Conclusion: Convergence, Diversity, and the Road Ahead

Conclusion: Convergence, Diversity, and the Road Ahead

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• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference} Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}. This molecular program directly produces the fast-sp...

• ^{2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference} Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}. This molecular program directly produces the fast-sp...

• ^{3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference} Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}. This molecular program directly produces the fast-sp...

• ^{4Citationpaper:paper-3522fd039446Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference} Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}. This molecular program directly produces the fast-sp...

• ^{5Citationpaper:paper-591943f1ad14Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference} Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}. This molecular program directly produces the fast-sp...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}0 Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}1. This molecular program directly produces the fast-sp...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}2 Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}3. This molecular program directly produces the fast-sp...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}4 Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}5. This molecular program directly produces the fast-sp...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}6 Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}7. This molecular program directly produces the fast-sp...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}8 Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}9. This molecular program directly produces the fast-sp...

• ^{2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}0 Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas ^{2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}1. This molecular program directly produces the fast-sp...

• ^{2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}2 Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas ^{2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}3. This molecular program directly produces the fast-sp...

• ^{2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}4 Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas ^{2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}5. This molecular program directly produces the fast-sp...

• ^{2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}6 Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas ^{2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}7. This molecular program directly produces the fast-sp...

• ^{2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}8 Equally important is the recognition that several prominent claims remain genuinely unsettled. The functional polarity of chandelier cell synapses at the axon initial segment — depolarizing, inhibitory, or conditionally both — has resisted resolution for over a decade, with the answer depending on developmental stage, brain region, and recording methodology [Woodruff2009depolarizing, RinettiVargas2017periadolescent,...

• ^{2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}9 Equally important is the recognition that several prominent claims remain genuinely unsettled. The functional polarity of chandelier cell synapses at the axon initial segment — depolarizing, inhibitory, or conditionally both — has resisted resolution for over a decade, with the answer depending on developmental stage, brain region, and recording methodology [Woodruff2009depolarizing, RinettiVargas2017periadolescent,...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}0 Equally important is the recognition that several prominent claims remain genuinely unsettled. The functional polarity of chandelier cell synapses at the axon initial segment — depolarizing, inhibitory, or conditionally both — has resisted resolution for over a decade, with the answer depending on developmental stage, brain region, and recording methodology [Woodruff2009depolarizing, RinettiVargas2017periadolescent,...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}1 Equally important is the recognition that several prominent claims remain genuinely unsettled. The functional polarity of chandelier cell synapses at the axon initial segment — depolarizing, inhibitory, or conditionally both — has resisted resolution for over a decade, with the answer depending on developmental stage, brain region, and recording methodology [Woodruff2009depolarizing, RinettiVargas2017periadolescent,...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}2 Equally important is the recognition that several prominent claims remain genuinely unsettled. The functional polarity of chandelier cell synapses at the axon initial segment — depolarizing, inhibitory, or conditionally both — has resisted resolution for over a decade, with the answer depending on developmental stage, brain region, and recording methodology [Woodruff2009depolarizing, RinettiVargas2017periadolescent,...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}3 Equally important is the recognition that several prominent claims remain genuinely unsettled. The functional polarity of chandelier cell synapses at the axon initial segment — depolarizing, inhibitory, or conditionally both — has resisted resolution for over a decade, with the answer depending on developmental stage, brain region, and recording methodology [Woodruff2009depolarizing, RinettiVargas2017periadolescent,...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}4 Equally important is the recognition that several prominent claims remain genuinely unsettled. The functional polarity of chandelier cell synapses at the axon initial segment — depolarizing, inhibitory, or conditionally both — has resisted resolution for over a decade, with the answer depending on developmental stage, brain region, and recording methodology [Woodruff2009depolarizing, RinettiVargas2017periadolescent,...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}5 In the disease domain, the postmortem PV-deficit model of schizophrenia — reduced GAD67 mRNA in PV+ neurons — is robustly replicated, yet its functional consequences remain uncertain. The critical question of whether PV neurons are lost or merely downregulated has not been definitively resolved, and meta-analytic evidence for PV cell count reductions is weaker than commonly assumed [Lewis2012cortical, Kaar2019pre, D...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}6 In the disease domain, the postmortem PV-deficit model of schizophrenia — reduced GAD67 mRNA in PV+ neurons — is robustly replicated, yet its functional consequences remain uncertain. The critical question of whether PV neurons are lost or merely downregulated has not been definitively resolved, and meta-analytic evidence for PV cell count reductions is weaker than commonly assumed [Lewis2012cortical, Kaar2019pre, D...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}7 In the disease domain, the postmortem PV-deficit model of schizophrenia — reduced GAD67 mRNA in PV+ neurons — is robustly replicated, yet its functional consequences remain uncertain. The critical question of whether PV neurons are lost or merely downregulated has not been definitively resolved, and meta-analytic evidence for PV cell count reductions is weaker than commonly assumed [Lewis2012cortical, Kaar2019pre, D...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}8 In the disease domain, the postmortem PV-deficit model of schizophrenia — reduced GAD67 mRNA in PV+ neurons — is robustly replicated, yet its functional consequences remain uncertain. The critical question of whether PV neurons are lost or merely downregulated has not been definitively resolved, and meta-analytic evidence for PV cell count reductions is weaker than commonly assumed [Lewis2012cortical, Kaar2019pre, D...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}9 In the disease domain, the postmortem PV-deficit model of schizophrenia — reduced GAD67 mRNA in PV+ neurons — is robustly replicated, yet its functional consequences remain uncertain. The critical question of whether PV neurons are lost or merely downregulated has not been definitively resolved, and meta-analytic evidence for PV cell count reductions is weaker than commonly assumed [Lewis2012cortical, Kaar2019pre, D...

• ^{3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}0 Perhaps most valuable for guiding future research is the identification of claims that are widely assumed but have never been rigorously tested. The functional significance of transcriptomic PV subtypes remains largely unknown: while atlases reliably identify multiple molecular types, whether these correspond to functionally distinct populations with separable circuit roles has been demonstrated in only a handful of...

• ^{3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}1 Perhaps most valuable for guiding future research is the identification of claims that are widely assumed but have never been rigorously tested. The functional significance of transcriptomic PV subtypes remains largely unknown: while atlases reliably identify multiple molecular types, whether these correspond to functionally distinct populations with separable circuit roles has been demonstrated in only a handful of...

• ^{3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}2 Perhaps most valuable for guiding future research is the identification of claims that are widely assumed but have never been rigorously tested. The functional significance of transcriptomic PV subtypes remains largely unknown: while atlases reliably identify multiple molecular types, whether these correspond to functionally distinct populations with separable circuit roles has been demonstrated in only a handful of...

• ^{3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}3 Perhaps most valuable for guiding future research is the identification of claims that are widely assumed but have never been rigorously tested. The functional significance of transcriptomic PV subtypes remains largely unknown: while atlases reliably identify multiple molecular types, whether these correspond to functionally distinct populations with separable circuit roles has been demonstrated in only a handful of...

• ^{3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}4 Perhaps most valuable for guiding future research is the identification of claims that are widely assumed but have never been rigorously tested. The functional significance of transcriptomic PV subtypes remains largely unknown: while atlases reliably identify multiple molecular types, whether these correspond to functionally distinct populations with separable circuit roles has been demonstrated in only a handful of...

• ^{3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}5 1. Do transcriptomic PV subtypes map onto functionally distinct circuit elements? Patch-seq studies have begun to link molecular identity with electrophysiological properties, but the extension to connectivity, in vivo activity, and behavioral relevance remains incomplete ^{3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}6. Answering this question will determine whether the PV “class” is one computational unit or sever...

• ^{3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}7 1. Do transcriptomic PV subtypes map onto functionally distinct circuit elements? Patch-seq studies have begun to link molecular identity with electrophysiological properties, but the extension to connectivity, in vivo activity, and behavioral relevance remains incomplete ^{3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}8. Answering this question will determine whether the PV “class” is one computational unit or sever...

• ^{3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}9 2. What resolves the blanket-versus-selective inhibition debate? The apparent contradiction between dense connectivity (blanket) and tuned synaptic weights (selective) may reflect a computational strategy — a connectivity scaffold that is refined by experience-dependent plasticity — but this hypothesis requires testing with simultaneous measurement of connection probability and synaptic efficacy across identifie...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}0 2. What resolves the blanket-versus-selective inhibition debate? The apparent contradiction between dense connectivity (blanket) and tuned synaptic weights (selective) may reflect a computational strategy — a connectivity scaffold that is refined by experience-dependent plasticity — but this hypothesis requires testing with simultaneous measurement of connection probability and synaptic efficacy across identifie...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}1 3. How do PV interneurons contribute to cognition beyond sensory processing? The overwhelming focus on primary sensory cortex has left PV contributions to working memory, decision-making, social cognition, and executive function relatively underexplored. Prefrontal PV interneurons operate under different neuromodulatory regimes and connectivity rules than sensory cortex PV cells, and their computational roles ma...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}2 3. How do PV interneurons contribute to cognition beyond sensory processing? The overwhelming focus on primary sensory cortex has left PV contributions to working memory, decision-making, social cognition, and executive function relatively underexplored. Prefrontal PV interneurons operate under different neuromodulatory regimes and connectivity rules than sensory cortex PV cells, and their computational roles ma...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}3 4. Can human PV interneuron properties be measured with sufficient precision to validate or refute mouse model predictions? Human neuroscience is entering an era of unprecedented cellular resolution through Patch-seq of neurosurgical tissue, single-nucleus transcriptomics, and high-density electrophysiology. These approaches must be systematically applied to PV interneurons to establish which mouse findings tran...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}4 5. What computational principles are shared across PV interneurons in different brain regions, and what principles are region-specific? The review has documented substantial regional variation in PV function — hippocampal ripple generators, thalamic reticular oscillators, amygdala fear-circuit modulators, striatal feedforward inhibitors — yet a principled framework for understanding which properties generalize a...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}5 5. What computational principles are shared across PV interneurons in different brain regions, and what principles are region-specific? The review has documented substantial regional variation in PV function — hippocampal ripple generators, thalamic reticular oscillators, amygdala fear-circuit modulators, striatal feedforward inhibitors — yet a principled framework for understanding which properties generalize a...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}6 5. What computational principles are shared across PV interneurons in different brain regions, and what principles are region-specific? The review has documented substantial regional variation in PV function — hippocampal ripple generators, thalamic reticular oscillators, amygdala fear-circuit modulators, striatal feedforward inhibitors — yet a principled framework for understanding which properties generalize a...

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}7 Reporting conventions. Claims about “what PV cells do” must always specify the brain region, cortical layer, species, developmental stage, and behavioral state in which the observation was made. The era of universal PV cell statements is over ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}8.

• ^{1Citationpaper:paper-4dfe44516146Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 2Citationpaper:paper-be132b319290Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference, 3Citationpaper:paper-pm-33186530Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}9 Computational modeling. Models should be validated against human data where available, and predictions that outstrip experimental testability should be clearly flagged as such rather than presented as established principles ^{4Citationpaper:paper-3522fd039446Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}0.

• ^{4Citationpaper:paper-3522fd039446Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}1 Computational modeling. Models should be validated against human data where available, and predictions that outstrip experimental testability should be clearly flagged as such rather than presented as established principles ^{4Citationpaper:paper-3522fd039446Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}2.

• ^{4Citationpaper:paper-3522fd039446Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}3 The PV interneuron field is neither in crisis nor in complacency. Its foundation of replicated findings is genuinely strong — stronger than in many areas of systems neuroscience. Its active debates reflect real biological complexity, not merely methodological confusion. And its untested assumptions, while numerous, are increasingly tractable with modern tools: intersectional genetics, large-scale connectomics, chron...

• ^{4Citationpaper:paper-3522fd039446Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}4 The PV interneuron field is neither in crisis nor in complacency. Its foundation of replicated findings is genuinely strong — stronger than in many areas of systems neuroscience. Its active debates reflect real biological complexity, not merely methodological confusion. And its untested assumptions, while numerous, are increasingly tractable with modern tools: intersectional genetics, large-scale connectomics, chron...

• ^{4Citationpaper:paper-3522fd039446Several findings have achieved a level of replication that places them at the foundation of the field. The core molecular signature — co-expression of parvalbumin, Kv3-family potassium channels (Kcnc1/2), Nav1.1 (Scn1a), and ErbB4 — has been confirmed by every major single-cell transcriptomic atlas [Yao2021taxonomy, Scala2021phenotypic, Gouwens2020integrated]. This molecular program directly produces the fast-sp...content/14_conclusion.md:line 10Open reference}5 The PV interneuron field is neither in crisis nor in complacency. Its foundation of replicated findings is genuinely strong — stronger than in many areas of systems neuroscience. Its active debates reflect real biological complexity, not merely methodological confusion. And its untested assumptions, while numerous, are increasingly tractable with modern tools: intersectional genetics, large-scale connectomics, chron...