)$2.4M2
Bismuth-213 / Bismuth-212 (Alpha Emitter)0(0%)—0
Iodine-131 / Iodine-125 (Beta/Auger Emitter)1(1%)$919K0
Yttrium-90 (Beta Emitter)0(0%)—1
Copper-64 / Copper-67 (Theranostic Pair)1(1%)$1.2M0
Terbium Isotopes (Multi-Modal Theranostic)1(1%)$416K0
Novel / Emerging Radionuclides1(1%)$641K0
Not classified71

The Radionuclide / Emission Type dimension has the highest unclassified rate of all five dimensions - 71 of 115 projects (61.7%) - indicating that a majority of projects in this sample do not foreground a specific isotope in their title or abstract. Among the 44 classified projects, Lutetium-177 dominates at 22 projects (19.1% of sample), followed by Actinium-225 at 9 projects (7.8%), reflecting the field's clinical and preclinical investment in these two isotopes. The Lead-212/Lead-203 theranostic pair appears in 4 projects (3.5%), while Bismuth-212/213, Yttrium-90, and several novel/emerging radionuclides each appear in 0 or 1 projects - counts too sparse to draw coverage conclusions beyond noting they are minimally represented in this sample.

Medium confidence

Evidence44 of 115 projects matched; Lu-177 at 22 projects (19.1%), Ac-225 at 9 projects (7.8%); 71 unclassified projects limit interpretability

Dimension 3 of 5

Therapeutic Strategy / Combination Approach

The overarching treatment strategy or combination regimen in which radioligand therapy is deployed

CategorySampleFundingBroader NIH
Radioligand Therapy Monotherapy Optimization34(30%)$29.8M49
Combination Radioligand Therapy (RLT + RLT)1(1%)$321K2
Radioligand + External Beam Radiotherapy3(3%)$2.1M6
Radioimmunotherapy / Radioligand + Immunotherapy2(2%)$1.5M3
Radioligand + Vaccine / Antigen-Specific Immunization3(3%)$3.4M0
Radioligand + Antibody Drug Conjugate (ADC)2(2%)$824K3
Radioligand + Targeted Small Molecule Therapy1(1%)$1.0M0
Radiosensitization Strategies5(4%)$3.7M5
Theranostic Paired Imaging and Therapy21(18%)$18.6M64
PSMA Expression Modulation to Enhance Therapy3(3%)$2.7M2
Not classified39

In the Therapeutic Strategy / Combination Approach dimension, radioligand therapy monotherapy optimization is the dominant category at 34 projects (29.6% of sample), and theranostic paired imaging and therapy is a substantial secondary cluster at 21 projects (18.3%) - each cited separately as they are non-exclusive rows. Combination strategies such as RLT + immunotherapy (2 projects, 1.7%), RLT + external beam radiotherapy (3 projects, 2.6%), RLT + vaccine approaches (3 projects, 2.6%), RLT + ADC (2 projects, 1.7%), and radiosensitization (5 projects, 4.3%) are each present but thinly represented relative to the monotherapy and theranostic clusters. The broader NIH count for theranostic paired imaging (64) is notably elevated relative to peer categories in this dimension - this count likely reflects the term's prevalence across cancer imaging broadly and should be treated as directional rather than topic-specific.

High confidence

Evidence76 of 115 projects matched; monotherapy at 34 projects (29.6%), theranostics at 21 projects (18.3%); combination strategy rows each at 5 projects or fewer

Dimension 4 of 5

Cancer Type / Disease Context

The primary cancer type or disease context in which the radioligand or radiopharmaceutical approach is being studied

CategorySampleFundingBroader NIH
Prostate Cancer (Hormone-Sensitive)16(14%)$10.8M0
Metastatic Castration-Resistant Prostate Cancer (mCRPC)0(0%)—65
Neuroendocrine Prostate Cancer3(3%)$3.7M31
Neuroendocrine Tumors (Non-Prostate)2(2%)$437K6
Lung Cancer / High-Grade Neuroendocrine Lung4(3%)$3.6M4
Liver / Hepatocellular Cancer2(2%)$1.9M1
Breast Cancer1(1%)$649K7
Colorectal Cancer2(2%)$1.4M1
Pancreatic Cancer3(3%)$3.0M0
Bone Metastases / Skeletal Involvement3(3%)$2.8M6
Renal / Bladder / Urologic Cancers (Non-Prostate)2(2%)$887K0
Not classified52

The Cancer Type / Disease Context dimension has 52 of 115 projects unclassified, and among the 63 matched, hormone-sensitive prostate cancer is the most represented sub-type at 16 projects (13.9% of sample), while mCRPC - the disease context most associated with approved RLT agents - registers 0 projects in this sample (0.0%). Several off-prostate disease contexts appear (lung cancer at 4 projects, 3.5%; pancreatic cancer at 3 projects, 2.6%; bone metastases at 3 projects, 2.6%; neuroendocrine prostate cancer at 3 projects, 2.6%), reflecting interest in extending RLT platforms beyond primary prostate indications. The broader NIH count for mCRPC (65) stands out as the highest in this dimension and is substantially above the median for peer categories, which warrants attention but is addressed in the ranked opportunities section rather than as a dimension-level conclusion.

Medium confidence

Evidence63 of 115 projects matched; hormone-sensitive prostate cancer at 16 projects (13.9%), mCRPC at 0 projects (0.0%); 52 unclassified projects

Dimension 5 of 5

Translational / Development Dimension

The stage of research or translational focus: from chemistry and radiochemistry through preclinical, clinical, dosimetry, safety, and personalization

CategorySampleFundingBroader NIH
Chelator Chemistry & Radiochemistry Development4(3%)$1.7M2
Ligand / Radiopharmaceutical Design & Synthesis33(29%)$32.8M3
Preclinical In Vivo / Animal Model Studies21(18%)$15.0M6
Dosimetry & Treatment Planning4(3%)$7.0M70
Toxicity, Safety & Off-Target Uptake Reduction3(3%)$2.8M18
Biomarker-Guided Patient Selection & Personalization8(7%)$7.2M0
Resistance Mechanisms & Tumor Microenvironment5(4%)$3.8M0
Imaging / Diagnostic Companion Development (PET/SPECT)7(6%)$9.0M4
Artificial Intelligence & Computational Methods for RLT1(1%)$1.1M0
Clinical Trials & Clinical Outcome Evaluation7(6%)$3.8M0
Not classified22

The Translational / Development Dimension has the highest match rate of all five dimensions at 93 of 115 projects, indicating that most projects in this sample can be assigned a translational stage or focus. Ligand/radiopharmaceutical design and synthesis is the most common category at 33 projects (28.7% of sample), followed by preclinical in vivo/animal model studies at 21 projects (18.3%) - each cited separately as rows are non-exclusive. Biomarker-guided patient selection and personalization (8 projects, 7.0%), resistance mechanisms and tumor microenvironment (5 projects, 4.3%), and artificial intelligence/computational methods (1 project, 0.9%) are each underrepresented relative to the upstream chemistry and preclinical clusters, suggesting the sample skews toward early-stage research rather than clinical translation, personalization, or computational optimization.

High confidence

Evidence93 of 115 projects matched; ligand design at 33 projects (28.7%), preclinical at 21 projects (18.3%); AI/computational methods at 1 project (0.9%)

Top Gap Opportunities
Cancer Type / Disease Context
Metastatic Castration-Resistant Prostate Cancer (mCRPC)
Absent in topic
Sample: 0 (0%) · Broader NIH: 65

mCRPC is the disease stage for which RLT agents such as Lu-177 PSMA-617 have received regulatory approval, making its absence from this sample particularly striking - 0 of 115 projects (0.0% sample-share) versus 65 broader NIH matches, where the broader-share is substantially above what the sample-share of 0.0% would predict. This divergence suggests that mCRPC-specific work in this sample may be described through mechanism or agent language rather than explicit disease-stage labeling, or alternatively that NIH funding in this sample is concentrated upstream (design, preclinical, theranostics) while mCRPC clinical and translational work is pursued through other funding mechanisms or industry channels. For a researcher framing an R01 or U01, explicitly positioning a project within the mCRPC disease context - particularly around resistance, patient selection, or novel combinations - may differentiate a proposal from the predominantly upstream or disease-agnostic framing seen in this sample.

Medium confidence

Evidencesample count = 0 of 115 (0.0% sample-share), broader NIH = 65; the zero sample count creates interpretive uncertainty about whether this reflects a labeling artifact or a funding gap

Strategic Implications

For a researcher writing an R01 or U01 in this space, the most quantitatively distinct positioning opportunity identified from the ranked white space analysis is an explicit focus on metastatic castration-resistant prostate cancer (mCRPC) as the primary disease context: this subtype accounts for 0 of 115 projects (0.0% sample-share) in the analyzed NIH funding sample, yet 65 broader NIH RePORTER matches indicate active federal engagement with the mCRPC space through adjacent or overlapping mechanisms. A proposal that anchors its specific aims in mCRPC - whether addressing acquired resistance to RLT, biomarker-guided patient selection for retreatment, or novel combination strategies in this disease state - would occupy a space largely absent from the current NIH RLT portfolio as captured here. Pairing mCRPC-specific disease framing with translational approaches that are also thin in the sample (such as computational dosimetry, AI-assisted treatment planning, or resistance mechanism characterization) could further sharpen differentiation in study section review. The medium confidence rating reflects uncertainty about whether the zero-project sample count for mCRPC is a labeling artifact or a substantive funding gap, which a targeted literature search or RePORTER query using abstract-level keywords could help resolve before proposal submission.

Medium confidence

EvidencemCRPC at 0 of 115 sample projects (0.0% sample-share) vs. 65 broader NIH matches; single ranked opportunity limits the breadth of strategic inference