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Table 3 Output generated by Claude pertaining to the prioritization of genes comprised in M9.2 module using two distinct prompting approaches

From: Harnessing large language models (LLMs) for candidate gene prioritization and selection

Approach

Stepwise prompting

Direct prompting

Prompt

Based on the summary provided below, could you select a top candidate based on: relevance to (1) erythroid cells or erythropoiesis, (2) current use as a biomarker, (3) potential use as a blood transcriptional biomarker, (4) relevance to leukocytes immune biology, (5) being a known drug target, and 6) being of therapeutic relevance for immune mediated diseases? Equal weight should be given to each of those 6 criteria: [all fact-checked statements supported by references from Step 5 were inserted here]

For the list of genes provided below, could you select a top candidate based on: relevance to (1) erythroid cells or erythropoiesis, (2) current use as a biomarker, (3) potential use as a blood transcriptional biomarker, (4) relevance to leukocytes immune biology, (5) being a known drug target, and (6) being of therapeutic relevance for immune mediated diseases? Equal weight should be given to each of those 6 criteria. ALAS2 BCL2L1 BPGM C14ORF45 C1ORF128 CA1 EPB42 FAM46C FECH GMPR GPR146 GYPB GYPE IFIT1L KRT1 NFIX OR2W3 OSBP2 PLEK2 SELENBP1 SLC14A1 SLC4A1 SNCA TMCC2 TMOD1 TNS1 TRIM10 TUBB2A XK MARCH8

Candidate selected

ALAS2

ALAS2

CLAUDE’s preface

Based on the criteria outlined, I would suggest ALAS2 as the top candidate from the genes listed. Here is a summary of my assessment:

After reviewing the provided gene list and weighing the 6 specified criteria equally, I would select ALAS2 as the top candidate. Here is the rationale:

CLAUDE on criterion 1

Relevance to erythroid cells/erythropoiesis: ALAS2 has the most direct relevance, as it encodes an enzyme essential for initiating heme biosynthesis specifically in red blood cells. Mutations are linked to an erythroid condition

Relevance to erythroid cells/erythropoiesis: ALAS2 encodes the rate-limiting enzyme in heme biosynthesis and is highly specific to erythroid cells. It is critical for hemoglobin production

CLAUDE on criterion 2

Current biomarker use: ALAS2 is used as a biomarker and therapeutic target for a red blood cell disorder, X-linked sideroblastic anemia. This is more significant biomarker use compared to the other genes

Current biomarker use: ALAS2 is not routinely used yet as a biomarker

CLAUDE on criterion 3

Potential blood transcriptional biomarker: ALAS2 has clear potential as a biomarker for conditions affecting heme biosynthesis and erythropoiesis, though not yet utilized broadly

Potential as a blood transcriptional biomarker: As an erythroid-specific gene, changes in ALAS2 expression could indicate altered erythropoiesis

CLAUDE on criterion 4

Relevance to leukocyte biology: ALAS2 has limited relevance to leukocytes given its erythroid specificity

Relevance to immune cells: ALAS2 does not have a known role in leukocytes

CLAUDE on criterion 5

Known drug target: ALAS2 is an established drug target for X-linked sideroblastic anemia

Known drug target: ALAS2 is not currently targeted by drugs

CLAUDE on criterion 6

Therapeutic relevance for immune diseases: ALAS2 may have relevance for immune-mediated hemolytic anemias, though therapeutic applications are currently limited

Therapeutic relevance in immune diseases: ALAS2 does not have a demonstrated role

CLAUDE’s conclusive statement

In summary, ALAS2 has the most direct significance for erythroid cells/erythropoiesis, an existing biomarker role, blood biomarker potential, and known drug target status. Though limited in leukocyte relevance and immune disease applications, it appears the strongest candidate based on weighting the criteria equally. Please let me know if you would like me to explain or expand on any part of my assessment

In summary, ALAS2's erythroid-specific expression and critical function in heme/hemoglobin biosynthesis make it the strongest candidate from this list based on the criteria provided. Other genes like FECH and SLC4A1 have some erythroid relevance but ALAS2 is more specific and essential