pcdh s affects synchronous activity in the …correlation coefficient in session by session. n = 5...

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Pcdhβs affects synchronous activity in the hippocampus Hirotaka Asai 1,2 , Noriaki Ohkawa 1,2,3 , Yoshito Saitoh 1,2,3 , Khaled Ghandour 1,2,3 , Hirofumi Nishizono 2,4 , Mina Matsuo 4 , Teruyoshi Hirayama 7,8 , Shin-ichi Muramatsu 5, 6 , Ryosuke Kaneko 9 , Takeshi Yagi 7 , and Kaoru Inokuchi 1,2 1. Departmentof Biochemistry,Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, Toyama, Japan. 2. CREST, JST, University of Toyama, Toyama, Japan. 3. PRESTO, JST, Univ. of Toyama, Toyama, Japan. 4. Division of Animal Experimental Laboratory, Life Science Research Center, Univ. of Toyama, Toyama, Japan. 5. Division of Neurology, Department of Medicine, Jichi Medical Univ., Tochigi, Japan. 6. Center for Gene and Cell Therapy, The Institute of Medical Science, The Univ. of Tokyo, Tokyo, Japan. 7. KOKORO-Biology Group, Laboratories for Integrated Biology, Graduate School of Frontier Biosciences, Osaka Univ., Osaka, Japan. 8. Department Anatomy and Develop Neurobiology, Tokushima Univ., Tokushima, Japan. 9. Bioresource center, Gunma Univ. Graduate School of Medicine, Maebashi, Japan Background: Clustered protocadherins (Pcdhs), a large subgroup of adhesion molecules, are important for neural morphology such as axonal projection and dendrite spread. However, little is known how Pcdhs affect neural activity. Methods: Observing neural activity in Pcdhβ-deletion mice with in vivo Ca 2+ imaging, we demonstrate that Pcdhβs affect neural activity in the hippocampus during active state rather than resting state. Results: Pcdhβ-deletion reduced repetitive synchronous activity during novel context exploration and increased large size cell ensembles, which were extracted with non-negative matrix factorization analysis based on synchronous activity. Majority of the large ensembles was rarely activated. Furthermore, larger portion of cells in Pcdhβ-deletion mice were shared between ensembles than wild type mice, which may impair the discrimination of context in contextual fear conditioning task. These phenotypes may result from the involvement of Pcdhβs in adjustment of neural activity through ensemble formation in the hippocampus without affecting cellular activity. Conclusion: Together, Pcdhβs modulate neural ensemble activity in the hippocampus. Summary Introduction Question How do Pcdhs affect neural activity in the hippocampus ? Pcdhs are thought to be important for forming diverse neural networks Pcdhs affect neuronal morphology Dendritic spread Projection Hayashi and Takeichi, J Cell Sci., 2015 Diverse expression pattern Ref: Yagi, Front. Mol. Neurosci., 2012 Ref: Thu et al., Cell, 2014 Homophilic interaction Olfactory Bulb Serotonergic projection Mountoufaris et al., Science, 2017 Katori et al., J Neuro Sci., 2009 Mutant mice Ref: Hasegawa et al., Front. Mol. Neurosci., 2016 Experiments I. GCaMP induction by AAV GCaMP7 CaMKII II. Setting microscopy (nVista) Pcdhb-deletion decreased repetitive activity during context exploration A B Pcdhb-deletion increased large ensembles and cells shared between ensembles A 100 200 300 400 500 600 700 Cell ID 20 40 60 80 100 120 140 160 Ensemble ID B 100 200 300 400 500 600 700 Cell ID 20 40 60 80 100 120 140 160 Ensemble ID Large ensembles in Pcdhb-deletion mice showed rare activity ii. Extraction of ensemble by NMF III.Imaging context (sq) Home cage (pre) N on-negative M atrix F actorization Figure 1. Deletion of cPcdhbs reduced repetitive activity. (A, B) Representative image of correlation matrix (A: Wt, B: Δϐ). (C) Summation of correlation coefficient in session by session. n = 5 mice for Wt, n = 4 mice for Δϐ. Mean±S.E.M. **p < 0.01, (Adjusted p-value of Bofrroiʼ multiple comparison test). Figure 2. Deletion of cPcdhbs increased large ensembles. (A, B) Representative image of binarized basis matrix. (C, D) Normalized number of ensembles in each ensemble size. n = 5 mice for Wt, n = 4 mice for Δϐ, Mean±S.E.M. **p < 0.01 (Adjusted p-value of Bofrroiʼ multiple comparison test). (E, F) Ratio of cells contributing singular (open bar) and plural (pattern or solid bar) ensembles. ****p < 0.0001 (Chi-square test) We thank Dr. Hiroyuki Okuno (Kagoshima Univ.) for advising cFos immunohistochemistry; Dr. Tomoki Fukai, Dr. Chi Chung Alan Fung (OIST), and Dr. Takashi Takekawa (Kogakuin Univ.) for the analysis of Ca 2+ imaging; Dr. Tsuyoshi Koide and Dr. Akira Tanave (NIG) for modifying tracking software DuoMouse; Dr. Emi Murayama, Dr. Reiko Okubo-Suzuki and Dr. Masanori Nomoto (Inokuchi Lab.) for Ca 2+ imaging experiments. Acknowledgements We have no COI (Conflict of Interest) with regard to this presentation. IV.Analysis Raw data dF data Cellular activity Repetitive activity (Fig. 1) Ensemble activity (Fig. 2-4) Preprocessing Cell identification Correlation NMF *Based on Ghandour et al., Nat. Commun., 2019 Overview of analysis Cellular components (Basis) Activity (Occurrence) NMF Raw data matrix Cells (C) Cells (C) Time (t) Time (t) Ensemble (En) Ensemble (En) Basis matrix Occurrence matrix No significant difference was observed in the normalized number of ensembles between genotypes in both sessions ( ) Figure 3. The activity of large ensembles were not so frequently. The number of activity event of extra large (XL, 20 or more cells; top right), large (L, 15-19 cells; top middle), medium (M, 10-14 cells; tope left), small (S, 5-9 cells; bottom right), several cells (SCs, 2-4 cells; bottm middle), single cell (SC; bottom left) in context session. n = 5 mice for Wt, n = 4 mice for Δϐ. Mean±S.E.M. *p < 0.05, **p < 0.01, (Adjusted p- value of Bofrroiʼ multiple comparison test). Discussion & Conclusion Conclusion Clustered protocadherinβs tune ensemble activity in the hippocampus and context discrimination Summary of Results & Discussion Pcdhb-deletion did not affect cellular level activity Figure 4. The cellular activity. (a, b) Representative images of raster plot of all recorded cells (a: Wt, b: Δ). (c) Cumulative curve of proportion of cells against the number of active events during whole recoding session (pre 10 min + sq 10 min). (d, e) Proportion of cells on the number of Ca 2+ events in each session. (f) The ratio of the number of Ca 2+ events in sq to pre session. n = 5 mice for Wt, n = 4 mice for Δ, Mean ± S.E.M. No significant difference was observed in all figures (c: Kolmogorov-Smirnov test, d-f: Bofrroiʼ multiple comparison test). 2 4 6 8 10 12 14 16 18 20 Time (min) 100 200 300 400 500 600 Cell# a 2 4 6 8 10 12 14 16 18 20 Time (min) 100 200 300 400 500 600 700 Cell# b Ratio of Ca 2+ event (sq/pre) 1 2 3 4 5 6 7 0.0 0.2 0.4 0.6 0.8 Group of event ratio Proportion of Cells c d e f Pcdhb-deletion decreased the discrimination of contextual fear conditioning Figure 5. The contextual fear discrimination. (A) Schematic diagrams of experiment. (B) Freezing level in test session. (C) Discrimination index in test session. n = 19-22 mice in each group. Mean±S.E.M. *p < 0.05 (Unpaired t-test). i. Cell identification (HOTARU algorithm ) Takekawa et al., bioRxiv, 2017 Detected cells Ca 2+ trace Raw data Matrix (t × C) Cells (C) Time (t) ttii. Correlation matrix analysis Time (t) Time (t) tt Correlation coefficeint between t and t Correlation Matrix 1. Raw data matrix was binned every 200 msec. 2. Correlation coefficients were calculated between all time binned frames Fig. 1 Repetitive activity Reduction Fig. 2, 3 Large Ensemble Increase Rare activity Fig. 2 Cell sharing Increase Fig. 5 Contextual discrimination Impair Fig. 4 Cellular activity Similar Increase the sharing cells between ensembles may impair contextual fear discrimination. Clustered protocadherinβs do not affect the activity on the cellular level, but they are involved in population/ensemble activity and forming ensembles, which are sets of cells activated synchronously. Clustered protocadherinβs make ensembles diverse to avoid confusing information Schematic diagrams of expected function

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Page 1: Pcdh s affects synchronous activity in the …correlation coefficient in session by session. n = 5 mice for Wt, n = 4 mice for Δϐ. Mean±S.E.M. **p < 0.01, (Adjusted p-value of Bo

Pcdhβs affects synchronous activity in the hippocampusHirotaka Asai1,2, Noriaki Ohkawa1,2,3, Yoshito Saitoh1,2,3, Khaled Ghandour1,2,3, Hirofumi Nishizono2,4, Mina Matsuo4, Teruyoshi Hirayama7,8, Shin-ichi Muramatsu5, 6, Ryosuke Kaneko9, Takeshi Yagi7, and Kaoru Inokuchi1,2

1. Department of Biochemistry, Graduate School of Medicine and Pharmaceutical Sciences, University of Toyama, Toyama, Japan. 2. CREST, JST, University of Toyama, Toyama, Japan. 3. PRESTO, JST, Univ. of Toyama, Toyama, Japan. 4. Division of AnimalExperimental Laboratory, Life Science Research Center, Univ. of Toyama, Toyama, Japan. 5. Division of Neurology, Department of Medicine, Jichi Medical Univ., Tochigi, Japan. 6. Center for Gene and Cell Therapy, The Institute of Medical Science, TheUniv. of Tokyo, Tokyo, Japan. 7. KOKORO-Biology Group, Laboratories for Integrated Biology, Graduate School of Frontier Biosciences, Osaka Univ., Osaka, Japan. 8. Department Anatomy and Develop Neurobiology, Tokushima Univ., Tokushima, Japan.9. Bioresource center, Gunma Univ. Graduate School of Medicine, Maebashi, Japan

Background: Clustered protocadherins (Pcdhs), a large subgroup of adhesion

molecules, are important for neural morphology such as axonal projection

and dendrite spread. However, little is known how Pcdhs affect neural

activity.

Methods: Observing neural activity in Pcdhβ-deletion mice with in vivo Ca2+

imaging, we demonstrate that Pcdhβs affect neural activity in the

hippocampus during active state rather than resting state.

Results: Pcdhβ-deletion reduced repetitive synchronous activity during novel

context exploration and increased large size cell ensembles, which were

extracted with non-negative matrix factorization analysis based on

synchronous activity. Majority of the large ensembles was rarely activated.

Furthermore, larger portion of cells in Pcdhβ-deletion mice were shared

between ensembles than wild type mice, which may impair the discrimination

of context in contextual fear conditioning task. These phenotypes may result

from the involvement of Pcdhβs in adjustment of neural activity through

ensemble formation in the hippocampus without affecting cellular activity.

Conclusion: Together, Pcdhβs modulate neural ensemble activity in the

hippocampus.

Summary

Introduction

QuestionHow do Pcdhs affect neural activity in the hippocampus ?

Pcdhs are thought to be important for forming diverse neural networks

Pcdhs affect neuronal morphology

Dendritic spread Projection

Hayashi and Takeichi, J Cell Sci., 2015

Diverse expression pattern

Ref: Yagi, Front. Mol. Neurosci., 2012 Ref: Thu et al., Cell, 2014

Homophilic interaction

Olfactory Bulb Serotonergic projection

Mountoufaris et al., Science, 2017 Katori et al., J Neuro Sci., 2009

Mutant mice

Ref: Hasegawa et al., Front. Mol. Neurosci., 2016

Experiments

I. GCaMP induction by AAV

GCaMP7CaMKII

II. Setting microscopy(nVista)

Pcdhb-deletion decreased repetitive activity during context exploration

A B

Pcdhb-deletion increased large ensembles and cells shared between ensembles

A

100 200 300 400 500 600 700Cell ID

20

40

60

80

100

120

140

160

Ensem

ble

ID

B

100 200 300 400 500 600 700Cell ID

20

40

60

80

100

120

140

160

Ensem

ble

ID

Large ensembles in Pcdhb-deletion mice showed rare activity

ii. Extraction of ensemble by NMF‡

III.Imagingcontext (sq)Home cage (pre)

‡Non-negative Matrix Factorization

Figure 1. Deletion of cPcdhbs reduced repetitive activity. (A, B) Representative image of correlation matrix (A: Wt, B: Δϐ). (C) Summation ofcorrelation coefficient in session by session. n = 5 mice for Wt, n = 4 mice for Δϐ. Mean±S.E.M. **p < 0.01, (Adjusted p-value of Bo f rro iʼ multiple comparison test).

Figure 2. Deletion of cPcdhbs increased large ensembles. (A, B) Representative image of binarized basis matrix. (C, D) Normalized number ofensembles in each ensemble size. n = 5 mice for Wt, n = 4 mice for Δϐ, Mean±S.E.M. **p < 0.01 (Adjusted p-value of Bo f rro iʼ multiplecomparison test). (E, F) Ratio of cells contributing singular (open bar) and plural (pattern or solid bar) ensembles. ****p < 0.0001 (Chi-square test)

We thank Dr. Hiroyuki Okuno (Kagoshima Univ.) for advising cFos immunohistochemistry; Dr. TomokiFukai, Dr. Chi Chung Alan Fung (OIST), and Dr. Takashi Takekawa (Kogakuin Univ.) for the analysis ofCa2+ imaging; Dr. Tsuyoshi Koide and Dr. Akira Tanave (NIG) for modifying tracking softwareDuoMouse; Dr. Emi Murayama, Dr. Reiko Okubo-Suzuki and Dr. Masanori Nomoto (Inokuchi Lab.) forCa2+ imaging experiments.

Acknowledgements

We have no COI (Conflict of Interest) with regard to this presentation.

IV.Analysis

Raw data dF data Cellular activity

Repetitive activity(Fig. 1)

Ensemble activity(Fig. 2-4)

Preprocessing

Cell identification

Correlation

NMF

*Based on Ghandour et al., Nat. Commun., 2019

Overview of analysisCellular components

(Basis)

Activity(Occurrence)

NMF

Raw data matrixCells (C)

Cells (C)

Tim

e (t

)

Tim

e (t

)

Ense

mb

le (

En)

Ensemble (En)Basis matrixOccurrence matrix

No significant difference was observed in the normalized number of ensembles between genotypes in both sessions

𝑫 ≈ 𝑩𝑪

𝑬 ≡

𝒊𝒋

(𝑫𝒊𝒋 −

𝒌

𝑩𝒊𝒌𝑪𝒌𝒋)𝟐

Figure 3. The activity oflarge ensembles were notso frequently. The numberof activity event of extralarge (XL, 20 or more cells;top right), large (L, 15-19cells; top middle), medium(M, 10-14 cells; tope left),small (S, 5-9 cells; bottomright), several cells (SCs, 2-4cells; bottm middle), singlecell (SC; bottom left) incontext session. n = 5 micefor Wt, n = 4 mice for Δϐ.Mean±S.E.M. *p < 0.05,**p < 0.01, (Adjusted p-value of Bo f rro iʼ multiple comparison test).

Discussion & Conclusion

ConclusionClustered protocadherinβs tune ensemble activity in the hippocampusand context discrimination

➢ Summary of Results & Discussion

Pcdhb-deletion did not affect cellular level activity

Figure 4. The cellular activity. (a, b) Representativeimages of raster plot of all recorded cells (a: Wt, b:Δꞵ). (c) Cumulative curve of proportion of cellsagainst the number of active events during wholerecoding session (pre 10 min + sq 10 min). (d, e)Proportion of cells on the number of Ca2+ events ineach session. (f) The ratio of the number of Ca2+

events in sq to pre session. n = 5 mice for Wt, n = 4mice for Δꞵ, Mean ± S.E.M. No significantdifference was observed in all figures (c:Kolmogorov-Smirnov test, d-f: Bo f rro iʼ multiple comparison test).

b52

2 4 6 8 10 12 14 16 18 20

Time (min)

100

200

300

400

500

600

Ce

ll#

a

b98

2 4 6 8 10 12 14 16 18 20

Time (min)

100

200

300

400

500

600

700

Ce

ll#

b

Ratio of Ca2+ event (sq/pre)

1 2 3 4 5 6 70.0

0.2

0.4

0.6

0.8

Ratio of Ca2+ event (sq/pre)

Group of event ratio

Pro

po

rtio

no

fC

ells

c

d e f

Pcdhb-deletion decreased the discrimination of contextual fear conditioning

Figure 5. The contextual fear discrimination. (A) Schematic diagrams of experiment. (B) Freezing level in test session. (C) Discrimination index intest session. n = 19-22 mice in each group. Mean±S.E.M. *p < 0.05 (Unpaired t-test).

i. Cell identification (HOTARU algorithm†)

†Takekawa et al., bioRxiv, 2017

Detected cellsCa2+ trace

Raw data Matrix (t × C)

Cells (C)

Tim

e (t

)

t₁

t₂

ii. Correlation matrix analysis

Time (t)

Tim

e (t

)

t₁

t₂

Correlation coefficeintbetween t₁ and t₂

Correlation Matrix

1. Raw data matrix was binned every 200 msec.

2. Correlation coefficients were calculated between all time binned frames

Fig. 1Repetitive activity

Reduction

Fig. 2, 3 Large Ensemble

IncreaseRare activity

Fig. 2 Cell sharing

Increase

Fig. 5 Contextual discrimination

Impair

Fig. 4Cellular activity

Similar

Increase the sharing cells between ensembles may impair contextual fear discrimination.

Clustered protocadherinβs do not affect the activity on the cellular level, but they are involved in population/ensemble activity and forming ensembles, which are sets of cells activated synchronously.

Clustered protocadherinβs make ensembles diverse to avoid confusing information

➢ Schematic diagrams of expected function